# Stop Chatting With Spreadsheets — Francesco Galletta & Felippe Felisola Caso, Monzo

Francesco Galletta, Monzo · Felippe Felisola Caso, Monzo

[Talk page](https://ai.engineer/talks/ATMcd9tkhhc-stop-chatting-spreadsheets) · [Video](https://www.youtube.com/watch?v=ATMcd9tkhhc)

## Stop Chatting With Spreadsheets

What will the wedding cost, and will the money be there when each payment is due? Francesco Galletta and Felippe Felisola Caso use the second question to build a financial-analyst agent whose calculations can be rerun and whose assumptions can be challenged.

![Five colored bands name the parts of the harness and give a one-line purpose for each.](https://ai.engineer/api/talk-essay-media/2743020862903845cc0372b1c277f2881f33a1f9010d38c4d67114c5f42774f7)

The five layers give different jobs to the user, the model, the calculation code and a reviewer.

### What would it take to delegate the analysis?

[0:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=0s)

A financial analysis can finish in the background while its owner does something else. If the owner then has to reconstruct the work before acting on it, the fast answer has saved very little. Francesco Galletta and Felippe Felisola Caso bring that problem from their work in data at Monzo to a personal finance workshop, speaking in their own capacity. At work, they judge an AI project by the business benefit it produces. At home, Galletta has a similarly practical test. Can he hand off the tedious calculations and trust the result with his own money?

The workshop’s *harness* is the software around the model that guides the interview, runs calculations and gives the user access to the decisions behind an answer. A trace can show where a number came from. A unit test can catch a broken calculation. The builder still has to decide which assumption a person needs to see before committing money. The speakers organize those choices around five principles. Shared domain establishes what the user means. Consistency makes the arithmetic repeatable. Evidence records what went into it. Accountability gives the person who bears the consequences a say in the decision. Verification brings in a perspective that can challenge what both the user and the agent have accepted.

### A dinner price is only one part of a wedding budget

[11:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=717s)

Galletta has an ulterior motive for convening the room. He needs help working out whether he can make each wedding payment on time. He and his fiancée have already found that a perfectly reasonable number can answer the wrong question. She has the price of dinner. He is counting two additional variable costs on top of dinner. Multiplying the dinner price by the guest count would faithfully reproduce just one part of the bill.

Participants can open an empty workspace for a financial question of their own or load a worked wedding example. The repository includes a setup guide, the harness, the example and a place to save their own work. A successful local setup opens the UI. The empty workspace is where Galletta demonstrates the interview. The prepared plan is where participants can inspect decisions, run tests and try corrections without first having to agree on every wedding expense. [Repository QR code and setup instructions at 14:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=861s)

### Shared domain begins with three payments and an unknown head count

[20:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1238s)

In the empty workspace, Galletta dictates the problem into the chat on the right. He owes three payments. The first is $6,000, the second is an unknown amount, and the third covers the remaining balance. The DJ is a fixed cost. Dinner is priced per seat, and attendance is uncertain. Even a correct total for the wedding wouldn't tell him whether he can pay on time. For that he needs the amount due at each deadline and the cash available by then.

What can the planner establish from that first request? The harness instructs the agent to interview the user and specifies what it needs to learn before proposing a plan. Galletta supplies the next details in deliberately untidy order. For the exercise, he has no savings, his mother *may* contribute 5,000, the price per person is *around* 150, flowers cost 500, and he still needs a suit. The qualifiers matter as much as the numbers. Counting a possible gift as available cash could make a payment look affordable before a single arithmetic error had occurred.

The follow-up questions put some work back on the one person who knows this wedding. A model can recognize a term and still misunderstand what the user includes in it, just as two people can mean different things by the cost of dinner. The interview gives the user a chance to catch that difference before it becomes a formula. Galletta asks for a proposed plan to keep the exercise moving, then switches to the prepared example to show what comes out of a fuller exchange.

### An accepted plan gives each decision a place

[30:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1843s)

The prepared example picks up after roughly ten minutes of earlier discussion. Its accepted plan breaks the problem into decision points. The graph on the left shows how those points connect, and the plan appears at the upper right. This is an implementation choice in the interview instructions. Specifying what the agent must produce means the user finishes with individual decisions they can reopen.

Who put a particular assumption into the plan? Selecting step three brings up the source of its information and the reason the agent considers it a decision. In the worked example, a word Galletta used prompted an inference about what he meant. The annotations distinguish what he supplied, what the agent proposed and what still needs a decision. Accepting the plan leaves him free to question that inference.

The next exercise is to select step two and challenge an assumption there. In a long chat, a correction joins every earlier proposal, detour and correction in one stream. After ten or more exchanges, it can feel easier to start over than to recover what was agreed. Attaching the discussion to a node gives the user a way to revisit one question with the rest of the plan still in view.

![The actual workshop app shows linked calculations and the accepted plan with seven steps and eight inputs.](https://ai.engineer/api/talk-essay-media/72f4c0d631ef57f68a456f8ab61b1a68d71499eac65e002b3ee64e81cea365bc)

The wedding example records the accepted plan as a graph. A user can trace a question about monthly savings back to the calculations it depends on.

### Consistency means running the same calculation again

[36:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2201s)

Some nodes in the accepted plan are ordinary calculations. Given the same head count and price per seat, the dinner line should have the same value on every run. Galletta recalls a chat response that typeset a formula beautifully and followed it with a result so far off he could spot the error in his head. The typography had done a better job of convincing him than the arithmetic.

An audience member presses the objection. If the model also writes the code, what has improved? Saving an implementation makes it possible to inspect and test the method independently of the conversation. A forecast can call an established library. A custom calculation can be broken into functions with unit tests, then checked end to end. Asking the agent to generate fresh code for each question gives up much of that benefit. The hundredth run could quietly use a different implementation under the same description.

Galletta ran into this while closing his own monthly budget. He let an agent categorize statement entries, aggregate them and handle refunds and expenses. It got the result he wanted three times and missed on the fourth. Reconciling the slight differences cost time and money. His correction was to put the repeatable work in a script. The model can still choose a tool for the problem. Once the method is settled, next month’s close can run the same calculation.

### Build a calculation node, run its tests, then try to break it

[45:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2723s)

Which implementation produced a figure? The wedding graph identifies nodes that need code, and the UI offers to build that code once the user accepts the plan. Galletta also describes a practice from other implementations that matters on repeat runs. Record the version of the code and flag a change, even if the function has kept its name. A result earned with an earlier formula tells you little about what the revised one will do.

To inspect the first wedding calculation, select step one, open **Code**, open **Tests**, and run the tests. The tests execute in the participant’s environment. There is no model deliberation to wait for. The prepared tests are expected to pass, and the same action is available after an edit. Putting the tests beside the node gives the user a way to check the implementation at the point where they depend on it.

The repository’s build-your-own guide works a little like an IKEA guide for the harness. It gives each component a job, such as gathering enough information to propose a plan, and leaves the implementation choices to the builder. An audience question about spec-driven development brings out the result of that choice. The saved workspace acts as a specification. As the wedding changes, the analyst can revisit a decision or a calculation through its own workflow. A single growing document would ask the agent to interpret the whole specification afresh.

Changing an input and changing a definition are different operations. A new guest estimate can go through the existing calculation. A change to what a metric counts may require new code. The suggested stress test is to replace a multiplication with an aggregation and save the file. The edit can save successfully even though it breaks the analysis. On rerun, a failing test is designed to stop the harness before it draws a conclusion from that node.

### Trace the number and the method that produced it

[56:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3364s)

Suppose Galletta supplies the number of people invited and his fiancée has just invited three more. The code can calculate dinner costs correctly for a head count that is already out of date. Evidence lets someone work backward from a total to the input the calculation used, then ask who supplied it and what that person knew.

Three kinds of information can end up looking equally certain in a cell. The harness needs to preserve the difference.

- **Interpretation.** Turning an unstructured remark in chat into a budget item requires a reading of what the person meant.
- **Assumption.** A value the agent infers or recalls needs to remain identifiable as its contribution.
- **Recorded fact.** A bank statement documents the amount of a recorded transaction. That amount has a different standing from an estimate of a future expense.

In Galletta’s master-file story, someone entered familiar numbers into the spreadsheet everyone used on the shared drive. Everything looked fine. The file had changed, including its assumptions about the range of reasonable values, and the person using it had no reason to know. The inputs stayed the same and the results were entirely wrong. Tracing the origin of every input would have missed the problem. The trail also needs to identify the process that transformed those inputs and what changed in it.

Which part of the wedding plan came from the assistant? The evidence view highlights where information entered the plan, including the assistant’s proposals. A financial analyst might need finer detail still, down to the supplier or connector that reported an Apple share price at a particular time of day. The follow-along exercise tests the same idea with a chat message. Enter a correction, inspect the affected inputs, then select an underlined figure that changed. Its trail should lead back to the user’s correction and explain why it matters to the rest of the calculation.

A slide-building experiment shows how easily an example can acquire the status of evidence. Galletta’s agent gathered relevant documents and helped pick points for a team presentation. During revision, he supplied an example to explain a change. The model repeated it throughout the deck. When senior leaders asked where a number and an assumption had come from, he couldn't account for them. An instruction about how to edit had become a claim about the business.

![The exercise opens the evidence behind an underlined number in the wedding example.](https://ai.engineer/api/talk-essay-media/53cf75c2bd12a60e9dbac606178446fda54fcaa41c1f283003d83e55a67b4a99)

Opening the underlined 31,000 reveals which inputs and test run produced it.

### Put the human decision where the money depends on it

[1:06:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4001s)

The person who acts on the analysis bears the consequences. Asking that person to press Enter for every edit spends their attention quickly. One participant describes reviewing a task, letting the agent carry it out and reviewing the result. The financial equivalent is to let the system evaluate three scenarios, then put them side by side for the person making the choice. A test can settle whether a function still performs its calculation. Choosing which scenario to budget for calls for judgment.

What timing assumption could change the savings decision? The prepared wedding plan has one final human checkpoint. Galletta reviews the scenarios and chooses how much to save each month. One assumption worth opening is an incoming 20,000 expected on the same day as payment three. Sharing a calendar date still leaves a question about whether the cash will be available when the payment is due. Accepting that premise records a decision that later work can use. The exercise stops at choosing a savings amount, short of transferring money or reporting a final figure.

A user can also reopen a decision after learning something new. Hover over the guest-count chip, add that item to the chat and tell the planner to expect **no fewer than 150 guests**. That supplies a lower bound. It changes which attendance scenarios make sense and, through the per-seat costs, what those scenarios cost. The planner can suggest a change to the plan or revise the input if the existing calculation already fits. The history distinguishes an assumption the user allowed to stand from one they corrected.

Step five offers a different exercise. Open a branch conversation and explore a question about that decision. Galletta had often opened an entirely separate chat to ask a speculative question because a stray sentence in a long conversation could redirect the analysis. A branch gives the aside a home beside the decision it concerns. Whether its conclusion should enter the main plan is a separate choice.

![The app’s decision graph sits next to a note about a payment and the balance forecast.](https://ai.engineer/api/talk-essay-media/ce1d92c05d776b1199aadc8ff4161317a773c30de232145eb6af81c9f45c2404)

A note about a 20k payment changes the cash-flow forecast because the deposit and the last wedding payment fall on the same day.

### Give the reviewer an outside reference and a way to change the plan

[1:20:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4834s)

A second pair of eyes can catch something the author has stopped seeing. It can also become a way of handing a colleague a pile of plausible work and making them responsible for every mistake. Galletta’s model for verification comes from finance teams. An experienced reviewer opens a spreadsheet, checks a few cells that reveal the rough total, and asks how marketing could possibly have spent that much. The discrepancy tells the analyst where to investigate. Responsibility for the analysis stays with its owner.

Golden examples give a test known cases with expected answers. They also reflect the cases their author chose. In an earlier business intelligence project, a query looked sound, its result seemed reasonable and the analyst’s checks found nothing wrong. A stakeholder from another team saw the dashboard and immediately questioned it. They knew roughly how many sales the company had made that year. That outside estimate exposed a discrepancy without requiring the stakeholder to read SQL. The tolerance for a discrepancy also comes from the people using the result. A figure within 5% might look plausible while missing by enough to change the team’s decision.

When does a review actually change the wedding plan? A separate agent reviews the plan and its assumptions. The user can open a tagged challenge in a branch, and a decision can carry a note with an outside point of reference. These contributions have different jobs. The second agent can raise a question. An independent source or a person’s domain knowledge can supply the evidence to resolve it.

The fork has two outcomes. In the demonstration, a branch rejoins the main conversation and changes the plan. The join records where that revision came from. The companion exercise is to open another challenge and dismiss it when it has no bearing on the decision. Giving the review a route back into the analysis matters more than collecting verdicts. A judge could issue an opinion after every step and leave Galletta with precisely the savings plan he started with.

![The live review pane questions savings and guest counts while tracking a suggestion used on step three.](https://ai.engineer/api/talk-essay-media/af917be04c4e57c649c59f553b8f9fe342f46c4e02df7479823cdf9b2e48f481)

The reviewer raises questions about other wedding costs and the guest count. Its suggestion on monthly surplus has been used in the plan.

Which review findings reach the working plan?
The plan and its assumptions supply the reviewer's inputs. At the fork, the user decides whether a finding warrants a revision.
- Working plan — Contains the decisions and assumptions in use.
- Separate reviewer — Examines the plan for assumptions worth questioning.
- Tagged challenge — The user opens a branch to consider the question.
- Revised plan — The branch rejoins the main conversation with a change.
- Dismissed challenge — The user closes a finding that is immaterial to the decision.
- Working plan → Separate reviewer (Supplies plan and assumptions)
- Separate reviewer → Tagged challenge (Raises a question)
- Tagged challenge → Revised plan (Incorporate finding)
- Tagged challenge → Dismissed challenge (Dismiss finding)

### When does a task earn its own harness?

[1:33:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5603s)

The Q&A opens with a question about how many harnesses a team should build. Felisola Caso ties the decision to repeated failures, the number of users exposed to them and the cost of a wrong answer. A person doing an occasional, low-stakes task may be happy to steer an existing agent for a few more turns. A team of 50 credit analysts using the same tool to support key company decisions has a stronger reason to control variation. The five principles reflect the stakes in finance. Producing a stream of social videos, Galletta suggests, would put a different value on gathering evidence for each output.

Galletta’s warning about spending too long sharpening the axe comes with a practical test. Try a skill or a command and watch what the user still has to do by hand. If the same task repeatedly involves opening a fresh session, copying text from another chat and explaining the context again, that sequence is a candidate for software. His wedding provided both outcomes. Web search produced a usable shortlist of five Madrid photographers to compare. Financial planning by voice had him repeating the same conversation three times on a drive. He could point to the work a dedicated harness would save.

Another participant asks how to talk to leadership when mentioning AI seems to raise expectations of accuracy. Felisola Caso starts with a measurable outcome. If a new dashboard takes too many exchanges to validate, count the exchanges. If users keep opening internal tickets because a number looks wrong, track those tickets. These are proposed ways to evaluate the change. They give a team and its leaders something specific to look for once people start using the tool.

### A skill can call Python. Who guarantees it gets called?

[1:43:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6235s)

One participant already has a skill that asks questions and runs the numbers with a Python script. Why add a UI and a database? The script can perform repeatable arithmetic while the model still decides whether to call it and how to interpret the surrounding instructions. Distribute that skill to other users and their own agent settings may conflict with it. For a critical calculation, even an occasional decision to skip the script can defeat the purpose of writing it.

Felisola Caso had seen the cost in reviews of internally shared extensions. Teams would add prose for each unsupported case, down to what the agent should tell a user who tried it. Each new clause became another instruction the model had to interpret. Backend code can decide which operations are available and enforce those conditions directly. The reason to move a rule into the harness is that users need it to hold across runs.

There is still room for interpretation. A cash-flow figure can look odd because someone attributed revenue a month later. Recognizing that possibility is a different job from adding the entries once their dates are settled. The checks build confidence together, and that confidence has a limit. Galletta’s illustration is financial: even a 1% error can represent a lot of money. The percentage describes what a small error could cost, rather than a measured failure rate for the harness.

The final audience question asks where, exactly, a user can see trust in the UI. For someone puzzled by a total, the answer spans several places. They can follow the input to its source, inspect the code that ran and see how it was tested. Someone worried about paying on time may care more about opening the challenge to that incoming 20,000. Both are looking at the same plan. The interface earns its keep when the person about to make the decision can follow the particular doubt they have.

## Key takeaways

- Preserve qualifiers when turning conversation into inputs. A possible contribution, an approximate per-seat price and a lower bound on attendance each mean something different for the payment plan.
- Save and test the code for recurring arithmetic. Trace the implementation version alongside the input so a changed result can be explained.
- Give a review finding somewhere to go. A challenge that affects a payment assumption can revise the plan, and the user can dismiss one that has no bearing on the decision.
- Look for the recurring manual workaround before building a dedicated harness. Repeated transfers between chats and conflicting instructions across users identify specific work that software can take over.

## Slides

### Building a financial analyst harness

[0:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=12s) [The opening slide credits Francesco Galletta and Felippe Caso.](https://assets.ai.engineer/sites/aiecode2025/sha256/472d5c21d6deaa5b572b50e4d97659334c7bca0d53f84cdf0f8fc41aa0e1b64d.webp)

Stop Talking to Your Spreadsheets; Building a Financial Analyst Harness You Can Trust. Francesco Galletta · Felippe Caso.

### The speakers’ financial-services background

[3:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=206s) [The presenters distinguish their professional experience from their personal experiments.](https://assets.ai.engineer/sites/aiecode2025/sha256/baa581b1b82147a573f31f799334c79c21dc2e3a0edac455916757e44015d2c1.webp)

Data teams in financial services. Monzo Bank, Nubank, and a few more. Now pushing what AI can do there. Applied AI to make our lives easier.

### A personal workshop

[3:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=231s) [The presenters explain who they represent.](https://assets.ai.engineer/sites/aiecode2025/sha256/4df360e9e61431dfb2408da1d3458432dccbeef737eec4748086cbd44b7a6868.webp)

We are not representing Monzo today.

### Why speed is a poor proxy for trust

[5:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=356s) [The slide connects reliable collaboration to decisions involving money.](https://assets.ai.engineer/sites/aiecode2025/sha256/9c0d546e896b17bf952df88974c66c965d7280b9e6a17dfbb117223081839a1a.webp)

The gap is no longer speed. It is how the work meets us. So we can trust agents with the highest stakes we have: money.

### Familiar building blocks

[7:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=432s) [Handwritten notes accompany five familiar engineering techniques.](https://assets.ai.engineer/sites/aiecode2025/sha256/4ff2ef1f780316bda2a04280a43e3d14692cf5e255010dab2ee1b4a5a7bd0781.webp)

None of this is new. Unit tests. Planning with your agent. Evals. Traces and observability. Loops and graphs.

### Five principles for a financial harness

[10:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=604s) [Five colored bands name the parts of the harness and give a one-line purpose for each.](https://assets.ai.engineer/sites/aiecode2025/sha256/2743020862903845cc0372b1c277f2881f33a1f9010d38c4d67114c5f42774f7.webp)

Trust. 5 Verification: A reviewer challenges the plan. 4 Accountability: Ask only where a person must decide. 3 Evidence: Every number can be followed back. 2 Consistency: Numbers come only from tested code. 1 Shared Domain: Agree the plan before any number.

### The example is a wedding budget

[12:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=732s) [A ring illustrates the real planning question behind the workshop.](https://assets.ai.engineer/sites/aiecode2025/sha256/d0e53a350c313718d9113b3be8fe401918766440b08f2bfda1001aed88fc5e09.webp)

My wedding. Figuring out the finances around it, to be exact.

### Inside the workshop repository

[15:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=900s) [Four folders separate the exercise, wedding example, reusable harness and a participant’s plan.](https://assets.ai.engineer/sites/aiecode2025/sha256/fa84c09016abf5120207d8dd97b807b22d7563ab39c7d45ef858d1594e748cf3.webp)

workshop/README.md — today’s guide: start here. examples/wedding/ — today’s example. harness/ — the harness: a core and five layers. my/ — your own plan, for later.

### Define the task together

[20:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1248s) [The first layer works backward from the user’s goal.](https://assets.ai.engineer/sites/aiecode2025/sha256/0d684c4ef5c63277efece521780e98ae70882a96f0c743e338530b9cef19b239.webp)

What is obvious to you is not what the model learned. Start from the goal. Work backwards, together.

### The wedding plan as a decision graph

[30:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1820s) [The actual workshop app shows linked calculations and the accepted plan with seven steps and eight inputs.](https://assets.ai.engineer/sites/aiecode2025/sha256/72f4c0d631ef57f68a456f8ab61b1a68d71499eac65e002b3ee64e81cea365bc.webp)

Financial Advisor Harness. All 6 built. Whole plan. Review. Plan accepted. 7 steps, 8 inputs. Estimate total wedding cost. Work out the three payment… Work out monthly surplus. Project wedding fund balance at…

### Where each input came from

[33:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1988s) [The workshop labels information supplied by the user, a proposal and an open decision.](https://assets.ai.engineer/sites/aiecode2025/sha256/d604abc5b88d01e08d088794c5215d81bcc162a3b31e70435ef0c6ff8e36121b.webp)

Click step 3. Each item says where it came from: your words, proposed. ● is still open. You can tell how the plan is being built, and where decisions are coming from.

### What changes after the first payment?

[35:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2111s) [The slide distinguishes a change to the plan from recomputing its numbers.](https://assets.ai.engineer/sites/aiecode2025/sha256/cd6c880f663edcc42ed542d103b68060b3d7b9bc7fa7cd09a5a19497721be428.webp)

I already made the 1st payment, do we need to change the plan? A new trunk node. Step 2: Stale · rebuild. Only your words change the plan. Its numbers wait for a rebuild.

### Put the arithmetic in code

[43:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2633s) [The presenter assigns tool selection to the model and the calculation to code.](https://assets.ai.engineer/sites/aiecode2025/sha256/069fe5be74ee618c6250903a5a6b29ed74001fd6d509311248f185141c80bab6.webp)

Write the calculation once. Run it the same way every time. The model picks the tool. It never does the arithmetic.

### Six tested calculations

[44:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2693s) [Six boxes list the calculations used in the wedding plan.](https://assets.ai.engineer/sites/aiecode2025/sha256/80d711f242704b2a1209f11e0ea58021a6959525a19472183dd1824d50877c7e.webp)

Total cost. Payment schedule. Monthly surplus. Monthly saving needed. Fund balance forecast. Cost per guest. Each one is code, with tests.

### Inspect and run a node’s tests

[47:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2847s) [The exercise opens the first node’s implementation and its test results.](https://assets.ai.engineer/sites/aiecode2025/sha256/2a40509ff83dc0cf31b231cc4e7d2621a11c1b3e1cb900ede69507c3dd4df9d5.webp)

Click step 1, then Code and tests, then Run tests now. The code, its tests: 4 tests, all passing. Every number comes from code you can read, tested now.

### Keep evidence for each number

[56:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3362s) [The third layer adds a trail back to the calculation.](https://assets.ai.engineer/sites/aiecode2025/sha256/8a47181cdf288677ea9d11f0e8b43de0a8d8ebaa9013ac70ecf6b02afa676641.webp)

3 Evidence. Every number can be followed back. Tested code (and everything else) leaves a trail we can follow.

### When a changed template deserves a closer look

[1:01:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3660s) [The presenters distinguish where receipts matter most.](https://assets.ai.engineer/sites/aiecode2025/sha256/cf5c37d88f9a9aaf1ef0211c07cd9d756131b17e1be6ab272ad0bb643ea589fb.webp)

“I ran the numbers, but the template changed recently.” You would ask for a closer look. Show the receipts for what matters, not everything.

### Trace the 31,000 result

[1:02:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3773s) [The exercise opens the evidence behind an underlined number in the wedding example.](https://assets.ai.engineer/sites/aiecode2025/sha256/53cf75c2bd12a60e9dbac606178446fda54fcaa41c1f283003d83e55a67b4a99.webp)

Click the underlined 31,000. Step 1 opens: your inputs, Came out 31,000, after test run N. Any number leads back to its step, its inputs and its tests.

### Who decides?

[1:06:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4001s) [The fourth layer puts a person in charge of consequential decisions.](https://assets.ai.engineer/sites/aiecode2025/sha256/2da7ea84ca919d0b1766cd447a2012896db29f96959b4dbb99da226a41569f52.webp)

4 Accountability. Ask only where a person must decide. The evidence is what you decide with.

### When the harness should ask

[1:13:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4428s) [Three rules separate conflicting interpretations, labeled assumptions and plain calculations.](https://assets.ai.engineer/sites/aiecode2025/sha256/a606b7286b412e21f0e931624a22d34b9d90bc004594bd0364c77ba7bb329e6d.webp)

Few gates. High signal. Two plausible readings that conflict: stop and ask. An assumption: run it, and mark it. Arithmetic: never ask.

### The app records changes to a payment date

[1:14:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4490s) [The app’s decision graph sits next to a note about a payment and the balance forecast.](https://assets.ai.engineer/sites/aiecode2025/sha256/ce1d92c05d776b1199aadc8ff4161317a773c30de232145eb6af81c9f45c2404.webp)

Financial Advisor Harness. Plan accepted. 7 steps, 8 inputs. 20k lands on the same day as payment 3. Project wedding fund balance at each payment date (running balance, cash flow forecast style).

### A side question need not change the plan

[1:18:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4728s) [A branch answers what a sinking fund is without changing the agreed plan.](https://assets.ai.engineer/sites/aiecode2025/sha256/ab37843ee43e1d8024f4a75140ed756001c4e978ac73fa6e8175f44ae978b65e.webp)

Click step 5, then New branch. Type: What is a sinking fund? An answer. Close branch: it dims, no change. Nothing to decide, so nothing is asked and nothing changes.

### Have a reviewer challenge the plan

[1:20:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4831s) [The fifth layer asks a reviewer to raise challenges for the user to accept or dismiss.](https://assets.ai.engineer/sites/aiecode2025/sha256/e217e5882b0f5aa7206f61831d4dd66b79dcf47a76dd43edcfd3e0f649d6474d.webp)

5 Verification. A reviewer challenges the plan. Each challenge is yours to use or dismiss.

### What expert review contributes

[1:23:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4980s) [The workshop describes how an experienced reviewer prioritizes checks.](https://assets.ai.engineer/sites/aiecode2025/sha256/83c745d236622c63b311bc12e2a599206df2c3516f90461df6497e31f11841d6.webp)

Experts do not check every cell. They know where it usually goes wrong. And roughly what the answer should look like.

### Reviewer questions alongside the working plan

[1:30:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5431s) [The live review pane questions savings and guest counts while tracking a suggestion used on step three.](https://assets.ai.engineer/sites/aiecode2025/sha256/af917be04c4e57c649c59f553b8f9fe342f46c4e02df7479823cdf9b2e48f481.webp)

Other wedding costs from the same savings? Does the 5k count toward the total? Surplus rests on a 5k figure from memory. Reviewer’s suggestion used on step 3.

### Dismiss a reviewer’s suggestion

[1:32:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5541s) [Dismissing a challenge preserves the agreed plan.](https://assets.ai.engineer/sites/aiecode2025/sha256/39ae9ea208b4ab76c56197962df47d57fb645f05256ba731aeb44a540dc67810.webp)

Open another. Click Dismiss. It dims: dismissed. The plan stays as it was. Each challenge is yours to use or dismiss.

### Show how the numbers ran

[1:48:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6508s) [The closing slide links the workshop’s design to the detailed assumptions of finance.](https://assets.ai.engineer/sites/aiecode2025/sha256/e3a30ae80895646be07fd810101e3a80c68b8fddc861786bdf07088b7d53f81b.webp)

Show how the numbers ran. Nothing generic. Finance is an ocean of nuance. ask any accountant. Design to increase trust. Never assume it.

### The final point

[1:48:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6538s) [The presenters close by returning to the original question of trust.](https://assets.ai.engineer/sites/aiecode2025/sha256/cce571db4659c03226f6d35e08fbb7b6a1de78123b2a3c7f14e74c23f691eb32.webp)

Better models still have to earn trust.

## Full transcript

[0:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=0s) Morning. [music]

[0:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=14s) Thanks everyone for being for being here

[0:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=16s) Thanks everyone for being for being here

[0:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=16s) Thanks everyone for being for being here and welcome to AIE. I guess first first

[0:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=19s) and welcome to AIE. I guess first first

[0:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=19s) and welcome to AIE. I guess first first session for everyone and for us as well.

[0:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=22s) session for everyone and for us as well.

[0:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=22s) session for everyone and for us as well. So h we wanted to introduce ourselves

[0:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=25s) So h we wanted to introduce ourselves

[0:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=25s) So h we wanted to introduce ourselves and tell you about what we're going to

[0:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=27s) and tell you about what we're going to

[0:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=27s) and tell you about what we're going to discuss. We think we need to stop

[0:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=29s) discuss. We think we need to stop

[0:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=29s) discuss. We think we need to stop talking with spreadsheets. So, this is

[0:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=32s) talking with spreadsheets. So, this is

[0:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=32s) talking with spreadsheets. So, this is all going to be about building a

[0:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=34s) all going to be about building a

[0:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=34s) all going to be about building a financial analyst harness that you can

[0:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=36s) financial analyst harness that you can

[0:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=36s) financial analyst harness that you can actually trust.

[0:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=37s) actually trust.

[0:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=37s) actually trust. We are Franchesco Filipe. A little bit

[0:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=39s) We are Franchesco Filipe. A little bit

[0:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=39s) We are Franchesco Filipe. A little bit of a quick introduction about me. I'm

[0:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=42s) of a quick introduction about me. I'm

[0:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=42s) of a quick introduction about me. I'm originally from Venezuela. I lived in

[0:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=44s) originally from Venezuela. I lived in

[0:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=44s) originally from Venezuela. I lived in the UK for about seven years and

[0:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=46s) the UK for about seven years and

[0:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=46s) the UK for about seven years and recently moved to Madrid. H I work at

[0:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=49s) recently moved to Madrid. H I work at

[0:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=49s) recently moved to Madrid. H I work at data and I work at a bank as well with

[0:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=52s) data and I work at a bank as well with

[0:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=52s) data and I work at a bank as well with Felipe. Erh. I like just finding the

[0:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=55s) Felipe. Erh. I like just finding the

[0:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=55s) Felipe. Erh. I like just finding the best eeries in any city that I visit. So

[0:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=57s) best eeries in any city that I visit. So

[0:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=57s) best eeries in any city that I visit. So if you have any recommendations for New

[0:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=59s) if you have any recommendations for New

[0:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=59s) if you have any recommendations for New York, I'm more than happy to take them

[1:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=61s) York, I'm more than happy to take them

[1:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=61s) York, I'm more than happy to take them and just travel around. And the reason

[1:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=63s) and just travel around. And the reason

[1:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=63s) and just travel around. And the reason my hobbies sound so vanilla is because I

[1:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=66s) my hobbies sound so vanilla is because I

[1:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=66s) my hobbies sound so vanilla is because I just spend most of my time building

[1:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=67s) just spend most of my time building

[1:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=68s) just spend most of my time building stuff and nerding out at the expense of

[1:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=70s) stuff and nerding out at the expense of

[1:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=70s) stuff and nerding out at the expense of my personal time. So that's how you end

[1:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=73s) my personal time. So that's how you end

[1:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=73s) my personal time. So that's how you end up with a list like that. Uh and then

[1:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=76s) up with a list like that. Uh and then

[1:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=76s) up with a list like that. Uh and then nice. All right. Um happy to meet

[1:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=78s) nice. All right. Um happy to meet

[1:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=78s) nice. All right. Um happy to meet everyone. Um also quick intro. I'm

[1:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=80s) everyone. Um also quick intro. I'm

[1:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=80s) everyone. Um also quick intro. I'm Philipe. I'm originally Brazilian. Um, I

[1:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=83s) Philipe. I'm originally Brazilian. Um, I

[1:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=83s) Philipe. I'm originally Brazilian. Um, I also moved to the UK. It's been a year

[1:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=85s) also moved to the UK. It's been a year

[1:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=85s) also moved to the UK. It's been a year and a half now. So, it's been a fun

[1:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=88s) and a half now. So, it's been a fun

[1:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=88s) and a half now. So, it's been a fun journey. Um, life turned pretty much

[1:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=89s) journey. Um, life turned pretty much

[1:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=89s) journey. Um, life turned pretty much upside down. But, yeah, it's good to be

[1:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=92s) upside down. But, yeah, it's good to be

[1:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=92s) upside down. But, yeah, it's good to be it's good to be there. Um, I like to

[1:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=94s) it's good to be there. Um, I like to

[1:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=94s) it's good to be there. Um, I like to tell a story that before going to to

[1:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=97s) tell a story that before going to to

[1:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=97s) tell a story that before going to to decide whether I wanted to do it in

[1:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=98s) decide whether I wanted to do it in

[1:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=98s) decide whether I wanted to do it in university, I used to play piano for

[1:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=100s) university, I used to play piano for

[1:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=100s) university, I used to play piano for like literally seven hours a day. Um,

[1:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=102s) like literally seven hours a day. Um,

[1:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=102s) like literally seven hours a day. Um, and the natural decision there was to

[1:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=104s) and the natural decision there was to

[1:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=104s) and the natural decision there was to then study electrical engineering

[1:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=105s) then study electrical engineering

[1:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=106s) then study electrical engineering because who wouldn't, right? Um, I ended

[1:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=109s) because who wouldn't, right? Um, I ended

[1:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=109s) because who wouldn't, right? Um, I ended up at some point landing in in data

[1:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=112s) up at some point landing in in data

[1:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=112s) up at some point landing in in data because someone showed me something that

[1:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=113s) because someone showed me something that

[1:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=113s) because someone showed me something that at the time called uh Google Data

[1:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=115s) at the time called uh Google Data

[1:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=115s) at the time called uh Google Data Studio. Now it's Looker Studio, but now

[1:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=116s) Studio. Now it's Looker Studio, but now

[1:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=116s) Studio. Now it's Looker Studio, but now they went back. I don't I don't even

[1:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=118s) they went back. I don't I don't even

[1:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=118s) they went back. I don't I don't even know what's going on. Um, and then my

[2:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=120s) know what's going on. Um, and then my

[2:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=120s) know what's going on. Um, and then my first dashboard looked like a papyrus of

[2:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=122s) first dashboard looked like a papyrus of

[2:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=122s) first dashboard looked like a papyrus of how vertical it was. You had to scroll

[2:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=124s) how vertical it was. You had to scroll

[2:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=124s) how vertical it was. You had to scroll scroll scroll scroll scroll down to see

[2:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=125s) scroll scroll scroll scroll down to see

[2:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=125s) scroll scroll scroll scroll down to see something. Um, but yeah, the the rest is

[2:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=128s) something. Um, but yeah, the the rest is

[2:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=128s) something. Um, but yeah, the the rest is history. So I worked at a lot of um

[2:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=130s) history. So I worked at a lot of um

[2:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=130s) history. So I worked at a lot of um startups and small teams and scaleups.

[2:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=133s) startups and small teams and scaleups.

[2:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=133s) startups and small teams and scaleups. Um and then eventually went to a big

[2:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=135s) Um and then eventually went to a big

[2:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=135s) Um and then eventually went to a big company at New Bank. Maybe some of you

[2:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=137s) company at New Bank. Maybe some of you

[2:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=138s) company at New Bank. Maybe some of you do know um and then before going back to

[2:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=140s) do know um and then before going back to

[2:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=140s) do know um and then before going back to to Monzo which is I would say a middle

[2:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=143s) to Monzo which is I would say a middle

[2:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=143s) to Monzo which is I would say a middle turn between a scale up and a big

[2:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=145s) turn between a scale up and a big

[2:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=145s) turn between a scale up and a big enterprise company but it's growing uh

[2:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=146s) enterprise company but it's growing uh

[2:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=146s) enterprise company but it's growing uh so fast for now. Um and yeah most of my

[2:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=149s) so fast for now. Um and yeah most of my

[2:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=149s) so fast for now. Um and yeah most of my time currently has been working at Monzo

[2:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=152s) time currently has been working at Monzo

[2:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=152s) time currently has been working at Monzo with building internal AIdriven

[2:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=154s) with building internal AIdriven

[2:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=154s) with building internal AIdriven solutions for internal productivity

[2:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=156s) solutions for internal productivity

[2:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=156s) solutions for internal productivity primarily for the data team. So, we

[2:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=159s) primarily for the data team. So, we

[2:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=159s) primarily for the data team. So, we basically want to get our data team

[2:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=160s) basically want to get our data team

[2:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=160s) basically want to get our data team better by um building with AI. Um and

[2:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=163s) better by um building with AI. Um and

[2:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=163s) better by um building with AI. Um and yeah, when I'm not talking to robots and

[2:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=165s) yeah, when I'm not talking to robots and

[2:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=165s) yeah, when I'm not talking to robots and agents, uh you can probably find me

[2:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=167s) agents, uh you can probably find me

[2:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=167s) agents, uh you can probably find me climbing somewhere um either in nature

[2:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=169s) climbing somewhere um either in nature

[2:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=169s) climbing somewhere um either in nature or in a gym. Um and some starting like

[2:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=175s) or in a gym. Um and some starting like

[2:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=175s) or in a gym. Um and some starting like points of why are we bringing this for

[2:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=177s) points of why are we bringing this for

[2:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=177s) points of why are we bringing this for you today? I think um both Franchesco

[3:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=180s) you today? I think um both Franchesco

[3:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=180s) you today? I think um both Franchesco and I worked in data teams in financial

[3:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=182s) and I worked in data teams in financial

[3:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=182s) and I worked in data teams in financial services. So again, Monzo, New Bank and

[3:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=183s) services. So again, Monzo, New Bank and

[3:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=184s) services. So again, Monzo, New Bank and a few other companies in the in the

[3:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=185s) a few other companies in the in the

[3:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=185s) a few other companies in the in the sector. Um, we're now pushing what AI

[3:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=188s) sector. Um, we're now pushing what AI

[3:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=188s) sector. Um, we're now pushing what AI can do there. Our team at Monzo has been

[3:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=190s) can do there. Our team at Monzo has been

[3:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=190s) can do there. Our team at Monzo has been um, working a lot with with adopting AI

[3:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=193s) um, working a lot with with adopting AI

[3:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=193s) um, working a lot with with adopting AI from an impact perspective. We don't

[3:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=195s) from an impact perspective. We don't

[3:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=196s) from an impact perspective. We don't want to be like token maxing. We don't

[3:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=197s) want to be like token maxing. We don't

[3:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=197s) want to be like token maxing. We don't want to be spending a lot of money if

[3:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=199s) want to be spending a lot of money if

[3:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=199s) want to be spending a lot of money if that doesn't bring us like concrete

[3:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=201s) that doesn't bring us like concrete

[3:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=201s) that doesn't bring us like concrete business value. Um, so the adoption is

[3:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=203s) business value. Um, so the adoption is

[3:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=203s) business value. Um, so the adoption is very very deliberate and we've been

[3:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=205s) very very deliberate and we've been

[3:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=205s) very very deliberate and we've been seeing very good results on that. And on

[3:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=208s) seeing very good results on that. And on

[3:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=208s) seeing very good results on that. And on the flip side, this is something also

[3:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=210s) the flip side, this is something also

[3:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=210s) the flip side, this is something also something we've been we've been doing,

[3:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=211s) something we've been we've been doing,

[3:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=211s) something we've been we've been doing, Franchesco particularly is applying AI

[3:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=213s) Franchesco particularly is applying AI

[3:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=213s) Franchesco particularly is applying AI to make our lives easier. Um and again

[3:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=216s) to make our lives easier. Um and again

[3:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=216s) to make our lives easier. Um and again not through the approach of I'm going to

[3:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=218s) not through the approach of I'm going to

[3:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=218s) not through the approach of I'm going to set up an open client instance nothing

[3:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=220s) set up an open client instance nothing

[3:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=220s) set up an open client instance nothing against it um and just give it

[3:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=222s) against it um and just give it

[3:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=222s) against it um and just give it connections to everything but actually

[3:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=224s) connections to everything but actually

[3:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=224s) connections to everything but actually what are the things that I care about in

[3:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=227s) what are the things that I care about in

[3:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=227s) what are the things that I care about in my life that I can um get the help of AI

[3:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=230s) my life that I can um get the help of AI

[3:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=230s) my life that I can um get the help of AI to to u make easier. So this is why we

[3:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=234s) to to u make easier. So this is why we

[3:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=234s) to to u make easier. So this is why we say we're not representing Monzo um in

[3:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=237s) say we're not representing Monzo um in

[3:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=237s) say we're not representing Monzo um in this example because we're going to use

[3:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=238s) this example because we're going to use

[3:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=238s) this example because we're going to use the knowledge we bring from Monzo but uh

[4:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=241s) the knowledge we bring from Monzo but uh

[4:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=241s) the knowledge we bring from Monzo but uh build with you an example where we can

[4:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=243s) build with you an example where we can

[4:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=244s) build with you an example where we can um actually see that in practice without

[4:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=245s) um actually see that in practice without

[4:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=245s) um actually see that in practice without having to discuss a lot of domain

[4:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=247s) having to discuss a lot of domain

[4:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=247s) having to discuss a lot of domain knowledge. Um but if you are curious

[4:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=250s) knowledge. Um but if you are curious

[4:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=250s) knowledge. Um but if you are curious about the things we are building at

[4:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=251s) about the things we are building at

[4:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=251s) about the things we are building at Monzo we have a breakout session

[4:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=253s) Monzo we have a breakout session

[4:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=253s) Monzo we have a breakout session tomorrow um where we're going to talk

[4:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=255s) tomorrow um where we're going to talk

[4:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=255s) tomorrow um where we're going to talk about agent chip which is our inhouse

[4:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=257s) about agent chip which is our inhouse

[4:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=257s) about agent chip which is our inhouse remote agent capability. Um so with that

[4:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=261s) remote agent capability. Um so with that

[4:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=261s) remote agent capability. Um so with that Franchesco back to you.

[4:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=262s) Franchesco back to you.

[4:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=262s) Franchesco back to you. Cool. So, as a reminder, today the goal

[4:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=265s) Cool. So, as a reminder, today the goal

[4:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=265s) Cool. So, as a reminder, today the goal is trust

[4:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=269s) is trust

[4:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=269s) is trust and it may seem a little bit

[4:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=270s) and it may seem a little bit

[4:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=270s) and it may seem a little bit counterintuitive because it feels very

[4:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=272s) counterintuitive because it feels very

[4:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=272s) counterintuitive because it feels very wishy-washy and this is a workshop and

[4:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=273s) wishy-washy and this is a workshop and

[4:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=273s) wishy-washy and this is a workshop and you're supposed to be coding really hard

[4:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=275s) you're supposed to be coding really hard

[4:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=275s) you're supposed to be coding really hard for two hours. H but you're going to see

[4:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=277s) for two hours. H but you're going to see

[4:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=277s) for two hours. H but you're going to see we're going to give it a little bit of a

[4:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=279s) we're going to give it a little bit of a

[4:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=279s) we're going to give it a little bit of a spin. Uh because I think we're past the

[4:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=282s) spin. Uh because I think we're past the

[4:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=282s) spin. Uh because I think we're past the point of having to spend hours like

[4:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=283s) point of having to spend hours like

[4:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=284s) point of having to spend hours like grinding through your keyboard uh to get

[4:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=286s) grinding through your keyboard uh to get

[4:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=286s) grinding through your keyboard uh to get something that you can trust. So, let's

[4:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=289s) something that you can trust. So, let's

[4:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=289s) something that you can trust. So, let's start with the domain. Finance is

[4:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=291s) start with the domain. Finance is

[4:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=291s) start with the domain. Finance is tailored.

[4:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=293s) tailored.

[4:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=293s) tailored. You have your numbers. You have your

[4:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=295s) You have your numbers. You have your

[4:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=295s) You have your numbers. You have your strategy.

[4:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=297s) strategy.

[4:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=297s) strategy. Sometimes you don't really have a

[4:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=299s) Sometimes you don't really have a

[4:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=299s) Sometimes you don't really have a strategy. And there is the knowledge

[5:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=301s) strategy. And there is the knowledge

[5:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=301s) strategy. And there is the knowledge that you have on finance, on your

[5:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=303s) that you have on finance, on your

[5:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=303s) that you have on finance, on your personal situation and so on or

[5:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=305s) personal situation and so on or

[5:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=305s) personal situation and so on or generally misconceptions. H when we talk

[5:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=308s) generally misconceptions. H when we talk

[5:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=308s) generally misconceptions. H when we talk about a financial analyst, there is a

[5:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=310s) about a financial analyst, there is a

[5:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=310s) about a financial analyst, there is a very specific job description. We are

[5:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=313s) very specific job description. We are

[5:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=313s) very specific job description. We are being a little bit generous with that

[5:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=314s) being a little bit generous with that

[5:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=314s) being a little bit generous with that job description. So it's going all the

[5:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=316s) job description. So it's going all the

[5:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=316s) job description. So it's going all the way from doing research for investments,

[5:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=319s) way from doing research for investments,

[5:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=319s) way from doing research for investments, investment firms, banks and so on all

[5:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=321s) investment firms, banks and so on all

[5:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=321s) investment firms, banks and so on all the way to like personal use cases as

[5:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=324s) the way to like personal use cases as

[5:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=324s) the way to like personal use cases as well. But finance is finance, right? So

[5:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=327s) well. But finance is finance, right? So

[5:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=327s) well. But finance is finance, right? So right now the gap on producing

[5:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=331s) right now the gap on producing

[5:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=331s) right now the gap on producing something, getting hold of your

[5:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=332s) something, getting hold of your

[5:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=332s) something, getting hold of your finances, doing an analysis is not

[5:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=334s) finances, doing an analysis is not

[5:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=334s) finances, doing an analysis is not really speed. H I'm pretty sure some of

[5:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=337s) really speed. H I'm pretty sure some of

[5:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=337s) really speed. H I'm pretty sure some of you may have some background tasks

[5:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=339s) you may have some background tasks

[5:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=339s) you may have some background tasks running with like claude or chpt getting

[5:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=342s) running with like claude or chpt getting

[5:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=342s) running with like claude or chpt getting some stuff done. So that's not the

[5:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=344s) some stuff done. So that's not the

[5:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=344s) some stuff done. So that's not the bottleneck. H we believe that

[5:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=348s) bottleneck. H we believe that

[5:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=348s) bottleneck. H we believe that based on the experience we had over the

[5:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=350s) based on the experience we had over the

[5:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=350s) based on the experience we had over the last few months, the bottleneck now is

[5:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=353s) last few months, the bottleneck now is

[5:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=353s) last few months, the bottleneck now is how it connects with us. Um

[5:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=357s) how it connects with us. Um

[5:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=357s) how it connects with us. Um so trust is the thing we cannot take for

[6:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=361s) so trust is the thing we cannot take for

[6:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=361s) so trust is the thing we cannot take for granted and transparently because we're

[6:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=363s) granted and transparently because we're

[6:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=363s) granted and transparently because we're talking about money specifically. Erh

[6:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=366s) talking about money specifically. Erh

[6:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=366s) talking about money specifically. Erh this is one of the highest stakes

[6:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=368s) this is one of the highest stakes

[6:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=368s) this is one of the highest stakes topics. uh we need to invest in making

[6:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=371s) topics. uh we need to invest in making

[6:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=371s) topics. uh we need to invest in making sure that there is trust built into the

[6:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=372s) sure that there is trust built into the

[6:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=372s) sure that there is trust built into the system and transparently if money is not

[6:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=377s) system and transparently if money is not

[6:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=377s) system and transparently if money is not high stakes enough for you and you can

[6:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=379s) high stakes enough for you and you can

[6:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=379s) high stakes enough for you and you can like oneshot your money problems your

[6:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=381s) like oneshot your money problems your

[6:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=381s) like oneshot your money problems your budgeting your financing everything else

[6:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=383s) budgeting your financing everything else

[6:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=383s) budgeting your financing everything else h find me after the workshop I will buy

[6:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=386s) h find me after the workshop I will buy

[6:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=386s) h find me after the workshop I will buy you in into some investment ideas so

[6:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=389s) you in into some investment ideas so

[6:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=389s) you in into some investment ideas so yeah let's chat later please

[6:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=393s) yeah let's chat later please

[6:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=393s) yeah let's chat later please um so where everything starts is from

[6:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=395s) um so where everything starts is from

[6:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=396s) um so where everything starts is from the goal which is earning the trust So

[6:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=399s) the goal which is earning the trust So

[6:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=399s) the goal which is earning the trust So then you can truly delegate the boring

[6:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=401s) then you can truly delegate the boring

[6:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=401s) then you can truly delegate the boring work to multiple agents, your swarms,

[6:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=404s) work to multiple agents, your swarms,

[6:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=404s) work to multiple agents, your swarms, your factories, whatever. But how you do

[6:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=406s) your factories, whatever. But how you do

[6:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=406s) your factories, whatever. But how you do trust the results that you're getting.

[6:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=409s) trust the results that you're getting.

[6:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=409s) trust the results that you're getting. Erh, I'm going to namerop a few things

[6:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=413s) Erh, I'm going to namerop a few things

[6:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=413s) Erh, I'm going to namerop a few things because honestly none of them are new.

[6:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=416s) because honestly none of them are new.

[6:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=416s) because honestly none of them are new. You're probably already grinding

[6:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=417s) You're probably already grinding

[6:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=417s) You're probably already grinding thinking, well, you buy trust by h

[7:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=421s) thinking, well, you buy trust by h

[7:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=421s) thinking, well, you buy trust by h setting up traces or doing loops or any

[7:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=424s) setting up traces or doing loops or any

[7:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=424s) setting up traces or doing loops or any of the other keywords we have. So unit

[7:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=426s) of the other keywords we have. So unit

[7:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=426s) of the other keywords we have. So unit testing that gets old planning with your

[7:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=429s) testing that gets old planning with your

[7:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=429s) testing that gets old planning with your agent we know that that's good. Uh doing

[7:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=431s) agent we know that that's good. Uh doing

[7:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=431s) agent we know that that's good. Uh doing evals for sure traces and observability

[7:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=435s) evals for sure traces and observability

[7:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=435s) evals for sure traces and observability loops and graphs like I can keep naming

[7:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=437s) loops and graphs like I can keep naming

[7:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=437s) loops and graphs like I can keep naming components of how you think you can

[7:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=440s) components of how you think you can

[7:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=440s) components of how you think you can start building trust but they are

[7:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=443s) start building trust but they are

[7:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=443s) start building trust but they are basically components. H what we want to

[7:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=446s) basically components. H what we want to

[7:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=446s) basically components. H what we want to discuss today is actually the design

[7:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=448s) discuss today is actually the design

[7:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=448s) discuss today is actually the design principles on how to achieve that trust.

[7:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=451s) principles on how to achieve that trust.

[7:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=451s) principles on how to achieve that trust. So building a hardness that actually

[7:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=453s) So building a hardness that actually

[7:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=453s) So building a hardness that actually works for money matters

[7:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=456s) works for money matters

[7:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=456s) works for money matters requires an in immense amount of trust.

[7:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=460s) requires an in immense amount of trust.

[7:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=460s) requires an in immense amount of trust. So we're not going to be discussing

[7:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=462s) So we're not going to be discussing

[7:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=462s) So we're not going to be discussing specific technologies. We're not going

[7:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=463s) specific technologies. We're not going

[7:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=463s) specific technologies. We're not going to read you the readme of a particular

[7:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=466s) to read you the readme of a particular

[7:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=466s) to read you the readme of a particular product. H and we will assume you know

[7:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=468s) product. H and we will assume you know

[7:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=468s) product. H and we will assume you know some of the concepts that have been

[7:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=470s) some of the concepts that have been

[7:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=470s) some of the concepts that have been listed so far. Um and mainly this is

[7:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=474s) listed so far. Um and mainly this is

[7:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=474s) listed so far. Um and mainly this is going to be a slightly different

[7:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=475s) going to be a slightly different

[7:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=476s) going to be a slightly different workshop because we want you to feel how

[7:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=479s) workshop because we want you to feel how

[7:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=479s) workshop because we want you to feel how the principles work in reality.

[8:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=482s) the principles work in reality.

[8:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=482s) the principles work in reality. So we have built a hardness today

[8:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=486s) So we have built a hardness today

[8:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=486s) So we have built a hardness today around a very simple example and we want

[8:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=488s) around a very simple example and we want

[8:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=488s) around a very simple example and we want you to try it out but don't focus on oh

[8:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=492s) you to try it out but don't focus on oh

[8:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=492s) you to try it out but don't focus on oh if I type this then I get the response

[8:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=494s) if I type this then I get the response

[8:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=494s) if I type this then I get the response so much quicker and the UI is so slick.

[8:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=496s) so much quicker and the UI is so slick.

[8:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=496s) so much quicker and the UI is so slick. it spoiler it won't be h but more

[8:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=499s) it spoiler it won't be h but more

[8:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=499s) it spoiler it won't be h but more importantly we want you to feel how it

[8:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=502s) importantly we want you to feel how it

[8:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=502s) importantly we want you to feel how it may feel like having trust in an agent

[8:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=505s) may feel like having trust in an agent

[8:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=505s) may feel like having trust in an agent that has been built with a very specific

[8:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=507s) that has been built with a very specific

[8:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=507s) that has been built with a very specific hardness uh so again this is just one

[8:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=510s) hardness uh so again this is just one

[8:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=510s) hardness uh so again this is just one very simple implementation an example h

[8:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=513s) very simple implementation an example h

[8:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=513s) very simple implementation an example h you can roast me later if you think this

[8:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=515s) you can roast me later if you think this

[8:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=515s) you can roast me later if you think this is too top level but we can discuss that

[8:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=517s) is too top level but we can discuss that

[8:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=518s) is too top level but we can discuss that later so trust and I'm probably going to

[8:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=522s) later so trust and I'm probably going to

[8:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=522s) later so trust and I'm probably going to run out of times I can say trust without

[8:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=524s) run out of times I can say trust without

[8:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=524s) run out of times I can say trust without going insane but we think you need to

[8:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=526s) going insane but we think you need to

[8:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=526s) going insane but we think you need to build it from the ground up, right? So

[8:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=528s) build it from the ground up, right? So

[8:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=528s) build it from the ground up, right? So you have a shared domain, the whole

[8:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=530s) you have a shared domain, the whole

[8:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=530s) you have a shared domain, the whole thing about a plan, making sure that you

[8:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=533s) thing about a plan, making sure that you

[8:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=533s) thing about a plan, making sure that you and the model are talking in the same

[8:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=536s) and the model are talking in the same

[8:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=536s) and the model are talking in the same terms. And it sounds more trivial than

[8:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=538s) terms. And it sounds more trivial than

[8:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=538s) terms. And it sounds more trivial than it actually is. Then consistency, and

[9:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=542s) it actually is. Then consistency, and

[9:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=542s) it actually is. Then consistency, and pretty sure everyone in the room will be

[9:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=543s) pretty sure everyone in the room will be

[9:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=543s) pretty sure everyone in the room will be on the same page, but it's making sure

[9:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=545s) on the same page, but it's making sure

[9:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=545s) on the same page, but it's making sure that the numbers come from a correct

[9:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=548s) that the numbers come from a correct

[9:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=548s) that the numbers come from a correct place. So rather than a language model

[9:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=551s) place. So rather than a language model

[9:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=551s) place. So rather than a language model trying to process a lot of arithmetic,

[9:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=553s) trying to process a lot of arithmetic,

[9:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=553s) trying to process a lot of arithmetic, it will do some tool calling. It will

[9:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=556s) it will do some tool calling. It will

[9:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=556s) it will do some tool calling. It will write us some scripts. It will try to

[9:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=557s) write us some scripts. It will try to

[9:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=557s) write us some scripts. It will try to come up with a way that the results are

[9:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=560s) come up with a way that the results are

[9:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=560s) come up with a way that the results are consistent. We also want evidence where

[9:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=564s) consistent. We also want evidence where

[9:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=564s) consistent. We also want evidence where basically show the receipts, right? You

[9:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=567s) basically show the receipts, right? You

[9:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=567s) basically show the receipts, right? You can follow back and trace back the

[9:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=569s) can follow back and trace back the

[9:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=569s) can follow back and trace back the decisions and what led to them.

[9:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=572s) decisions and what led to them.

[9:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=572s) decisions and what led to them. Accountability is probably a very spicy

[9:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=575s) Accountability is probably a very spicy

[9:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=575s) Accountability is probably a very spicy one and maybe the mo most abstract of

[9:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=579s) one and maybe the mo most abstract of

[9:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=579s) one and maybe the mo most abstract of them, but ultimately even if you're

[9:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=582s) them, but ultimately even if you're

[9:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=582s) them, but ultimately even if you're running a 100 agents, the results of

[9:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=584s) running a 100 agents, the results of

[9:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=584s) running a 100 agents, the results of what they do, you're still accountable

[9:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=587s) what they do, you're still accountable

[9:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=587s) what they do, you're still accountable for them. So that's something we take

[9:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=589s) for them. So that's something we take

[9:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=589s) for them. So that's something we take very seriously at work. And we think

[9:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=591s) very seriously at work. And we think

[9:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=591s) very seriously at work. And we think it's a mindset shift that when people

[9:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=595s) it's a mindset shift that when people

[9:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=595s) it's a mindset shift that when people make it, they start building systems

[9:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=597s) make it, they start building systems

[9:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=597s) make it, they start building systems that evolve with them and not black

[10:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=600s) that evolve with them and not black

[10:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=600s) that evolve with them and not black boxes that they just throw problems at

[10:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=602s) boxes that they just throw problems at

[10:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=602s) boxes that they just throw problems at hoping that something sticks.

[10:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=605s) hoping that something sticks.

[10:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=605s) hoping that something sticks. And finally, verification. So we want to

[10:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=608s) And finally, verification. So we want to

[10:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=608s) And finally, verification. So we want to make sure that there is a separate point

[10:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=610s) make sure that there is a separate point

[10:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=610s) make sure that there is a separate point of view, another perspective. Erh, I

[10:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=614s) of view, another perspective. Erh, I

[10:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=614s) of view, another perspective. Erh, I would say I'm guilty of thinking I have

[10:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=616s) would say I'm guilty of thinking I have

[10:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=616s) would say I'm guilty of thinking I have the best idea in the world probably like

[10:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=618s) the best idea in the world probably like

[10:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=618s) the best idea in the world probably like three times a year and then only to have

[10:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=620s) three times a year and then only to have

[10:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=620s) three times a year and then only to have Filipe tell me please don't implement

[10:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=623s) Filipe tell me please don't implement

[10:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=623s) Filipe tell me please don't implement that please please please and I I Oops

[10:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=626s) that please please please and I I Oops

[10:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=626s) that please please please and I I Oops one second and I would just compliment

[10:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=629s) one second and I would just compliment

[10:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=629s) one second and I would just compliment on on this bit that I think two things

[10:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=631s) on on this bit that I think two things

[10:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=631s) on on this bit that I think two things the first one is we have a very generous

[10:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=633s) the first one is we have a very generous

[10:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=633s) the first one is we have a very generous window here to to work together so um it

[10:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=636s) window here to to work together so um it

[10:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=636s) window here to to work together so um it will be very nice to learn from your

[10:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=638s) will be very nice to learn from your

[10:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=638s) will be very nice to learn from your folks's experience as well as we build

[10:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=640s) folks's experience as well as we build

[10:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=640s) folks's experience as well as we build through this principles so if this

[10:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=643s) through this principles so if this

[10:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=643s) through this principles so if this resonates with any work you've done or

[10:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=645s) resonates with any work you've done or

[10:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=645s) resonates with any work you've done or any particularly any challenges you've

[10:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=647s) any particularly any challenges you've

[10:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=647s) any particularly any challenges you've faced um when working with agents feel

[10:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=649s) faced um when working with agents feel

[10:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=649s) faced um when working with agents feel absolutely free to to raise that and

[10:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=651s) absolutely free to to raise that and

[10:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=651s) absolutely free to to raise that and then we can we can build it uh together

[10:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=654s) then we can we can build it uh together

[10:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=654s) then we can we can build it uh together um and just ding uh doubling down on

[10:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=657s) um and just ding uh doubling down on

[10:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=657s) um and just ding uh doubling down on something that Franchesco said this

[10:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=658s) something that Franchesco said this

[10:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=658s) something that Franchesco said this we're not saying this is the model you

[11:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=661s) we're not saying this is the model you

[11:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=661s) we're not saying this is the model you won't say us going to to the big stage

[11:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=663s) won't say us going to to the big stage

[11:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=663s) won't say us going to to the big stage and saying forget everything you know

[11:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=665s) and saying forget everything you know

[11:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=666s) and saying forget everything you know this is how to do it this is a model a

[11:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=669s) this is how to do it this is a model a

[11:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=669s) this is how to do it this is a model a way to approach it uh that has been

[11:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=671s) way to approach it uh that has been

[11:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=671s) way to approach it uh that has been working for us in a number of use cases.

[11:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=673s) working for us in a number of use cases.

[11:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=673s) working for us in a number of use cases. I'll share a few examples at Monzo later

[11:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=675s) I'll share a few examples at Monzo later

[11:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=675s) I'll share a few examples at Monzo later and Francisco has a few other examples

[11:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=677s) and Francisco has a few other examples

[11:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=677s) and Francisco has a few other examples as well. Um but yeah, again there's not

[11:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=680s) as well. Um but yeah, again there's not

[11:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=680s) as well. Um but yeah, again there's not a single silver bullet to to solve every

[11:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=683s) a single silver bullet to to solve every

[11:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=683s) a single silver bullet to to solve every single problem we face. And also fe feel

[11:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=686s) single problem we face. And also fe feel

[11:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=686s) single problem we face. And also fe feel free to challenge us if you think

[11:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=688s) free to challenge us if you think

[11:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=688s) free to challenge us if you think actually trust overrated. Just throw a

[11:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=691s) actually trust overrated. Just throw a

[11:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=692s) actually trust overrated. Just throw a 100 agents at a problem eventually will

[11:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=694s) 100 agents at a problem eventually will

[11:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=694s) 100 agents at a problem eventually will get solved. happy to hear the success

[11:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=696s) get solved. happy to hear the success

[11:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=696s) get solved. happy to hear the success stories but from repetition from

[11:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=699s) stories but from repetition from

[11:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=699s) stories but from repetition from experience and a lot of different use

[11:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=700s) experience and a lot of different use

[11:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=700s) experience and a lot of different use cases at work and outside we do think

[11:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=703s) cases at work and outside we do think

[11:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=703s) cases at work and outside we do think you need to build a system that gives

[11:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=705s) you need to build a system that gives

[11:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=705s) you need to build a system that gives you the confidence that things are going

[11:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=707s) you the confidence that things are going

[11:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=707s) you the confidence that things are going in the right direction and not just that

[11:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=710s) in the right direction and not just that

[11:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=710s) in the right direction and not just that things look correct

[11:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=713s) things look correct

[11:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=713s) things look correct so yeah trust happy days um

[11:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=717s) so yeah trust happy days um

[11:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=717s) so yeah trust happy days um speaking of trust I'm here to confess

[12:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=721s) speaking of trust I'm here to confess

[12:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=721s) speaking of trust I'm here to confess that I have an ulterior motive with

[12:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=723s) that I have an ulterior motive with

[12:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=723s) that I have an ulterior motive with today's workshop Uh so breaking your

[12:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=725s) today's workshop Uh so breaking your

[12:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=725s) today's workshop Uh so breaking your trust immediately. What is it? Less than

[12:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=727s) trust immediately. What is it? Less than

[12:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=727s) trust immediately. What is it? Less than five minutes.

[12:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=729s) five minutes.

[12:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=729s) five minutes. You are here to help me Francesco

[12:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=733s) You are here to help me Francesco

[12:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=733s) You are here to help me Francesco to plan my wedding.

[12:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=736s) to plan my wedding.

[12:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=736s) to plan my wedding. So nobody's super excited but you will

[12:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=738s) So nobody's super excited but you will

[12:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=738s) So nobody's super excited but you will get excited. Erh specifically just to

[12:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=742s) get excited. Erh specifically just to

[12:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=742s) get excited. Erh specifically just to figure out some some stuff around the

[12:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=744s) figure out some some stuff around the

[12:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=744s) figure out some some stuff around the finances of paying for a wedding. Um and

[12:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=747s) finances of paying for a wedding. Um and

[12:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=747s) finances of paying for a wedding. Um and because it's a conference I want to make

[12:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=749s) because it's a conference I want to make

[12:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=749s) because it's a conference I want to make it as screeny as possible. So show of

[12:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=751s) it as screeny as possible. So show of

[12:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=751s) it as screeny as possible. So show of hands. Uh, who has had a wedding? Who's

[12:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=755s) hands. Uh, who has had a wedding? Who's

[12:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=755s) hands. Uh, who has had a wedding? Who's gotten married?

[12:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=757s) gotten married?

[12:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=757s) gotten married? Okay, awesome. Number of guests under

[12:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=760s) Okay, awesome. Number of guests under

[12:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=760s) Okay, awesome. Number of guests under 50.

[12:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=762s) 50.

[12:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=762s) 50. Yeah. Okay. No, still show of hands.

[12:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=764s) Yeah. Okay. No, still show of hands.

[12:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=764s) Yeah. Okay. No, still show of hands. It's still like cringey mode. Okay,

[12:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=766s) It's still like cringey mode. Okay,

[12:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=766s) It's still like cringey mode. Okay, cool.

[12:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=767s) cool.

[12:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=767s) cool. About 100.

[12:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=769s) About 100.

[12:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=769s) About 100. Yeah. Nice.

[12:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=771s) Yeah. Nice.

[12:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=771s) Yeah. Nice. About 150.

[12:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=773s) About 150.

[12:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=773s) About 150. Okay.

[12:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=774s) Okay.

[12:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=774s) Okay. Nice.

[12:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=776s) Nice.

[12:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=776s) Nice. 200.

[12:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=777s) 200.

[12:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=777s) 200. More. All right.

[12:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=778s) More. All right.

[12:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=778s) More. All right. Yeah. Yeah. Big wedding. Nice.

[13:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=781s) Yeah. Yeah. Big wedding. Nice.

[13:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=781s) Yeah. Yeah. Big wedding. Nice. This is probably going to resonate, but

[13:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=783s) This is probably going to resonate, but

[13:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=783s) This is probably going to resonate, but it sounds like it's going to be a very

[13:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=786s) it sounds like it's going to be a very

[13:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=786s) it sounds like it's going to be a very simple calculation, very simple process,

[13:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=788s) simple calculation, very simple process,

[13:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=788s) simple calculation, very simple process, and the wedding is going to go by nicely

[13:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=790s) and the wedding is going to go by nicely

[13:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=790s) and the wedding is going to go by nicely and smoothly. And for the people who got

[13:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=792s) and smoothly. And for the people who got

[13:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=792s) and smoothly. And for the people who got married, probably you know that is not

[13:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=794s) married, probably you know that is not

[13:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=794s) married, probably you know that is not the case. Um, and even running the

[13:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=797s) the case. Um, and even running the

[13:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=797s) the case. Um, and even running the calculations and figuring out how things

[13:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=800s) calculations and figuring out how things

[13:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=800s) calculations and figuring out how things got so expensive so quickly. It's not

[13:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=803s) got so expensive so quickly. It's not

[13:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=803s) got so expensive so quickly. It's not trivial. This is a little bit of

[13:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=805s) trivial. This is a little bit of

[13:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=805s) trivial. This is a little bit of storytelling and hopefully my girlfriend

[13:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=807s) storytelling and hopefully my girlfriend

[13:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=807s) storytelling and hopefully my girlfriend doesn't fiance doesn't see this.

[13:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=810s) doesn't fiance doesn't see this.

[13:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=810s) doesn't fiance doesn't see this. But we were doing some calculations and

[13:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=812s) But we were doing some calculations and

[13:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=812s) But we were doing some calculations and she was like, "No, yeah, but the cost

[13:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=814s) she was like, "No, yeah, but the cost

[13:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=814s) she was like, "No, yeah, but the cost per like dinner is this much." And I'm

[13:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=817s) per like dinner is this much." And I'm

[13:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=817s) per like dinner is this much." And I'm like, "Yeah, and you have another two

[13:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=819s) like, "Yeah, and you have another two

[13:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=819s) like, "Yeah, and you have another two variable costs on top of that. So that's

[13:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=822s) variable costs on top of that. So that's

[13:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=822s) variable costs on top of that. So that's not the number." And anyway, budgeting

[13:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=824s) not the number." And anyway, budgeting

[13:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=824s) not the number." And anyway, budgeting for this has been a challenge to

[13:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=826s) for this has been a challenge to

[13:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=826s) for this has been a challenge to underelling

[13:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=828s) underelling

[13:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=828s) underelling it a little bit. I wouldn't recommend

[13:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=830s) it a little bit. I wouldn't recommend

[13:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=830s) it a little bit. I wouldn't recommend doing it, but you know, I'm already on

[13:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=832s) doing it, but you know, I'm already on

[13:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=832s) doing it, but you know, I'm already on the train. Erh, so today you're going to

[13:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=836s) the train. Erh, so today you're going to

[13:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=836s) the train. Erh, so today you're going to give me a hand with the wedding unpaid

[13:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=839s) give me a hand with the wedding unpaid

[13:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=839s) give me a hand with the wedding unpaid labor or you can do your own plan. Uh,

[14:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=843s) labor or you can do your own plan. Uh,

[14:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=843s) labor or you can do your own plan. Uh, so we put a few things in a repo that

[14:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=845s) so we put a few things in a repo that

[14:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=845s) so we put a few things in a repo that you're going to get access to. So you if

[14:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=847s) you're going to get access to. So you if

[14:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=847s) you're going to get access to. So you if you want to pick your own adventure, do

[14:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=849s) you want to pick your own adventure, do

[14:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=849s) you want to pick your own adventure, do that. Wouldn't recommend because I do

[14:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=851s) that. Wouldn't recommend because I do

[14:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=851s) that. Wouldn't recommend because I do need help, but whatever you choose.

[14:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=855s) need help, but whatever you choose.

[14:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=855s) need help, but whatever you choose. So we'll give you a few minutes uh for

[14:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=857s) So we'll give you a few minutes uh for

[14:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=857s) So we'll give you a few minutes uh for you to set this up.

[14:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=861s) just either scan the QR code or go to my

[14:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=865s) just either scan the QR code or go to my

[14:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=865s) just either scan the QR code or go to my repo and there will be some instructions

[14:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=868s) repo and there will be some instructions

[14:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=868s) repo and there will be some instructions on how to set it up.

[14:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=873s) We did not plan a background music like

[14:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=875s) We did not plan a background music like

[14:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=875s) We did not plan a background music like an elevator music for this moment.

[14:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=878s) an elevator music for this moment.

[14:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=878s) an elevator music for this moment. Yeah, let us know if you have any any

[14:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=880s) Yeah, let us know if you have any any

[14:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=880s) Yeah, let us know if you have any any trouble setting up.

[14:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=884s) Also, if anyone sings, it would be a

[14:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=885s) Also, if anyone sings, it would be a

[14:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=886s) Also, if anyone sings, it would be a good time to

[14:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=887s) good time to

[14:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=887s) good time to karaoke live.

[14:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=891s) By the way, you don't need to execute

[14:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=893s) By the way, you don't need to execute

[14:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=893s) By the way, you don't need to execute anything just yet. Just make sure you

[14:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=894s) anything just yet. Just make sure you

[14:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=894s) anything just yet. Just make sure you have the repo in your preferred um setup

[14:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=897s) have the repo in your preferred um setup

[14:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=897s) have the repo in your preferred um setup and then we'll guide you through the the

[14:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=899s) and then we'll guide you through the the

[15:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=900s) and then we'll guide you through the the execution.

[15:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=901s) execution.

[15:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=901s) execution. Cool. Uh so you just cloned a virus. No,

[15:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=906s) Cool. Uh so you just cloned a virus. No,

[15:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=906s) Cool. Uh so you just cloned a virus. No, just kidding. But a lot of coded stuff

[15:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=909s) just kidding. But a lot of coded stuff

[15:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=909s) just kidding. But a lot of coded stuff in there. The structure does make sense.

[15:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=912s) in there. The structure does make sense.

[15:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=912s) in there. The structure does make sense. So we have a guide on how we start for

[15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=915s) So we have a guide on how we start for

[15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=915s) So we have a guide on how we start for today's workshop. H we have the example

[15:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=918s) today's workshop. H we have the example

[15:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=918s) today's workshop. H we have the example most important thing of the talk today.

[15:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=920s) most important thing of the talk today.

[15:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=920s) most important thing of the talk today. So helping me figure out my wedding. H

[15:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=923s) So helping me figure out my wedding. H

[15:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=923s) So helping me figure out my wedding. H also the harness itself the thing we

[15:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=925s) also the harness itself the thing we

[15:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=925s) also the harness itself the thing we build to show you how the principles are

[15:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=927s) build to show you how the principles are

[15:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=927s) build to show you how the principles are applied. And then finally there is a

[15:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=930s) applied. And then finally there is a

[15:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=930s) applied. And then finally there is a folder where everything you build that

[15:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=932s) folder where everything you build that

[15:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=932s) folder where everything you build that drifts away from what we're doing is

[15:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=934s) drifts away from what we're doing is

[15:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=934s) drifts away from what we're doing is going to get stored in. So again, it's a

[15:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=937s) going to get stored in. So again, it's a

[15:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=937s) going to get stored in. So again, it's a little bit of a pick your own adventure

[15:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=939s) little bit of a pick your own adventure

[15:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=939s) little bit of a pick your own adventure uh with the added risk that we may not

[15:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=942s) uh with the added risk that we may not

[15:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=942s) uh with the added risk that we may not be able to help you if you get stuck,

[15:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=944s) be able to help you if you get stuck,

[15:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=944s) be able to help you if you get stuck, but you can um and everything you do

[15:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=947s) but you can um and everything you do

[15:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=947s) but you can um and everything you do today, you can take it home and you can

[15:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=949s) today, you can take it home and you can

[15:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=949s) today, you can take it home and you can check what you did and what you like,

[15:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=951s) check what you did and what you like,

[15:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=951s) check what you did and what you like, what you didn't

[15:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=953s) what you didn't

[15:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=953s) what you didn't and particularly I was going to say

[15:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=954s) and particularly I was going to say

[15:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=954s) and particularly I was going to say particularly the harness itself talking

[15:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=956s) particularly the harness itself talking

[15:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=956s) particularly the harness itself talking to to the jokes we were just making

[15:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=957s) to to the jokes we were just making

[15:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=958s) to to the jokes we were just making about like this is as far as this was

[15:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=959s) about like this is as far as this was

[15:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=959s) about like this is as far as this was built. Um again the the principles we're

[16:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=962s) built. Um again the the principles we're

[16:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=962s) built. Um again the the principles we're sharing here the principles that are

[16:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=964s) sharing here the principles that are

[16:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=964s) sharing here the principles that are built here. We were discussing just

[16:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=966s) built here. We were discussing just

[16:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=966s) built here. We were discussing just yesterday is like uh this can feel like

[16:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=969s) yesterday is like uh this can feel like

[16:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=969s) yesterday is like uh this can feel like we are showing you a table to teach you

[16:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=972s) we are showing you a table to teach you

[16:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=972s) we are showing you a table to teach you how to build a table if that makes

[16:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=974s) how to build a table if that makes

[16:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=974s) how to build a table if that makes sense. Uh but we really do we really do

[16:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=976s) sense. Uh but we really do we really do

[16:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=976s) sense. Uh but we really do we really do believe that the again building is not

[16:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=980s) believe that the again building is not

[16:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=980s) believe that the again building is not the hard thing. The hard thing is

[16:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=981s) the hard thing. The hard thing is

[16:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=981s) the hard thing. The hard thing is knowing how we want to approach the

[16:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=983s) knowing how we want to approach the

[16:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=983s) knowing how we want to approach the problem. So that's why we're bringing it

[16:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=985s) problem. So that's why we're bringing it

[16:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=985s) problem. So that's why we're bringing it like this. But we're going to open the

[16:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=987s) like this. But we're going to open the

[16:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=987s) like this. But we're going to open the open the look under the hood a bit. um

[16:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=989s) open the look under the hood a bit. um

[16:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=990s) open the look under the hood a bit. um at times just to show you what's going

[16:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=991s) at times just to show you what's going

[16:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=991s) at times just to show you what's going on um behind the the principles we're

[16:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=994s) on um behind the the principles we're

[16:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=994s) on um behind the the principles we're applying

[16:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=996s) applying

[16:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=996s) applying and pretty much like Filipe was saying

[16:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=999s) and pretty much like Filipe was saying

[16:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=999s) and pretty much like Filipe was saying it can feel akin to saying like hey

[16:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1003s) it can feel akin to saying like hey

[16:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1003s) it can feel akin to saying like hey Claude please build me a $1 million

[16:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1006s) Claude please build me a $1 million

[16:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1006s) Claude please build me a $1 million company

[16:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1008s) company

[16:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1008s) company if you don't know exactly what are the

[16:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1010s) if you don't know exactly what are the

[16:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1010s) if you don't know exactly what are the principles and the decisions you're

[16:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1012s) principles and the decisions you're

[16:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1012s) principles and the decisions you're making in order to make something happen

[16:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1014s) making in order to make something happen

[16:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1014s) making in order to make something happen doesn't matter how many times do you try

[16:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1016s) doesn't matter how many times do you try

[16:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1016s) doesn't matter how many times do you try you're likely going to be just leaving

[16:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1018s) you're likely going to be just leaving

[16:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1018s) you're likely going to be just leaving yourself up for the randomness of

[17:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1022s) yourself up for the randomness of

[17:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1022s) yourself up for the randomness of something good happening by accident.

[17:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1025s) something good happening by accident.

[17:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1025s) something good happening by accident. So we want to anchor the principles

[17:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1028s) So we want to anchor the principles

[17:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1028s) So we want to anchor the principles again because they build on top of each

[17:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1030s) again because they build on top of each

[17:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1030s) again because they build on top of each other and we think there is a nice

[17:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1032s) other and we think there is a nice

[17:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1032s) other and we think there is a nice sequence that kind of makes logical

[17:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1035s) sequence that kind of makes logical

[17:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1035s) sequence that kind of makes logical sense. So building that shared domain

[17:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1038s) sense. So building that shared domain

[17:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1038s) sense. So building that shared domain plan mode however you want to call it

[17:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1040s) plan mode however you want to call it

[17:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1040s) plan mode however you want to call it then setting up consistency making sure

[17:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1043s) then setting up consistency making sure

[17:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1043s) then setting up consistency making sure that whatever can run or should run

[17:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1045s) that whatever can run or should run

[17:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1045s) that whatever can run or should run reliably does. Then having the evidence

[17:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1047s) reliably does. Then having the evidence

[17:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1048s) reliably does. Then having the evidence to back up where the decisions are

[17:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1050s) to back up where the decisions are

[17:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1050s) to back up where the decisions are coming from, what information is coming

[17:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1052s) coming from, what information is coming

[17:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1052s) coming from, what information is coming through, if things are being tested and

[17:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1054s) through, if things are being tested and

[17:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1054s) through, if things are being tested and so on and putting that front and center.

[17:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1057s) so on and putting that front and center.

[17:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1057s) so on and putting that front and center. Then the accountability, how do you keep

[17:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1060s) Then the accountability, how do you keep

[17:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1060s) Then the accountability, how do you keep a good enough grasp of what the machine

[17:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1064s) a good enough grasp of what the machine

[17:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1064s) a good enough grasp of what the machine is doing? You don't want to go full

[17:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1066s) is doing? You don't want to go full

[17:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1066s) is doing? You don't want to go full blackbox mode because then your

[17:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1068s) blackbox mode because then your

[17:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1068s) blackbox mode because then your accountability is gone. And that has

[17:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1069s) accountability is gone. And that has

[17:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1069s) accountability is gone. And that has happened to many of us in this room, I'm

[17:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1071s) happened to many of us in this room, I'm

[17:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1071s) happened to many of us in this room, I'm sure.

[17:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1072s) sure.

[17:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1072s) sure. But the other side is also not very

[17:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1075s) But the other side is also not very

[17:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1076s) But the other side is also not very realistic where oh for every change you

[17:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1078s) realistic where oh for every change you

[17:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1078s) realistic where oh for every change you make send me the diff. I'm going to

[18:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1080s) make send me the diff. I'm going to

[18:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1080s) make send me the diff. I'm going to review it line by line for sure. Nobody

[18:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1083s) review it line by line for sure. Nobody

[18:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1083s) review it line by line for sure. Nobody has done that ever. Uh and then finally

[18:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1085s) has done that ever. Uh and then finally

[18:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1086s) has done that ever. Uh and then finally verification. So in data and in finance

[18:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1090s) verification. So in data and in finance

[18:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1090s) verification. So in data and in finance erh you often need to have a separate

[18:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1092s) erh you often need to have a separate

[18:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1092s) erh you often need to have a separate point of reference a counterfactual that

[18:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1095s) point of reference a counterfactual that

[18:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1095s) point of reference a counterfactual that you can check against. H and ignoring

[18:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1097s) you can check against. H and ignoring

[18:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1097s) you can check against. H and ignoring that part of the equation just leads to

[18:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1100s) that part of the equation just leads to

[18:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1100s) that part of the equation just leads to you running things on your own biases.

[18:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1102s) you running things on your own biases.

[18:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1102s) you running things on your own biases. So your results are always going to be

[18:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1104s) So your results are always going to be

[18:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1104s) So your results are always going to be skewed. There's some short-sightedness

[18:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1106s) skewed. There's some short-sightedness

[18:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1106s) skewed. There's some short-sightedness that plays into that. So these

[18:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1108s) that plays into that. So these

[18:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1108s) that plays into that. So these principles are just to try to

[18:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1111s) principles are just to try to

[18:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1111s) principles are just to try to funnel our efforts into where is most

[18:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1114s) funnel our efforts into where is most

[18:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1114s) funnel our efforts into where is most useful to get something that we can

[18:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1115s) useful to get something that we can

[18:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1116s) useful to get something that we can actually trust.

[18:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1118s) actually trust.

[18:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1118s) actually trust. Um

[18:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1119s) Um

[18:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1120s) Um heads up again something will break

[18:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1122s) heads up again something will break

[18:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1122s) heads up again something will break today surely. Just call us to you. we

[18:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1124s) today surely. Just call us to you. we

[18:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1124s) today surely. Just call us to you. we will try to fix it with you. Uh some of

[18:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1127s) will try to fix it with you. Uh some of

[18:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1127s) will try to fix it with you. Uh some of it is also overengineered. This is not a

[18:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1130s) it is also overengineered. This is not a

[18:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1130s) it is also overengineered. This is not a session on good UI UX design. Okay. So

[18:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1134s) session on good UI UX design. Okay. So

[18:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1134s) session on good UI UX design. Okay. So this is just to show you how it could

[18:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1136s) this is just to show you how it could

[18:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1136s) this is just to show you how it could feel, show you the potential. Uh by no

[18:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1139s) feel, show you the potential. Uh by no

[18:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1139s) feel, show you the potential. Uh by no means we're building a product

[19:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1143s) means we're building a product

[19:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1143s) means we're building a product and yeah just raise your hand.

[19:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1144s) and yeah just raise your hand.

[19:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1144s) and yeah just raise your hand. Something's not working out. You're a

[19:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1146s) Something's not working out. You're a

[19:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1146s) Something's not working out. You're a little bit confused. Raise your hand and

[19:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1147s) little bit confused. Raise your hand and

[19:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1148s) little bit confused. Raise your hand and we're going to float around the room.

[19:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1150s) we're going to float around the room.

[19:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1150s) we're going to float around the room. Um,

[19:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1152s) Um,

[19:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1152s) Um, so you may want to check if this works,

[19:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1155s) so you may want to check if this works,

[19:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1155s) so you may want to check if this works, try and run that command.

[19:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1162s) Yeah. And I think at this point we can

[19:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1164s) Yeah. And I think at this point we can

[19:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1164s) Yeah. And I think at this point we can just go around if things are not working

[19:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1166s) just go around if things are not working

[19:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1166s) just go around if things are not working for anyone and give everyone five

[19:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1167s) for anyone and give everyone five

[19:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1168s) for anyone and give everyone five minutes to get going with this bit. You

[19:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1171s) minutes to get going with this bit. You

[19:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1171s) minutes to get going with this bit. You should see the UI opening if everything

[19:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1173s) should see the UI opening if everything

[19:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1173s) should see the UI opening if everything goes successful with the setup works

[19:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1175s) goes successful with the setup works

[19:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1176s) goes successful with the setup works success in the terminal as well.

[19:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1183s) Cool. And that second command there will

[19:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1185s) Cool. And that second command there will

[19:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1185s) Cool. And that second command there will open

[19:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1187s) open

[19:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1187s) open a very well-designed UI

[19:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1190s) a very well-designed UI

[19:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1190s) a very well-designed UI for you to do some stuff. Here is the

[19:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1192s) for you to do some stuff. Here is the

[19:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1192s) for you to do some stuff. Here is the example we're going to show you because

[19:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1194s) example we're going to show you because

[19:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1194s) example we're going to show you because this is kind of like layered, you know,

[19:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1196s) this is kind of like layered, you know,

[19:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1196s) this is kind of like layered, you know, like an onion or an ogre. H we're going

[19:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1199s) like an onion or an ogre. H we're going

[19:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1199s) like an onion or an ogre. H we're going to show you an example hardness being

[20:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1202s) to show you an example hardness being

[20:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1202s) to show you an example hardness being run on an example use case. Um, if you

[20:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1206s) run on an example use case. Um, if you

[20:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1206s) run on an example use case. Um, if you want to run that command at the bottom,

[20:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1207s) want to run that command at the bottom,

[20:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1207s) want to run that command at the bottom, you will see kind of like a more fleshed

[20:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1209s) you will see kind of like a more fleshed

[20:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1209s) you will see kind of like a more fleshed out example. But if you stay on the just

[20:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1212s) out example. But if you stay on the just

[20:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1212s) out example. But if you stay on the just running the second thing and just use

[20:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1214s) running the second thing and just use

[20:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1214s) running the second thing and just use the UI, h it may feel weird that I'm

[20:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1217s) the UI, h it may feel weird that I'm

[20:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1217s) the UI, h it may feel weird that I'm asking you to use an UI to see how a

[20:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1219s) asking you to use an UI to see how a

[20:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1219s) asking you to use an UI to see how a hardness behaves. But that's the point.

[20:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1222s) hardness behaves. But that's the point.

[20:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1222s) hardness behaves. But that's the point. The point is to show you how it feels in

[20:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1224s) The point is to show you how it feels in

[20:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1224s) The point is to show you how it feels in should feel in the real world. Um,

[20:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1228s) should feel in the real world. Um,

[20:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1228s) should feel in the real world. Um, should I leave it here for a moment?

[20:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1229s) should I leave it here for a moment?

[20:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1229s) should I leave it here for a moment? Yeah, I think so.

[20:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1230s) Yeah, I think so.

[20:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1230s) Yeah, I think so. Yeah. Okay. Okay. I hear less typing.

[20:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1233s) Yeah. Okay. Okay. I hear less typing.

[20:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1233s) Yeah. Okay. Okay. I hear less typing. I'm going to assume you've typed

[20:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1235s) I'm going to assume you've typed

[20:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1235s) I'm going to assume you've typed whichever command you wanted to type.

[20:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1238s) whichever command you wanted to type.

[20:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1238s) whichever command you wanted to type. So let's go through the actual steps and

[20:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1241s) So let's go through the actual steps and

[20:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1241s) So let's go through the actual steps and the principles of the hardness and the

[20:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1243s) the principles of the hardness and the

[20:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1243s) the principles of the hardness and the share domain is the first one. Can I see

[20:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1246s) share domain is the first one. Can I see

[20:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1246s) share domain is the first one. Can I see little show of hands of who opened the

[20:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1248s) little show of hands of who opened the

[20:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1248s) little show of hands of who opened the UI and hasn't done anything else with

[20:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1250s) UI and hasn't done anything else with

[20:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1250s) UI and hasn't done anything else with it.

[20:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1253s) it.

[20:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1253s) it. Cool, cool, cool, cool, cool. All right.

[20:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1255s) Cool, cool, cool, cool, cool. All right.

[20:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1255s) Cool, cool, cool, cool, cool. All right. So um long story short, you have a chat

[20:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1258s) So um long story short, you have a chat

[20:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1258s) So um long story short, you have a chat window on your uh right right hand side

[21:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1261s) window on your uh right right hand side

[21:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1261s) window on your uh right right hand side and it has nothing essentially. Uh if

[21:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1264s) and it has nothing essentially. Uh if

[21:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1264s) and it has nothing essentially. Uh if you want to follow through an example of

[21:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1266s) you want to follow through an example of

[21:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1266s) you want to follow through an example of a financial worry, some analysis you

[21:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1268s) a financial worry, some analysis you

[21:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1268s) a financial worry, some analysis you want to do and that's the place to start

[21:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1271s) want to do and that's the place to start

[21:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1271s) want to do and that's the place to start and basically we want to walk from the

[21:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1273s) and basically we want to walk from the

[21:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1273s) and basically we want to walk from the goal we want to achieve and just try our

[21:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1276s) goal we want to achieve and just try our

[21:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1276s) goal we want to achieve and just try our best to give an explanation. You're

[21:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1279s) best to give an explanation. You're

[21:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1279s) best to give an explanation. You're probably doing this daily with your

[21:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1281s) probably doing this daily with your

[21:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1281s) probably doing this daily with your agents anyway, but focus on

[21:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1284s) agents anyway, but focus on

[21:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1284s) agents anyway, but focus on understanding that you're likely not

[21:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1286s) understanding that you're likely not

[21:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1286s) understanding that you're likely not going to have the same context as the

[21:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1288s) going to have the same context as the

[21:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1288s) going to have the same context as the agent. Um, wait, can I go back and

[21:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1291s) agent. Um, wait, can I go back and

[21:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1291s) agent. Um, wait, can I go back and forward just in case? Okay. Yeah. Demo.

[21:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1294s) forward just in case? Okay. Yeah. Demo.

[21:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1294s) forward just in case? Okay. Yeah. Demo. Um, so I wanted to explain something and

[21:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1297s) Um, so I wanted to explain something and

[21:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1297s) Um, so I wanted to explain something and I think most people don't realize

[21:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1301s) I think most people don't realize

[21:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1301s) I think most people don't realize the fact that what the model knows is

[21:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1305s) the fact that what the model knows is

[21:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1306s) the fact that what the model knows is not necessarily what you think. So

[21:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1309s) not necessarily what you think. So

[21:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1309s) not necessarily what you think. So unless you're very rich and you have a

[21:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1310s) unless you're very rich and you have a

[21:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1310s) unless you're very rich and you have a lot of models trained for you, h you're

[21:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1314s) lot of models trained for you, h you're

[21:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1314s) lot of models trained for you, h you're like likely your definition of certain

[21:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1316s) like likely your definition of certain

[21:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1316s) like likely your definition of certain things are not going to be the exact as

[21:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1318s) things are not going to be the exact as

[21:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1318s) things are not going to be the exact as what the majority of the population

[22:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1321s) what the majority of the population

[22:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1321s) what the majority of the population defines. So if you're looking up for a

[22:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1323s) defines. So if you're looking up for a

[22:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1323s) defines. So if you're looking up for a certain term, the agent may the model

[22:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1326s) certain term, the agent may the model

[22:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1326s) certain term, the agent may the model may be smart enough to know well this

[22:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1328s) may be smart enough to know well this

[22:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1328s) may be smart enough to know well this sits in this space but it's not

[22:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1331s) sits in this space but it's not

[22:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1331s) sits in this space but it's not necessarily the thing that you meant. So

[22:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1333s) necessarily the thing that you meant. So

[22:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1333s) necessarily the thing that you meant. So going back and forth with your uh model

[22:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1337s) going back and forth with your uh model

[22:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1337s) going back and forth with your uh model really makes a difference. And the

[22:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1338s) really makes a difference. And the

[22:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1338s) really makes a difference. And the hardness is supposed to encourage you if

[22:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1340s) hardness is supposed to encourage you if

[22:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1340s) hardness is supposed to encourage you if you're trying it out yourself to dig

[22:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1342s) you're trying it out yourself to dig

[22:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1342s) you're trying it out yourself to dig deeper to challenge some of your

[22:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1344s) deeper to challenge some of your

[22:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1344s) deeper to challenge some of your assumptions to ask you questions you may

[22:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1347s) assumptions to ask you questions you may

[22:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1347s) assumptions to ask you questions you may not knew you needed to to ask yourself.

[22:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1350s) not knew you needed to to ask yourself.

[22:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1350s) not knew you needed to to ask yourself. So if you want to do Yeah.

[22:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1357s) So let me do the same thing that you

[22:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1361s) So let me do the same thing that you

[22:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1361s) So let me do the same thing that you folks are doing, but I'm going to do

[22:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1365s) folks are doing, but I'm going to do

[22:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1365s) folks are doing, but I'm going to do harness example.

[22:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1373s) Let me go back here for a second.

[22:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1377s) Let me go back here for a second.

[22:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1377s) Let me go back here for a second. Just make sure I have everything

[23:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1395s) Is anyone completely lost or

[23:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1399s) Is anyone completely lost or

[23:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1399s) Is anyone completely lost or are good? Okay, maybe could you give him

[23:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1402s) are good? Okay, maybe could you give him

[23:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1402s) are good? Okay, maybe could you give him a hand

[23:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1403s) a hand

[23:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1403s) a hand while I I I run everything. And for the

[23:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1406s) while I I I run everything. And for the

[23:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1406s) while I I I run everything. And for the folks that arrived later, I will give

[23:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1410s) folks that arrived later, I will give

[23:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1410s) folks that arrived later, I will give you the QR code as well

[23:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1414s) you the QR code as well

[23:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1414s) you the QR code as well for the

[23:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1417s) so if anyone lost that you can you can

[23:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1420s) so if anyone lost that you can you can

[23:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1420s) so if anyone lost that you can you can pick it up again.

[23:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1423s) pick it up again.

[23:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1423s) pick it up again. Okay. Um let me show you two things

[23:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1426s) Okay. Um let me show you two things

[23:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1426s) Okay. Um let me show you two things while I while we we let you go with it.

[23:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1429s) while I while we we let you go with it.

[23:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1429s) while I while we we let you go with it. So this is what you should be seeing

[23:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1431s) So this is what you should be seeing

[23:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1431s) So this is what you should be seeing when you run with a wedding example,

[23:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1434s) when you run with a wedding example,

[23:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1434s) when you run with a wedding example, right? Um we're we're going to explain

[23:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1437s) right? Um we're we're going to explain

[23:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1437s) right? Um we're we're going to explain in a bit um what's going on here. If you

[24:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1440s) in a bit um what's going on here. If you

[24:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1440s) in a bit um what's going on here. If you are choosing just to show you as well,

[24:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1442s) are choosing just to show you as well,

[24:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1442s) are choosing just to show you as well, if you are choosing to uh pick your own

[24:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1445s) if you are choosing to uh pick your own

[24:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1445s) if you are choosing to uh pick your own pick your own direction, um you're going

[24:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1448s) pick your own direction, um you're going

[24:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1448s) pick your own direction, um you're going to see something

[24:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1451s) to see something

[24:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1451s) to see something like this where it's empty. And then

[24:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1454s) like this where it's empty. And then

[24:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1454s) like this where it's empty. And then what you can do is

[24:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1456s) what you can do is

[24:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1456s) what you can do is as Francesa is going to run through the

[24:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1459s) as Francesa is going to run through the

[24:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1459s) as Francesa is going to run through the wedding example, you can say something

[24:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1460s) wedding example, you can say something

[24:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1460s) wedding example, you can say something you want to to use a harness for as

[24:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1462s) you want to to use a harness for as

[24:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1462s) you want to to use a harness for as well. So things like I don't know plan

[24:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1464s) well. So things like I don't know plan

[24:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1464s) well. So things like I don't know plan your own wedding, plan a trip, um plan a

[24:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1467s) your own wedding, plan a trip, um plan a

[24:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1467s) your own wedding, plan a trip, um plan a new investment in your company or in

[24:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1469s) new investment in your company or in

[24:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1470s) new investment in your company or in your personal life, doesn't matter. Um

[24:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1471s) your personal life, doesn't matter. Um

[24:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1472s) your personal life, doesn't matter. Um anything that relates to financial the

[24:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1475s) anything that relates to financial the

[24:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1475s) anything that relates to financial the financial life that we can um implement

[24:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1477s) financial life that we can um implement

[24:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1477s) financial life that we can um implement the same principles. If you ever need uh

[24:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1480s) the same principles. If you ever need uh

[24:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1480s) the same principles. If you ever need uh again just opening the hood a bit. If

[24:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1482s) again just opening the hood a bit. If

[24:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1482s) again just opening the hood a bit. If you ever need to switch between one and

[24:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1484s) you ever need to switch between one and

[24:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1484s) you ever need to switch between one and another like the the wedding example or

[24:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1487s) another like the the wedding example or

[24:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1487s) another like the the wedding example or your own um you can just delete the in

[24:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1490s) your own um you can just delete the in

[24:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1490s) your own um you can just delete the in the my and var folder you're going to

[24:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1493s) the my and var folder you're going to

[24:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1493s) the my and var folder you're going to have a database that's basically what's

[24:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1495s) have a database that's basically what's

[24:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1495s) have a database that's basically what's storing this. So you can just delete it.

[24:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1499s) storing this. So you can just delete it.

[24:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1499s) storing this. So you can just delete it. Oops.

[25:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1503s) And then once you open the the UI again

[25:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1506s) And then once you open the the UI again

[25:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1506s) And then once you open the the UI again with the previous command, you're going

[25:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1509s) with the previous command, you're going

[25:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1509s) with the previous command, you're going to get the example.

[25:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1509s) to get the example.

[25:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1510s) to get the example. Do you want to open the clean one?

[25:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1511s) Do you want to open the clean one?

[25:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1512s) Do you want to open the clean one? Yes, I can. Sure.

[25:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1513s) Yes, I can. Sure.

[25:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1513s) Yes, I can. Sure. Yeah. So, appreciating that you're

[25:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1515s) Yeah. So, appreciating that you're

[25:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1515s) Yeah. So, appreciating that you're literally you're literally being given

[25:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1518s) literally you're literally being given

[25:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1518s) literally you're literally being given uh a blank canvas. We want to

[25:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1520s) uh a blank canvas. We want to

[25:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1520s) uh a blank canvas. We want to disambiguate a little bit. So, if you

[25:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1523s) disambiguate a little bit. So, if you

[25:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1523s) disambiguate a little bit. So, if you open the wedding example, that's a work

[25:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1525s) open the wedding example, that's a work

[25:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1525s) open the wedding example, that's a work through example that has all the

[25:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1526s) through example that has all the

[25:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1526s) through example that has all the elements. But let's say this is where

[25:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1529s) elements. But let's say this is where

[25:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1529s) elements. But let's say this is where we're starting, right? And I have a

[25:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1531s) we're starting, right? And I have a

[25:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1531s) we're starting, right? And I have a problem. Do you have a dictation thing

[25:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1533s) problem. Do you have a dictation thing

[25:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1533s) problem. Do you have a dictation thing there?

[25:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1533s) there?

[25:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1534s) there? Um, I do. Um,

[25:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1536s) Um, I do. Um,

[25:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1536s) Um, I do. Um, okay.

[25:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1537s) okay.

[25:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1537s) okay. Let's see if this is working. Wait a

[25:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1539s) Let's see if this is working. Wait a

[25:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1539s) Let's see if this is working. Wait a second.

[25:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1540s) second.

[25:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1540s) second. So, basically on that like chat window

[25:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1543s) So, basically on that like chat window

[25:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1543s) So, basically on that like chat window on the uh right hand side, you are it's

[25:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1548s) on the uh right hand side, you are it's

[25:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1548s) on the uh right hand side, you are it's a familiar interface, right? So, how

[25:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1549s) a familiar interface, right? So, how

[25:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1550s) a familiar interface, right? So, how would you go about getting some help

[25:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1551s) would you go about getting some help

[25:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1551s) would you go about getting some help from an AI agent for whatever specific

[25:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1554s) from an AI agent for whatever specific

[25:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1554s) from an AI agent for whatever specific problem? Just start with a chat. You

[25:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1555s) problem? Just start with a chat. You

[25:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1555s) problem? Just start with a chat. You start with a a problem and you start to

[25:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1557s) start with a a problem and you start to

[25:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1557s) start with a a problem and you start to describe what you want to achieve. So,

[26:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1560s) describe what you want to achieve. So,

[26:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1560s) describe what you want to achieve. So, if I were to do it, I'll say

[26:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1564s) if I were to do it, I'll say

[26:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1564s) if I were to do it, I'll say I have a wedding and I need to make

[26:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1568s) I have a wedding and I need to make

[26:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1568s) I have a wedding and I need to make three payments. One for $6,000, another

[26:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1571s) three payments. One for $6,000, another

[26:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1571s) three payments. One for $6,000, another one for an unknown amount, uh, and

[26:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1574s) one for an unknown amount, uh, and

[26:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1574s) one for an unknown amount, uh, and another one for the rest of the money.

[26:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1576s) another one for the rest of the money.

[26:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1576s) another one for the rest of the money. And also, uh, some of my costs are

[26:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1580s) And also, uh, some of my costs are

[26:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1580s) And also, uh, some of my costs are fixed. I know what I'm going to spend on

[26:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1583s) fixed. I know what I'm going to spend on

[26:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1583s) fixed. I know what I'm going to spend on a DJ and

[26:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1586s) a DJ and

[26:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1586s) a DJ and I don't know decorations, but I don't

[26:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1588s) I don't know decorations, but I don't

[26:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1588s) I don't know decorations, but I don't know how many people are going to attend

[26:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1590s) know how many people are going to attend

[26:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1590s) know how many people are going to attend the wedding. And that's the amount of

[26:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1592s) the wedding. And that's the amount of

[26:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1592s) the wedding. And that's the amount of money I'm going to pay per h per dinner

[26:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1595s) money I'm going to pay per h per dinner

[26:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1595s) money I'm going to pay per h per dinner per seat. So, I don't even know how to

[26:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1597s) per seat. So, I don't even know how to

[26:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1597s) per seat. So, I don't even know how to go about making sure that I can pay in

[26:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1599s) go about making sure that I can pay in

[26:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1599s) go about making sure that I can pay in time

[26:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1601s) time

[26:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1601s) time in time. On time, on time on time. Um,

[26:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1604s) in time. On time, on time on time. Um,

[26:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1604s) in time. On time, on time on time. Um, I'll say let me just cut the first bit.

[26:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1608s) I'll say let me just cut the first bit.

[26:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1608s) I'll say let me just cut the first bit. Cool.

[26:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1609s) Cool.

[26:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1610s) Cool. So if you want to run it for a problem

[26:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1612s) So if you want to run it for a problem

[26:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1612s) So if you want to run it for a problem that you actually care a little bit more

[26:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1614s) that you actually care a little bit more

[26:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1614s) that you actually care a little bit more about uh

[26:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1616s) about uh

[26:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1616s) about uh you will start there and all I'm doing

[26:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1618s) you will start there and all I'm doing

[26:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1618s) you will start there and all I'm doing is planning with the agent.

[27:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1622s) is planning with the agent.

[27:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1622s) is planning with the agent. Most of the harnesses today come with

[27:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1624s) Most of the harnesses today come with

[27:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1624s) Most of the harnesses today come with some notion that triages that you're

[27:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1626s) some notion that triages that you're

[27:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1626s) some notion that triages that you're trying to plan for a problem and it will

[27:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1628s) trying to plan for a problem and it will

[27:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1628s) trying to plan for a problem and it will try to come up with a reasonable idea

[27:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1630s) try to come up with a reasonable idea

[27:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1630s) try to come up with a reasonable idea some set of questions to give some more

[27:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1632s) some set of questions to give some more

[27:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1632s) some set of questions to give some more clarity. The harness itself is what

[27:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1635s) clarity. The harness itself is what

[27:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1635s) clarity. The harness itself is what guides the sort of questions that you

[27:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1637s) guides the sort of questions that you

[27:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1637s) guides the sort of questions that you will get asked and the sort of rigor

[27:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1639s) will get asked and the sort of rigor

[27:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1639s) will get asked and the sort of rigor that the plan needs to have before

[27:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1641s) that the plan needs to have before

[27:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1641s) that the plan needs to have before implementing anything. The idea is that

[27:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1644s) implementing anything. The idea is that

[27:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1644s) implementing anything. The idea is that it doesn't go immediately into a yes man

[27:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1648s) it doesn't go immediately into a yes man

[27:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1648s) it doesn't go immediately into a yes man mode and just implements whatever crazy

[27:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1651s) mode and just implements whatever crazy

[27:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1651s) mode and just implements whatever crazy idea you came up with

[27:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1653s) idea you came up with

[27:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1653s) idea you came up with that is very unclear but that helps you

[27:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1656s) that is very unclear but that helps you

[27:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1656s) that is very unclear but that helps you drill down and dig into what it needs to

[27:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1658s) drill down and dig into what it needs to

[27:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1658s) drill down and dig into what it needs to do. So that's the principle of getting a

[27:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1660s) do. So that's the principle of getting a

[27:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1660s) do. So that's the principle of getting a shared context.

[27:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1664s) shared context.

[27:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1664s) shared context. Quick one before you you continue. Is

[27:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1666s) Quick one before you you continue. Is

[27:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1666s) Quick one before you you continue. Is the size okay for the back of the room?

[27:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1668s) the size okay for the back of the room?

[27:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1668s) the size okay for the back of the room? The size of the text. Yes. Okay. Cool.

[27:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1670s) The size of the text. Yes. Okay. Cool.

[27:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1670s) The size of the text. Yes. Okay. Cool. Thank you.

[27:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1674s) Yeah. Sorry, I'm reading because this is

[27:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1676s) Yeah. Sorry, I'm reading because this is

[27:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1676s) Yeah. Sorry, I'm reading because this is like live.

[27:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1679s) like live.

[27:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1679s) like live. Okay. From the one I have.

[28:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1682s) Okay. From the one I have.

[28:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1682s) Okay. From the one I have. Okay. So maybe I can keep adding

[28:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1685s) Okay. So maybe I can keep adding

[28:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1685s) Okay. So maybe I can keep adding clarifying information here. And I'm

[28:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1687s) clarifying information here. And I'm

[28:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1687s) clarifying information here. And I'm going to skip ahead, but something like

[28:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1691s) going to skip ahead, but something like

[28:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1691s) going to skip ahead, but something like I have no savings.

[28:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1693s) I have no savings.

[28:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1693s) I have no savings. It will come from my pocket. My mom may

[28:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1697s) It will come from my pocket. My mom may

[28:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1697s) It will come from my pocket. My mom may give me like 5k. H I know the price per

[28:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1702s) give me like 5k. H I know the price per

[28:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1702s) give me like 5k. H I know the price per a person going to the wedding is around

[28:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1708s) a person going to the wedding is around

[28:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1708s) a person going to the wedding is around 150

[28:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1710s) 150

[28:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1710s) 150 and

[28:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1711s) and

[28:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1711s) and I'm paying

[28:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1714s) I'm paying

[28:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1714s) I'm paying 500 for the for the flowers. I need to

[28:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1718s) 500 for the for the flowers. I need to

[28:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1718s) 500 for the for the flowers. I need to buy my suit.

[28:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1721s) buy my suit.

[28:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1721s) buy my suit. I'm just adding a bunch of like

[28:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1722s) I'm just adding a bunch of like

[28:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1722s) I'm just adding a bunch of like complexity and being disorganized on

[28:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1724s) complexity and being disorganized on

[28:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1724s) complexity and being disorganized on purpose

[28:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1726s) purpose

[28:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1726s) purpose because the point of the agent is that

[28:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1729s) because the point of the agent is that

[28:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1729s) because the point of the agent is that it doesn't let go the fact that you're

[28:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1731s) it doesn't let go the fact that you're

[28:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1731s) it doesn't let go the fact that you're being vague um in not providing the

[28:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1735s) being vague um in not providing the

[28:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1735s) being vague um in not providing the information ahead of time. The whole

[28:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1737s) information ahead of time. The whole

[28:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1737s) information ahead of time. The whole point of this is that it's really

[28:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1739s) point of this is that it's really

[28:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1739s) point of this is that it's really guardrail for you to for to forcing

[29:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1742s) guardrail for you to for to forcing

[29:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1742s) guardrail for you to for to forcing yourself to actually go through um every

[29:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1744s) yourself to actually go through um every

[29:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1744s) yourself to actually go through um every single data point that it needs to come

[29:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1746s) single data point that it needs to come

[29:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1746s) single data point that it needs to come up with a plan. Erh, I think for the

[29:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1750s) up with a plan. Erh, I think for the

[29:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1750s) up with a plan. Erh, I think for the next one we just build whatever h comes

[29:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1752s) next one we just build whatever h comes

[29:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1752s) next one we just build whatever h comes up to try and move on.

[29:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1754s) up to try and move on.

[29:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1754s) up to try and move on. Propose the plan. Now,

[29:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1755s) Propose the plan. Now,

[29:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1756s) Propose the plan. Now, is anyone trying it out with a problem

[29:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1759s) is anyone trying it out with a problem

[29:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1759s) is anyone trying it out with a problem you have personally?

[29:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1763s) Yes. Okay, cool. Do you want to tell us

[29:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1765s) Yes. Okay, cool. Do you want to tell us

[29:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1766s) Yes. Okay, cool. Do you want to tell us a little bit about it?

[29:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1770s) Oh, fair, fair, fair. Nice.

[29:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1777s) Okay. It's asking a lot of questions and

[29:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1778s) Okay. It's asking a lot of questions and

[29:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1778s) Okay. It's asking a lot of questions and I'm

[29:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1779s) I'm

[29:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1779s) I'm No, I I accepted the plan. Yeah.

[29:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1781s) No, I I accepted the plan. Yeah.

[29:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1781s) No, I I accepted the plan. Yeah. So, can you go back to the seated

[29:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1784s) So, can you go back to the seated

[29:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1784s) So, can you go back to the seated example?

[29:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1785s) example?

[29:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1786s) example? Yes, I can. Um,

[29:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1788s) Yes, I can. Um,

[29:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1788s) Yes, I can. Um, so to save you a lot of the back and

[29:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1789s) so to save you a lot of the back and

[29:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1789s) so to save you a lot of the back and forth back and forth here because it's

[29:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1791s) forth back and forth here because it's

[29:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1791s) forth back and forth here because it's not very high signal for any of you.

[29:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1794s) not very high signal for any of you.

[29:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1794s) not very high signal for any of you. There's a couple of takeaways. One is

[29:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1797s) There's a couple of takeaways. One is

[29:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1797s) There's a couple of takeaways. One is having that self-awareness and forcing

[30:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1800s) having that self-awareness and forcing

[30:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1800s) having that self-awareness and forcing the hardness to remember that your

[30:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1803s) the hardness to remember that your

[30:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1803s) the hardness to remember that your domain knowledge and whatever the agent

[30:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1806s) domain knowledge and whatever the agent

[30:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1806s) domain knowledge and whatever the agent knows is not going to be the same. You

[30:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1809s) knows is not going to be the same. You

[30:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1810s) knows is not going to be the same. You want to find that kind of like vin

[30:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1811s) want to find that kind of like vin

[30:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1811s) want to find that kind of like vin diagram superposition as much as you

[30:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1814s) diagram superposition as much as you

[30:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1814s) diagram superposition as much as you can. H but it takes a lot of back and

[30:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1817s) can. H but it takes a lot of back and

[30:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1817s) can. H but it takes a lot of back and forth and that's often where most of the

[30:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1818s) forth and that's often where most of the

[30:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1818s) forth and that's often where most of the time is spent. If you design a really

[30:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1821s) time is spent. If you design a really

[30:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1821s) time is spent. If you design a really good harness, it will guide you by the

[30:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1824s) good harness, it will guide you by the

[30:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1824s) good harness, it will guide you by the hand on coming up with a really good

[30:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1827s) hand on coming up with a really good

[30:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1827s) hand on coming up with a really good plan, implementing things well, uh, and

[30:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1829s) plan, implementing things well, uh, and

[30:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1829s) plan, implementing things well, uh, and knowing what components are important

[30:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1831s) knowing what components are important

[30:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1831s) knowing what components are important and which ones aren't. Uh, if your

[30:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1834s) and which ones aren't. Uh, if your

[30:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1834s) and which ones aren't. Uh, if your harness is basically like, yeah, say yes

[30:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1836s) harness is basically like, yeah, say yes

[30:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1836s) harness is basically like, yeah, say yes to everything I say and do your best to

[30:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1838s) to everything I say and do your best to

[30:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1838s) to everything I say and do your best to implement it, then you're going to get

[30:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1841s) implement it, then you're going to get

[30:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1841s) implement it, then you're going to get variable results. So, this is the seated

[30:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1843s) variable results. So, this is the seated

[30:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1843s) variable results. So, this is the seated example. The plan accepted thing at the

[30:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1846s) example. The plan accepted thing at the

[30:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1846s) example. The plan accepted thing at the top means essentially that I already

[30:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1849s) top means essentially that I already

[30:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1849s) top means essentially that I already went through the back and forth for

[30:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1851s) went through the back and forth for

[30:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1851s) went through the back and forth for around 10 minutes or whatever. Uh and

[30:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1853s) around 10 minutes or whatever. Uh and

[30:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1853s) around 10 minutes or whatever. Uh and the agent feel it knows enough about my

[30:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1856s) the agent feel it knows enough about my

[30:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1856s) the agent feel it knows enough about my problem to break it down in steps. So

[30:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1859s) problem to break it down in steps. So

[30:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1859s) problem to break it down in steps. So what you have in the diagram over there

[31:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1862s) what you have in the diagram over there

[31:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1862s) what you have in the diagram over there is the all the steps that it considers

[31:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1865s) is the all the steps that it considers

[31:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1865s) is the all the steps that it considers as decision points in a decision tree if

[31:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1869s) as decision points in a decision tree if

[31:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1869s) as decision points in a decision tree if you may erh to actually make a decision.

[31:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1874s) you may erh to actually make a decision.

[31:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1874s) you may erh to actually make a decision. And if I if I may, um I think it's it's

[31:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1877s) And if I if I may, um I think it's it's

[31:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1877s) And if I if I may, um I think it's it's as we said in the beginning, it's nice

[31:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1879s) as we said in the beginning, it's nice

[31:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1879s) as we said in the beginning, it's nice to look under the hood a bit just to

[31:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1881s) to look under the hood a bit just to

[31:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1881s) to look under the hood a bit just to give you an idea and you can of course

[31:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1883s) give you an idea and you can of course

[31:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1883s) give you an idea and you can of course explore this by yourself or with your

[31:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1885s) explore this by yourself or with your

[31:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1885s) explore this by yourself or with your preferred agents help. Um but when we

[31:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1888s) preferred agents help. Um but when we

[31:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1888s) preferred agents help. Um but when we are when we're talking about everything

[31:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1891s) are when we're talking about everything

[31:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1891s) are when we're talking about everything that Franchesco is describing um this

[31:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1894s) that Franchesco is describing um this

[31:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1894s) that Franchesco is describing um this also comes from the instructions that we

[31:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1896s) also comes from the instructions that we

[31:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1896s) also comes from the instructions that we have inside the harness, right? So this

[31:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1900s) have inside the harness, right? So this

[31:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1900s) have inside the harness, right? So this is where we have the instructions of the

[31:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1902s) is where we have the instructions of the

[31:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1902s) is where we have the instructions of the agent performing the interview and what

[31:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1904s) agent performing the interview and what

[31:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1904s) agent performing the interview and what it must end up with. So this is the

[31:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1907s) it must end up with. So this is the

[31:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1907s) it must end up with. So this is the materialization

[31:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1908s) materialization

[31:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1908s) materialization of the principle built beyond the

[31:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1911s) of the principle built beyond the

[31:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1911s) of the principle built beyond the harness, right? Like built inside the

[31:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1913s) harness, right? Like built inside the

[31:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1913s) harness, right? Like built inside the harness. I mean

[31:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1915s) harness. I mean

[31:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1915s) harness. I mean if you want to go back to the to the UI.

[31:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1918s) if you want to go back to the to the UI.

[31:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1918s) if you want to go back to the to the UI. So this is hopefully going to start

[32:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1920s) So this is hopefully going to start

[32:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1920s) So this is hopefully going to start making more sense as we as we progress

[32:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1923s) making more sense as we as we progress

[32:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1923s) making more sense as we as we progress in the example. But we added a couple of

[32:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1925s) in the example. But we added a couple of

[32:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1925s) in the example. But we added a couple of quality of life things where if you want

[32:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1929s) quality of life things where if you want

[32:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1929s) quality of life things where if you want to know what elements of this whole UI

[32:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1932s) to know what elements of this whole UI

[32:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1932s) to know what elements of this whole UI that is so beautifully designed uh make

[32:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1936s) that is so beautifully designed uh make

[32:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1936s) that is so beautifully designed uh make sense for whatever uh principle we're

[32:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1938s) sense for whatever uh principle we're

[32:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1938s) sense for whatever uh principle we're discussing. You just need to hover down

[32:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1940s) discussing. You just need to hover down

[32:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1940s) discussing. You just need to hover down at the bottom and it will be broken

[32:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1942s) at the bottom and it will be broken

[32:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1942s) at the bottom and it will be broken down. So you see when we did the

[32:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1945s) down. So you see when we did the

[32:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1945s) down. So you see when we did the planning the planning the sharing the

[32:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1949s) planning the planning the sharing the

[32:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1949s) planning the planning the sharing the domain context it came up with a plan is

[32:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1952s) domain context it came up with a plan is

[32:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1952s) domain context it came up with a plan is highlighted at the top on the right and

[32:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1954s) highlighted at the top on the right and

[32:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1954s) highlighted at the top on the right and then it came up with all the nodes and

[32:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1956s) then it came up with all the nodes and

[32:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1956s) then it came up with all the nodes and the connections in between the other

[32:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1958s) the connections in between the other

[32:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1958s) the connections in between the other decisions and what we need to start

[32:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1960s) decisions and what we need to start

[32:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1960s) decisions and what we need to start scoping from here. So

[32:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1964s) scoping from here. So

[32:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1964s) scoping from here. So should we move on? Yes.

[32:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1968s) should we move on? Yes.

[32:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1968s) should we move on? Yes. Is anyone still doing any planning with

[32:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1971s) Is anyone still doing any planning with

[32:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1971s) Is anyone still doing any planning with the chat?

[32:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1976s) Cool.

[33:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1985s) Okay. Yeah. So, we had a few things

[33:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1986s) Okay. Yeah. So, we had a few things

[33:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1986s) Okay. Yeah. So, we had a few things here. If you wanted to uh play around

[33:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1990s) here. If you wanted to uh play around

[33:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1990s) here. If you wanted to uh play around and peruse the uh harness yourself, you

[33:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1994s) and peruse the uh harness yourself, you

[33:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1994s) and peruse the uh harness yourself, you could for instance go on the step three

[33:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1997s) could for instance go on the step three

[33:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=1997s) could for instance go on the step three in the UI like in the little diagram on

[33:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2000s) in the UI like in the little diagram on

[33:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2000s) in the UI like in the little diagram on the left hand side.

[33:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2002s) the left hand side.

[33:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2002s) the left hand side. Oops, sorry. I was going to show

[33:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2003s) Oops, sorry. I was going to show

[33:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2004s) Oops, sorry. I was going to show too many tabs.

[33:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2005s) too many tabs.

[33:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2005s) too many tabs. You could click on like step no

[33:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2007s) You could click on like step no

[33:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2007s) You could click on like step no step three in the Yeah. And it will give

[33:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2010s) step three in the Yeah. And it will give

[33:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2010s) step three in the Yeah. And it will give you a little bit of a breakdown of where

[33:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2013s) you a little bit of a breakdown of where

[33:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2013s) you a little bit of a breakdown of where the information came from where why the

[33:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2016s) the information came from where why the

[33:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2016s) the information came from where why the model thinks

[33:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2018s) model thinks

[33:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2018s) model thinks this is the node you need to make a

[33:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2020s) this is the node you need to make a

[33:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2020s) this is the node you need to make a decision of uh including if it's making

[33:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2023s) decision of uh including if it's making

[33:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2023s) decision of uh including if it's making any assumptions based on the language

[33:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2025s) any assumptions based on the language

[33:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2025s) any assumptions based on the language you were using during your planning with

[33:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2028s) you were using during your planning with

[33:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2028s) you were using during your planning with it. So for instance the agent did you

[33:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2032s) it. So for instance the agent did you

[33:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2032s) it. So for instance the agent did you say this I could point with this

[33:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2034s) say this I could point with this

[33:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2034s) say this I could point with this uh if you press and hold that yeah

[33:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2037s) uh if you press and hold that yeah

[33:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2037s) uh if you press and hold that yeah awesome

[33:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2038s) awesome

[33:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2038s) awesome not AI

[33:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2039s) not AI

[34:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2040s) not AI so there's there's quite a few things in

[34:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2042s) so there's there's quite a few things in

[34:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2042s) so there's there's quite a few things in the plan uh that the agent put together

[34:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2044s) the plan uh that the agent put together

[34:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2044s) the plan uh that the agent put together that were proposed by it so you can

[34:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2047s) that were proposed by it so you can

[34:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2047s) that were proposed by it so you can start dissecting a little bit and

[34:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2049s) start dissecting a little bit and

[34:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2049s) start dissecting a little bit and understanding like actually this came

[34:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2051s) understanding like actually this came

[34:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2051s) understanding like actually this came from me this is a fact that I think I

[34:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2054s) from me this is a fact that I think I

[34:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2054s) from me this is a fact that I think I know or this is something the agent

[34:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2055s) know or this is something the agent

[34:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2055s) know or this is something the agent inferred based on my language. If you

[34:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2057s) inferred based on my language. If you

[34:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2057s) inferred based on my language. If you scroll up a little bit just on the same

[34:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2059s) scroll up a little bit just on the same

[34:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2059s) scroll up a little bit just on the same Yeah. more more more more more

[34:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2063s) Yeah. more more more more more

[34:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2064s) Yeah. more more more more more there. Yeah, sure. Uh here

[34:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2068s) there. Yeah, sure. Uh here

[34:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2068s) there. Yeah, sure. Uh here there was some back and forth because I

[34:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2070s) there was some back and forth because I

[34:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2070s) there was some back and forth because I was being vague with the language I was

[34:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2072s) was being vague with the language I was

[34:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2072s) was being vague with the language I was using and it made an assumption that

[34:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2074s) using and it made an assumption that

[34:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2074s) using and it made an assumption that because I was using this keyword here, I

[34:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2078s) because I was using this keyword here, I

[34:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2078s) because I was using this keyword here, I meant this. Again, this is a pretty

[34:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2080s) meant this. Again, this is a pretty

[34:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2080s) meant this. Again, this is a pretty obvious example, but you can play around

[34:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2082s) obvious example, but you can play around

[34:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2082s) obvious example, but you can play around with clicking through, seeing things

[34:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2084s) with clicking through, seeing things

[34:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2084s) with clicking through, seeing things around. If we go back to the

[34:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2086s) around. If we go back to the

[34:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2086s) around. If we go back to the presentation, there's some annotation

[34:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2088s) presentation, there's some annotation

[34:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2088s) presentation, there's some annotation because again, this is all about

[34:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2091s) because again, this is all about

[34:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2091s) because again, this is all about grounding the principles into something

[34:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2093s) grounding the principles into something

[34:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2093s) grounding the principles into something that feels like it was designed for

[34:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2096s) that feels like it was designed for

[34:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2096s) that feels like it was designed for building trust. So you have some

[34:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2098s) building trust. So you have some

[34:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2098s) building trust. So you have some notation. Again, not the best UI design

[35:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2101s) notation. Again, not the best UI design

[35:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2101s) notation. Again, not the best UI design in the world, but knowing if things came

[35:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2104s) in the world, but knowing if things came

[35:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2104s) in the world, but knowing if things came from you, from the agent, or is it still

[35:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2106s) from you, from the agent, or is it still

[35:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2106s) from you, from the agent, or is it still an open point and you need to make a

[35:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2107s) an open point and you need to make a

[35:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2107s) an open point and you need to make a decision on and you can tell how the

[35:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2111s) decision on and you can tell how the

[35:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2111s) decision on and you can tell how the plan has been built.

[35:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2113s) plan has been built.

[35:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2113s) plan has been built. You have another thing you can try. You

[35:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2115s) You have another thing you can try. You

[35:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2115s) You have another thing you can try. You can go back into step two uh and

[35:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2119s) can go back into step two uh and

[35:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2119s) can go back into step two uh and actually tell the agent if we click on

[35:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2121s) actually tell the agent if we click on

[35:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2121s) actually tell the agent if we click on the node there. Yeah. And you can

[35:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2124s) the node there. Yeah. And you can

[35:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2124s) the node there. Yeah. And you can actually tell the agent after you have

[35:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2126s) actually tell the agent after you have

[35:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2126s) actually tell the agent after you have sorry uh you can just tell the agent

[35:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2129s) sorry uh you can just tell the agent

[35:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2130s) sorry uh you can just tell the agent like well actually you're making some

[35:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2131s) like well actually you're making some

[35:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2131s) like well actually you're making some assumptions about this step that are not

[35:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2135s) assumptions about this step that are not

[35:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2135s) assumptions about this step that are not correct and then go a little bit back

[35:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2137s) correct and then go a little bit back

[35:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2137s) correct and then go a little bit back and forth. Erh, I will still do the show

[35:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2141s) and forth. Erh, I will still do the show

[35:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2141s) and forth. Erh, I will still do the show of hands thing, but because of

[35:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2143s) of hands thing, but because of

[35:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2143s) of hands thing, but because of reinforcement and engagement, uh, who

[35:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2147s) reinforcement and engagement, uh, who

[35:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2147s) reinforcement and engagement, uh, who has been in a chat session with over

[35:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2151s) has been in a chat session with over

[35:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2151s) has been in a chat session with over like well over 10 turns, so back and

[35:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2153s) like well over 10 turns, so back and

[35:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2153s) like well over 10 turns, so back and forth and back and forth at least 10

[35:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2155s) forth and back and forth at least 10

[35:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2155s) forth and back and forth at least 10 times where at some point you said, let

[35:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2159s) times where at some point you said, let

[35:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2159s) times where at some point you said, let let me start from the beginning like

[36:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2160s) let me start from the beginning like

[36:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2160s) let me start from the beginning like this is not making any sense. Some stuff

[36:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2162s) this is not making any sense. Some stuff

[36:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2162s) this is not making any sense. Some stuff we already discussed like it's well

[36:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2164s) we already discussed like it's well

[36:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2164s) we already discussed like it's well gone. Who has had that feeling on a

[36:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2168s) gone. Who has had that feeling on a

[36:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2168s) gone. Who has had that feeling on a regular basis?

[36:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2170s) regular basis?

[36:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2170s) regular basis? Yeah. So, that is a consequence of the

[36:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2173s) Yeah. So, that is a consequence of the

[36:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2173s) Yeah. So, that is a consequence of the design of the harnesses we have today

[36:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2176s) design of the harnesses we have today

[36:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2176s) design of the harnesses we have today where they're designed for a linear

[36:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2178s) where they're designed for a linear

[36:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2178s) where they're designed for a linear discussion and to keep everything in the

[36:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2182s) discussion and to keep everything in the

[36:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2182s) discussion and to keep everything in the context as one big conversation. Whereas

[36:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2186s) context as one big conversation. Whereas

[36:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2186s) context as one big conversation. Whereas here the way we designed it is supposed

[36:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2188s) here the way we designed it is supposed

[36:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2188s) here the way we designed it is supposed to break it down so you can discuss

[36:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2190s) to break it down so you can discuss

[36:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2190s) to break it down so you can discuss individual elements without necessarily

[36:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2194s) individual elements without necessarily

[36:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2194s) individual elements without necessarily making things you know more complicated

[36:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2196s) making things you know more complicated

[36:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2196s) making things you know more complicated in the grander scheme of things.

[36:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2198s) in the grander scheme of things.

[36:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2198s) in the grander scheme of things. Yeah.

[36:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2201s) Erh

[36:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2203s) Erh

[36:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2203s) Erh cool. So I will let you play around with

[36:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2205s) cool. So I will let you play around with

[36:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2205s) cool. So I will let you play around with it a little bit but I do want to maybe

[36:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2207s) it a little bit but I do want to maybe

[36:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2207s) it a little bit but I do want to maybe go a little bit further. So I will

[36:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2211s) go a little bit further. So I will

[36:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2211s) go a little bit further. So I will introduce the consistency principle. And

[36:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2215s) introduce the consistency principle. And

[36:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2215s) introduce the consistency principle. And this build on the shared domain

[36:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2218s) this build on the shared domain

[36:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2218s) this build on the shared domain because you already have a plan and the

[37:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2221s) because you already have a plan and the

[37:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2222s) because you already have a plan and the agent is very capable to understand well

[37:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2225s) agent is very capable to understand well

[37:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2225s) agent is very capable to understand well these pieces of your plan are just a

[37:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2228s) these pieces of your plan are just a

[37:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2228s) these pieces of your plan are just a piece of code or just a calculation

[37:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2230s) piece of code or just a calculation

[37:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2230s) piece of code or just a calculation spreadsheet like it will always give you

[37:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2232s) spreadsheet like it will always give you

[37:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2232s) spreadsheet like it will always give you a consistent result is a deterministic

[37:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2235s) a consistent result is a deterministic

[37:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2235s) a consistent result is a deterministic element of your whole plan. Erh and

[37:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2238s) element of your whole plan. Erh and

[37:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2238s) element of your whole plan. Erh and based on that you need to implement

[37:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2241s) based on that you need to implement

[37:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2241s) based on that you need to implement code. You need to implement something

[37:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2243s) code. You need to implement something

[37:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2243s) code. You need to implement something that will give you the same result every

[37:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2244s) that will give you the same result every

[37:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2244s) that will give you the same result every time. Erh similar show of hands thing.

[37:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2248s) time. Erh similar show of hands thing.

[37:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2248s) time. Erh similar show of hands thing. Has anyone tried to do like budgeting or

[37:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2251s) Has anyone tried to do like budgeting or

[37:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2251s) Has anyone tried to do like budgeting or any financial calculation in the chat

[37:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2257s) and how did that go? Like are you

[37:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2260s) and how did that go? Like are you

[37:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2260s) and how did that go? Like are you confident on the results? You Yeah, a

[37:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2262s) confident on the results? You Yeah, a

[37:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2262s) confident on the results? You Yeah, a little bit.

[37:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2262s) little bit.

[37:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2262s) little bit. Temperature maybe like very well um not

[37:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2265s) Temperature maybe like very well um not

[37:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2265s) Temperature maybe like very well um not too well. pretty bad.

[37:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2269s) too well. pretty bad.

[37:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2269s) too well. pretty bad. Okay.

[37:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2271s) Okay.

[37:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2271s) Okay. So, so all right. So, I would love to

[37:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2274s) So, so all right. So, I would love to

[37:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2274s) So, so all right. So, I would love to know if anyone wants to volunteer their

[37:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2277s) know if anyone wants to volunteer their

[37:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2277s) know if anyone wants to volunteer their story, but what they saw and why they

[38:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2280s) story, but what they saw and why they

[38:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2280s) story, but what they saw and why they think it happened. But to me, a couple

[38:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2282s) think it happened. But to me, a couple

[38:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2282s) think it happened. But to me, a couple of times I thought I was giving

[38:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2286s) of times I thought I was giving

[38:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2286s) of times I thought I was giving all the necessary information. The the

[38:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2289s) all the necessary information. The the

[38:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2289s) all the necessary information. The the agent gave me back a formula. It was

[38:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2291s) agent gave me back a formula. It was

[38:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2291s) agent gave me back a formula. It was even formatted as a formula. You know,

[38:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2293s) even formatted as a formula. You know,

[38:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2293s) even formatted as a formula. You know, the kind of like italics formula thing

[38:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2295s) the kind of like italics formula thing

[38:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2295s) the kind of like italics formula thing that looks really nice. I was like knows

[38:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2298s) that looks really nice. I was like knows

[38:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2298s) that looks really nice. I was like knows what he's talking about. And then the

[38:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2299s) what he's talking about. And then the

[38:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2299s) what he's talking about. And then the result was like I'm not a calculator and

[38:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2302s) result was like I'm not a calculator and

[38:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2302s) result was like I'm not a calculator and I know that result is wrong. So from the

[38:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2305s) I know that result is wrong. So from the

[38:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2305s) I know that result is wrong. So from the get-go I was like nah start from

[38:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2306s) get-go I was like nah start from

[38:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2306s) get-go I was like nah start from scratch. H anyone has any other like

[38:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2308s) scratch. H anyone has any other like

[38:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2308s) scratch. H anyone has any other like examples

[38:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2309s) examples

[38:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2309s) examples consistency right? So a lot of times the

[38:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2311s) consistency right? So a lot of times the

[38:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2311s) consistency right? So a lot of times the results look good reasonable but you run

[38:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2314s) results look good reasonable but you run

[38:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2314s) results look good reasonable but you run the same thing again

[38:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2316s) the same thing again

[38:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2316s) the same thing again that's something.

[38:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2325s) Yeah. So that's basically the

[38:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2326s) Yeah. So that's basically the

[38:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2326s) Yeah. So that's basically the inspiration on the principle. Sorry,

[38:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2328s) inspiration on the principle. Sorry,

[38:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2328s) inspiration on the principle. Sorry, what do you want to share?

[38:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2329s) what do you want to share?

[38:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2329s) what do you want to share? Yeah. So it goes to the point that

[38:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2336s) every time it might

[39:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2347s) Yeah. Uh and and that's a great a great

[39:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2351s) Yeah. Uh and and that's a great a great

[39:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2351s) Yeah. Uh and and that's a great a great um example to say part of the benefit

[39:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2354s) um example to say part of the benefit

[39:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2354s) um example to say part of the benefit why we are talking about building a

[39:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2356s) why we are talking about building a

[39:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2356s) why we are talking about building a harness and not just plugging these

[39:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2359s) harness and not just plugging these

[39:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2359s) harness and not just plugging these principles in a set of skills or

[39:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2361s) principles in a set of skills or

[39:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2361s) principles in a set of skills or instructions to an existing harness such

[39:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2364s) instructions to an existing harness such

[39:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2364s) instructions to an existing harness such as like codec, cloud code or anything

[39:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2365s) as like codec, cloud code or anything

[39:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2365s) as like codec, cloud code or anything else. Like when we when we do it the not

[39:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2369s) else. Like when we when we do it the not

[39:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2369s) else. Like when we when we do it the not the non-deterministic way, which is to

[39:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2371s) the non-deterministic way, which is to

[39:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2371s) the non-deterministic way, which is to give the agent a bunch of instructions

[39:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2373s) give the agent a bunch of instructions

[39:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2373s) give the agent a bunch of instructions that um say the right things, but still

[39:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2376s) that um say the right things, but still

[39:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2376s) that um say the right things, but still rely on the agent uh make no mistakes,

[39:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2379s) rely on the agent uh make no mistakes,

[39:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2379s) rely on the agent uh make no mistakes, please do the right thing. Um that's

[39:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2382s) please do the right thing. Um that's

[39:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2382s) please do the right thing. Um that's that's the point. We're relying on a

[39:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2383s) that's the point. We're relying on a

[39:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2383s) that's the point. We're relying on a bunch of things happening in the

[39:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2385s) bunch of things happening in the

[39:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2385s) bunch of things happening in the background and basically getting a

[39:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2387s) background and basically getting a

[39:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2387s) background and basically getting a nondeterministic result every time. So I

[39:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2390s) nondeterministic result every time. So I

[39:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2390s) nondeterministic result every time. So I think the value here from building the

[39:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2392s) think the value here from building the

[39:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2392s) think the value here from building the harness again this is looking a bit into

[39:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2394s) harness again this is looking a bit into

[39:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2394s) harness again this is looking a bit into the under the hood and like from

[39:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2396s) the under the hood and like from

[39:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2396s) the under the hood and like from principles we we applied at at Monzo as

[39:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2399s) principles we we applied at at Monzo as

[39:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2399s) principles we we applied at at Monzo as well is mixing the non-determinism with

[40:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2402s) well is mixing the non-determinism with

[40:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2402s) well is mixing the non-determinism with some deterministic behavior that we want

[40:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2405s) some deterministic behavior that we want

[40:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2405s) some deterministic behavior that we want to control um when when relevant

[40:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2410s) to control um when when relevant

[40:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2410s) to control um when when relevant I think you mentioned that for this demo

[40:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2412s) I think you mentioned that for this demo

[40:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2412s) I think you mentioned that for this demo a lot of this harness was quoted right I

[40:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2415s) a lot of this harness was quoted right I

[40:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2415s) a lot of this harness was quoted right I get this part right for production

[40:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2419s) get this part right for production

[40:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2420s) get this part right for production like what's the difference between you

[40:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2422s) like what's the difference between you

[40:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2422s) like what's the difference between you making calculations in in chat versus

[40:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2425s) making calculations in in chat versus

[40:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2425s) making calculations in in chat versus you asking the model to code up

[40:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2428s) you asking the model to code up

[40:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2428s) you asking the model to code up calculations for you in code.

[40:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2430s) calculations for you in code.

[40:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2430s) calculations for you in code. So I have a couple of personal examples

[40:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2433s) So I have a couple of personal examples

[40:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2433s) So I have a couple of personal examples on doing forecast where you can try and

[40:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2437s) on doing forecast where you can try and

[40:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2437s) on doing forecast where you can try and do forecast yourself by hand or come up

[40:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2439s) do forecast yourself by hand or come up

[40:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2440s) do forecast yourself by hand or come up with a spreadsheet with a lot of fancy

[40:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2442s) with a spreadsheet with a lot of fancy

[40:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2442s) with a spreadsheet with a lot of fancy um calculations and you will likely get

[40:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2445s) um calculations and you will likely get

[40:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2445s) um calculations and you will likely get a few things right and get a decent

[40:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2446s) a few things right and get a decent

[40:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2446s) a few things right and get a decent forecast. You can also just get a

[40:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2448s) forecast. You can also just get a

[40:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2448s) forecast. You can also just get a library from a trusted uh repo and that

[40:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2452s) library from a trusted uh repo and that

[40:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2452s) library from a trusted uh repo and that has everything baked in. You can also

[40:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2454s) has everything baked in. You can also

[40:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2454s) has everything baked in. You can also write some code in a more modular

[40:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2456s) write some code in a more modular

[40:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2456s) write some code in a more modular fashion that is well unit tested, you're

[40:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2459s) fashion that is well unit tested, you're

[40:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2459s) fashion that is well unit tested, you're doing end to end testing, you're doing

[41:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2461s) doing end to end testing, you're doing

[41:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2461s) doing end to end testing, you're doing all the like good software um

[41:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2463s) all the like good software um

[41:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2463s) all the like good software um engineering practices that we know how

[41:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2466s) engineering practices that we know how

[41:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2466s) engineering practices that we know how to do to ensure that that piece of code

[41:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2469s) to do to ensure that that piece of code

[41:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2469s) to do to ensure that that piece of code is going to give you a good result. Um,

[41:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2472s) is going to give you a good result. Um,

[41:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2472s) is going to give you a good result. Um, so I think the different Oh, sorry. The

[41:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2475s) so I think the different Oh, sorry. The

[41:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2475s) so I think the different Oh, sorry. The difference lies a little bit on the fact

[41:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2477s) difference lies a little bit on the fact

[41:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2477s) difference lies a little bit on the fact that if you're just leaving it to the

[41:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2481s) that if you're just leaving it to the

[41:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2481s) that if you're just leaving it to the agent to decide how to implement things

[41:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2484s) agent to decide how to implement things

[41:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2484s) agent to decide how to implement things and when they need to do it in code

[41:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2487s) and when they need to do it in code

[41:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2487s) and when they need to do it in code versus when it like you should just

[41:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2489s) versus when it like you should just

[41:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2489s) versus when it like you should just build something on the side, you're

[41:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2491s) build something on the side, you're

[41:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2491s) build something on the side, you're going to have a little bit of a big miss

[41:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2494s) going to have a little bit of a big miss

[41:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2494s) going to have a little bit of a big miss ratio like hit or miss.

[41:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2496s) ratio like hit or miss.

[41:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2496s) ratio like hit or miss. Yeah. Yeah. I I guess what I'm asking is

[41:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2498s) Yeah. Yeah. I I guess what I'm asking is

[41:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2498s) Yeah. Yeah. I I guess what I'm asking is if this is why quoted no good

[41:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2500s) if this is why quoted no good

[41:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2500s) if this is why quoted no good engineering practices were applied. I

[41:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2502s) engineering practices were applied. I

[41:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2502s) engineering practices were applied. I get this part. Do you have like a

[41:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2503s) get this part. Do you have like a

[41:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2503s) get this part. Do you have like a product that that was tested?

[41:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2506s) product that that was tested?

[41:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2506s) product that that was tested? We we I'm going to do the the uh ad

[41:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2510s) We we I'm going to do the the uh ad

[41:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2510s) We we I'm going to do the the uh ad again. Uh tomorrow we're going to have a

[41:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2512s) again. Uh tomorrow we're going to have a

[41:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2512s) again. Uh tomorrow we're going to have a breakout session in the morning where

[41:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2513s) breakout session in the morning where

[41:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2513s) breakout session in the morning where we're going to talk about uh what we

[41:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2515s) we're going to talk about uh what we

[41:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2515s) we're going to talk about uh what we build at Monzo that applies some of

[41:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2517s) build at Monzo that applies some of

[41:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2518s) build at Monzo that applies some of these principles. uh but yeah I think

[42:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2520s) these principles. uh but yeah I think

[42:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2520s) these principles. uh but yeah I think the what is behind when we say like the

[42:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2522s) the what is behind when we say like the

[42:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2522s) the what is behind when we say like the harness being voded I think it's more

[42:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2524s) harness being voded I think it's more

[42:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2524s) harness being voded I think it's more about the implementation detail of like

[42:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2526s) about the implementation detail of like

[42:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2526s) about the implementation detail of like abstractions methods the actual code uh

[42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2530s) abstractions methods the actual code uh

[42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2530s) abstractions methods the actual code uh but the principles of mixing the

[42:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2532s) but the principles of mixing the

[42:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2532s) but the principles of mixing the determinism and the non-determinism are

[42:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2535s) determinism and the non-determinism are

[42:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2535s) determinism and the non-determinism are the same regardless if that makes sense

[42:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2538s) the same regardless if that makes sense

[42:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2538s) the same regardless if that makes sense thank you

[42:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2541s) thank you

[42:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2541s) thank you uh and another thing another thing that

[42:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2543s) uh and another thing another thing that

[42:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2543s) uh and another thing another thing that signals that this is a a good principle

[42:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2547s) signals that this is a a good principle

[42:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2547s) signals that this is a a good principle to consider

[42:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2549s) to consider

[42:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2549s) to consider on over the last what year or so most of

[42:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2553s) on over the last what year or so most of

[42:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2553s) on over the last what year or so most of the agents have started to do more

[42:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2555s) the agents have started to do more

[42:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2556s) the agents have started to do more aggressive tool calling and building

[42:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2557s) aggressive tool calling and building

[42:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2557s) aggressive tool calling and building their own tools to solve calculations in

[42:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2559s) their own tools to solve calculations in

[42:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2559s) their own tools to solve calculations in a more deterministic way

[42:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2562s) a more deterministic way

[42:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2562s) a more deterministic way and honestly agents are just getting

[42:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2564s) and honestly agents are just getting

[42:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2564s) and honestly agents are just getting better right so we could just wait and

[42:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2566s) better right so we could just wait and

[42:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2566s) better right so we could just wait and then all the problems are solved the one

[42:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2568s) then all the problems are solved the one

[42:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2568s) then all the problems are solved the one challenge I have with that mindset is

[42:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2571s) challenge I have with that mindset is

[42:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2571s) challenge I have with that mindset is that h it will create stuff on the on

[42:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2574s) that h it will create stuff on the on

[42:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2574s) that h it will create stuff on the on the go like in flight so Yes, you may

[42:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2578s) the go like in flight so Yes, you may

[42:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2578s) the go like in flight so Yes, you may get the right code for the right problem

[43:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2581s) get the right code for the right problem

[43:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2581s) get the right code for the right problem at an at a point in time, but maybe the

[43:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2583s) at an at a point in time, but maybe the

[43:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2583s) at an at a point in time, but maybe the time number 100, you run it, turns out

[43:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2586s) time number 100, you run it, turns out

[43:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2586s) time number 100, you run it, turns out is inventing a new piece of code that

[43:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2588s) is inventing a new piece of code that

[43:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2588s) is inventing a new piece of code that didn't need to be reinvented. uh and

[43:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2590s) didn't need to be reinvented. uh and

[43:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2590s) didn't need to be reinvented. uh and other examples non-workrelated that I

[43:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2593s) other examples non-workrelated that I

[43:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2593s) other examples non-workrelated that I can share err are around like doing

[43:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2596s) can share err are around like doing

[43:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2596s) can share err are around like doing exactly that like I have a I don't want

[43:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2599s) exactly that like I have a I don't want

[43:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2599s) exactly that like I have a I don't want to say strict but semi-strict close of

[43:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2602s) to say strict but semi-strict close of

[43:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2602s) to say strict but semi-strict close of budget every month and I categorize

[43:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2605s) budget every month and I categorize

[43:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2605s) budget every month and I categorize everything in my statements

[43:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2607s) everything in my statements

[43:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2607s) everything in my statements I left it to the agent to decide how to

[43:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2610s) I left it to the agent to decide how to

[43:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2610s) I left it to the agent to decide how to do the categorization and how to do the

[43:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2612s) do the categorization and how to do the

[43:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2612s) do the categorization and how to do the aggregates and everything else and the

[43:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2614s) aggregates and everything else and the

[43:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2614s) aggregates and everything else and the refunds and expenses and at some point I

[43:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2616s) refunds and expenses and at some point I

[43:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2616s) refunds and expenses and at some point I was like no no no this needs to be a

[43:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2618s) was like no no no this needs to be a

[43:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2618s) was like no no no this needs to be a script because I'm gettinglight slightly

[43:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2620s) script because I'm gettinglight slightly

[43:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2620s) script because I'm gettinglight slightly different results every time and I'm

[43:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2621s) different results every time and I'm

[43:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2621s) different results every time and I'm spending more money more money and time

[43:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2624s) spending more money more money and time

[43:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2624s) spending more money more money and time uh wrangling with the agent to get it to

[43:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2627s) uh wrangling with the agent to get it to

[43:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2627s) uh wrangling with the agent to get it to give me the results that I wanted that

[43:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2628s) give me the results that I wanted that

[43:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2628s) give me the results that I wanted that it got right three times already but

[43:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2631s) it got right three times already but

[43:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2631s) it got right three times already but didn't get it right in the fourth erh so

[43:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2635s) didn't get it right in the fourth erh so

[43:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2636s) didn't get it right in the fourth erh so I don't want to repeat it again but make

[43:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2638s) I don't want to repeat it again but make

[43:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2638s) I don't want to repeat it again but make sure that we run the calculations

[44:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2641s) sure that we run the calculations

[44:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2641s) sure that we run the calculations you write the calculation once and then

[44:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2643s) you write the calculation once and then

[44:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2643s) you write the calculation once and then you run it every time you need it um

[44:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2647s) you run it every time you need it um

[44:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2647s) you run it every time you need it um and the model is able to pick the tools

[44:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2650s) and the model is able to pick the tools

[44:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2650s) and the model is able to pick the tools is you just need to make sure that your

[44:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2652s) is you just need to make sure that your

[44:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2652s) is you just need to make sure that your hardness makes it very strict that it's

[44:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2655s) hardness makes it very strict that it's

[44:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2655s) hardness makes it very strict that it's not going to do any arithmetic or try to

[44:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2657s) not going to do any arithmetic or try to

[44:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2657s) not going to do any arithmetic or try to solve these problems by just parsing

[44:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2660s) solve these problems by just parsing

[44:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2660s) solve these problems by just parsing tokens. Um so what can happen if you

[44:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2665s) tokens. Um so what can happen if you

[44:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2665s) tokens. Um so what can happen if you don't make sure that your calculations

[44:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2668s) don't make sure that your calculations

[44:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2668s) don't make sure that your calculations and everything that is deterministic

[44:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2670s) and everything that is deterministic

[44:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2670s) and everything that is deterministic runs in code they're in the thickest in

[44:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2672s) runs in code they're in the thickest in

[44:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2672s) runs in code they're in the thickest in the model's head. So it's gone once you

[44:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2674s) the model's head. So it's gone once you

[44:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2674s) the model's head. So it's gone once you start new session the new code for every

[44:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2677s) start new session the new code for every

[44:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2677s) start new session the new code for every new question and or new session and it

[44:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2680s) new question and or new session and it

[44:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2680s) new question and or new session and it becomes a mess and same question

[44:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2682s) becomes a mess and same question

[44:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2682s) becomes a mess and same question different answer non-determination again

[44:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2685s) different answer non-determination again

[44:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2685s) different answer non-determination again you're asking the stoastic machine to

[44:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2686s) you're asking the stoastic machine to

[44:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2686s) you're asking the stoastic machine to produce a consistent output so you're

[44:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2688s) produce a consistent output so you're

[44:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2688s) produce a consistent output so you're likely not going to get it. Um,

[44:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2692s) likely not going to get it. Um,

[44:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2692s) likely not going to get it. Um, so here's some examples of things that

[44:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2696s) so here's some examples of things that

[44:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2696s) so here's some examples of things that have a way to be calculated, right? Like

[45:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2700s) have a way to be calculated, right? Like

[45:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2700s) have a way to be calculated, right? Like I'm sure if you ask 10 different

[45:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2703s) I'm sure if you ask 10 different

[45:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2703s) I'm sure if you ask 10 different financial services companies, they will

[45:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2705s) financial services companies, they will

[45:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2705s) financial services companies, they will have a slightly different way of doing

[45:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2707s) have a slightly different way of doing

[45:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2707s) have a slightly different way of doing these things, but the general formula,

[45:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2709s) these things, but the general formula,

[45:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2709s) these things, but the general formula, the general idea is the same. So you

[45:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2711s) the general idea is the same. So you

[45:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2711s) the general idea is the same. So you could realistically export a library,

[45:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2714s) could realistically export a library,

[45:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2714s) could realistically export a library, write it once, update it, and these

[45:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2717s) write it once, update it, and these

[45:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2717s) write it once, update it, and these things are not new. they saw from like

[45:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2719s) things are not new. they saw from like

[45:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2719s) things are not new. they saw from like software good practices. So demo again

[45:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2723s) software good practices. So demo again

[45:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2723s) software good practices. So demo again if we just want to go to the seated

[45:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2725s) if we just want to go to the seated

[45:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2725s) if we just want to go to the seated example

[45:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2729s) h

[45:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2731s) h

[45:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2731s) h in the

[45:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2733s) in the

[45:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2733s) in the can you highlight this? Okay.

[45:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2737s) can you highlight this? Okay.

[45:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2737s) can you highlight this? Okay. So again just using this h you can see

[45:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2740s) So again just using this h you can see

[45:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2740s) So again just using this h you can see how the nodes in your decision making

[45:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2743s) how the nodes in your decision making

[45:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2743s) how the nodes in your decision making process um some of them needed to be

[45:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2746s) process um some of them needed to be

[45:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2746s) process um some of them needed to be implemented as code and I think the one

[45:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2749s) implemented as code and I think the one

[45:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2749s) implemented as code and I think the one of the easiest way to check is if it's a

[45:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2751s) of the easiest way to check is if it's a

[45:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2752s) of the easiest way to check is if it's a calculation likely it has to be

[45:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2753s) calculation likely it has to be

[45:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2753s) calculation likely it has to be implemented as code right uh as well as

[45:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2756s) implemented as code right uh as well as

[45:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2756s) implemented as code right uh as well as some testing unit testing golden

[45:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2758s) some testing unit testing golden

[45:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2758s) some testing unit testing golden examples etc. the you should build trust

[46:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2762s) examples etc. the you should build trust

[46:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2762s) examples etc. the you should build trust with your agent when you're building a

[46:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2765s) with your agent when you're building a

[46:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2765s) with your agent when you're building a harness like this by making sure that

[46:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2767s) harness like this by making sure that

[46:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2767s) harness like this by making sure that the information you care about about its

[46:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2769s) the information you care about about its

[46:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2769s) the information you care about about its implementation

[46:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2770s) implementation

[46:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2770s) implementation it's in front of you. Another example of

[46:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2773s) it's in front of you. Another example of

[46:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2773s) it's in front of you. Another example of how this has looked in the wild is

[46:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2776s) how this has looked in the wild is

[46:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2776s) how this has looked in the wild is giving you versions of the code. Your

[46:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2778s) giving you versions of the code. Your

[46:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2778s) giving you versions of the code. Your your code is more likely versioned. If

[46:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2781s) your code is more likely versioned. If

[46:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2781s) your code is more likely versioned. If anything change with the version of the

[46:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2783s) anything change with the version of the

[46:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2783s) anything change with the version of the code and you're trying to run the same

[46:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2784s) code and you're trying to run the same

[46:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2784s) code and you're trying to run the same process, the agent should be able to

[46:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2786s) process, the agent should be able to

[46:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2786s) process, the agent should be able to pick it up and surface that information

[46:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2788s) pick it up and surface that information

[46:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2788s) pick it up and surface that information to you and say actually this code change

[46:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2791s) to you and say actually this code change

[46:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2791s) to you and say actually this code change you probably even though the function is

[46:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2793s) you probably even though the function is

[46:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2793s) you probably even though the function is the same you probably shouldn't trust uh

[46:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2796s) the same you probably shouldn't trust uh

[46:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2796s) the same you probably shouldn't trust uh what's coming out of this because the

[46:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2798s) what's coming out of this because the

[46:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2798s) what's coming out of this because the whatever calculation h is different now.

[46:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2801s) whatever calculation h is different now.

[46:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2801s) whatever calculation h is different now. So as you're working with the with the

[46:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2805s) So as you're working with the with the

[46:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2805s) So as you're working with the with the harness and you accepted the plan, you

[46:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2808s) harness and you accepted the plan, you

[46:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2808s) harness and you accepted the plan, you have a nice graph like this being built,

[46:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2811s) have a nice graph like this being built,

[46:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2811s) have a nice graph like this being built, you will get something at the top

[46:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2813s) you will get something at the top

[46:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2813s) you will get something at the top saying, do you want me to build the

[46:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2815s) saying, do you want me to build the

[46:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2815s) saying, do you want me to build the code? H and it will do it for you. And

[46:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2819s) code? H and it will do it for you. And

[46:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2819s) code? H and it will do it for you. And again, it's all guided. That's the point

[47:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2820s) again, it's all guided. That's the point

[47:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2820s) again, it's all guided. That's the point of a hardness that it guides things.

[47:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2824s) of a hardness that it guides things.

[47:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2824s) of a hardness that it guides things. Erh, is anyone

[47:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2827s) Erh, is anyone

[47:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2827s) Erh, is anyone building any of the steps on their plan?

[47:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2833s) building any of the steps on their plan?

[47:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2833s) building any of the steps on their plan? Is that okay?

[47:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2834s) Is that okay?

[47:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2834s) Is that okay? Yeah. Yeah. Cool.

[47:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2837s) Yeah. Yeah. Cool.

[47:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2837s) Yeah. Yeah. Cool. I switch to focus.

[47:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2839s) I switch to focus.

[47:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2839s) I switch to focus. Okay. Yeah. [laughter]

[47:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2841s) Okay. Yeah. [laughter]

[47:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2841s) Okay. Yeah. [laughter] Fair enough.

[47:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2842s) Fair enough.

[47:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2842s) Fair enough. Fair. Fair.

[47:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2848s) Cool. So if you're following on the

[47:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2851s) Cool. So if you're following on the

[47:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2851s) Cool. So if you're following on the wedding example, you can try a few

[47:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2854s) wedding example, you can try a few

[47:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2854s) wedding example, you can try a few things. Click on step one, then code,

[47:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2857s) things. Click on step one, then code,

[47:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2857s) things. Click on step one, then code, and then the test and run the tests now.

[47:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2867s) Tests here.

[47:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2868s) Tests here.

[47:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2868s) Tests here. Yeah.

[47:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2872s) 95.

[47:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2875s) 95.

[47:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2875s) 95. Sorry, what time is it?

[47:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2876s) Sorry, what time is it?

[47:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2876s) Sorry, what time is it? 9:54. [laughter] Okay, good. Um, but

[48:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2880s) 9:54. [laughter] Okay, good. Um, but

[48:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2880s) 9:54. [laughter] Okay, good. Um, but yeah, the the the

[48:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2883s) yeah, the the the

[48:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2883s) yeah, the the the principle here and just going back to

[48:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2885s) principle here and just going back to

[48:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2885s) principle here and just going back to try and tie everything up together, you

[48:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2887s) try and tie everything up together, you

[48:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2887s) try and tie everything up together, you shouldn't rely on you remembering to run

[48:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2890s) shouldn't rely on you remembering to run

[48:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2890s) shouldn't rely on you remembering to run the test. You shouldn't rely on you

[48:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2892s) the test. You shouldn't rely on you

[48:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2892s) the test. You shouldn't rely on you remembering that, hey, this this sounds

[48:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2894s) remembering that, hey, this this sounds

[48:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2894s) remembering that, hey, this this sounds like I can h create some code to solve

[48:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2898s) like I can h create some code to solve

[48:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2898s) like I can h create some code to solve it every time. The agent should guide

[48:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2900s) it every time. The agent should guide

[48:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2900s) it every time. The agent should guide you through it. And that's one of the

[48:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2902s) you through it. And that's one of the

[48:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2902s) you through it. And that's one of the principles we baked into building this.

[48:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2905s) principles we baked into building this.

[48:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2905s) principles we baked into building this. Uh, as an aside, I think we were telling

[48:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2907s) Uh, as an aside, I think we were telling

[48:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2907s) Uh, as an aside, I think we were telling you, uh, there's a little extra file in

[48:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2911s) you, uh, there's a little extra file in

[48:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2911s) you, uh, there's a little extra file in the repo that says build yours or

[48:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2914s) the repo that says build yours or

[48:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2914s) the repo that says build yours or something.

[48:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2915s) something.

[48:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2915s) something. Um, it essentially has all the

[48:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2917s) Um, it essentially has all the

[48:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2917s) Um, it essentially has all the principles baked in in order and it will

[48:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2919s) principles baked in in order and it will

[48:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2919s) principles baked in in order and it will guide you on building a [snorts] similar

[48:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2923s) guide you on building a [snorts] similar

[48:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2923s) guide you on building a [snorts] similar hardness.

[48:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2925s) hardness.

[48:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2925s) hardness. It's built

[48:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2927s) It's built

[48:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2927s) It's built your own.

[48:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2928s) your own.

[48:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2928s) your own. There you go.

[48:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2932s) Yeah. So yeah, it will guide you on

[48:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2935s) Yeah. So yeah, it will guide you on

[48:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2935s) Yeah. So yeah, it will guide you on building something that feels similar to

[48:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2937s) building something that feels similar to

[48:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2937s) building something that feels similar to the harness we're showing you that

[49:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2940s) the harness we're showing you that

[49:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2940s) the harness we're showing you that prioritizes trust building mechanisms

[49:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2943s) prioritizes trust building mechanisms

[49:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2943s) prioritizes trust building mechanisms over just giving you something that

[49:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2945s) over just giving you something that

[49:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2945s) over just giving you something that looks correct. So you can try this. The

[49:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2947s) looks correct. So you can try this. The

[49:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2947s) looks correct. So you can try this. The [snorts] test should be passing. You

[49:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2949s) [snorts] test should be passing. You

[49:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2949s) [snorts] test should be passing. You will notice that there was no thinking,

[49:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2953s) will notice that there was no thinking,

[49:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2953s) will notice that there was no thinking, perusing,

[49:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2956s) perusing,

[49:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2956s) perusing, all the verbs that agents put when

[49:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2958s) all the verbs that agents put when

[49:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2958s) all the verbs that agents put when they're loading something. Yeah. because

[49:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2961s) they're loading something. Yeah. because

[49:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2961s) they're loading something. Yeah. because these are just tests that need to run in

[49:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2963s) these are just tests that need to run in

[49:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2963s) these are just tests that need to run in your environment. Don't overengineer it.

[49:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2967s) your environment. Don't overengineer it.

[49:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2968s) your environment. Don't overengineer it. Funny that I'm saying that, but it's

[49:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2970s) Funny that I'm saying that, but it's

[49:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2970s) Funny that I'm saying that, but it's easier if all the components of your

[49:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2973s) easier if all the components of your

[49:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2973s) easier if all the components of your harness just work together as they

[49:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2975s) harness just work together as they

[49:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2975s) harness just work together as they should and not based on like hopes and

[49:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2978s) should and not based on like hopes and

[49:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2978s) should and not based on like hopes and dreams and magic glue from an agent

[49:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2980s) dreams and magic glue from an agent

[49:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2980s) dreams and magic glue from an agent orchestrating things together.

[49:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2982s) orchestrating things together.

[49:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2982s) orchestrating things together. I think we had a question.

[49:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=2998s) Erh, so

[50:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3001s) Erh, so

[50:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3001s) Erh, so if we Yeah,

[50:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3003s) if we Yeah,

[50:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3003s) if we Yeah, I mean we can do that, but I'd rather

[50:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3005s) I mean we can do that, but I'd rather

[50:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3005s) I mean we can do that, but I'd rather not do a reading session.

[50:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3007s) not do a reading session.

[50:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3007s) not do a reading session. Basically, it it all goes about h

[50:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3010s) Basically, it it all goes about h

[50:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3010s) Basically, it it all goes about h figuring out what you actually care

[50:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3011s) figuring out what you actually care

[50:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3011s) figuring out what you actually care about and what are the functional

[50:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3013s) about and what are the functional

[50:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3013s) about and what are the functional requirements for a functioning harness.

[50:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3016s) requirements for a functioning harness.

[50:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3016s) requirements for a functioning harness. H I'm sprinkling some of that through

[50:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3018s) H I'm sprinkling some of that through

[50:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3018s) H I'm sprinkling some of that through the conversation. Again, need to avoid

[50:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3020s) the conversation. Again, need to avoid

[50:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3020s) the conversation. Again, need to avoid oversharing a little bit because of IP.

[50:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3023s) oversharing a little bit because of IP.

[50:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3023s) oversharing a little bit because of IP. Uh but you want to make sure that the

[50:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3027s) Uh but you want to make sure that the

[50:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3027s) Uh but you want to make sure that the objectives of each of the steps when

[50:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3029s) objectives of each of the steps when

[50:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3029s) objectives of each of the steps when you're building the parts that will make

[50:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3031s) you're building the parts that will make

[50:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3031s) you're building the parts that will make up the behavior of your hardness have an

[50:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3034s) up the behavior of your hardness have an

[50:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3034s) up the behavior of your hardness have an intent. The intent of one of the first

[50:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3037s) intent. The intent of one of the first

[50:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3037s) intent. The intent of one of the first components is gathering as much

[50:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3039s) components is gathering as much

[50:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3039s) components is gathering as much information as possible to come up with

[50:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3040s) information as possible to come up with

[50:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3040s) information as possible to come up with a plan. And that is written in here as

[50:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3043s) a plan. And that is written in here as

[50:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3043s) a plan. And that is written in here as well. So this is basically instructions

[50:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3046s) well. So this is basically instructions

[50:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3046s) well. So this is basically instructions for instructions. It's the IKEA guide.

[50:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3049s) for instructions. It's the IKEA guide.

[50:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3049s) for instructions. It's the IKEA guide. Um it is supposed to guide you very

[50:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3052s) Um it is supposed to guide you very

[50:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3052s) Um it is supposed to guide you very nicely on these are the things you

[50:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3054s) nicely on these are the things you

[50:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3054s) nicely on these are the things you should care about but but then you can

[50:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3056s) should care about but but then you can

[50:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3056s) should care about but but then you can pick uh your preference on how they get

[50:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3059s) pick uh your preference on how they get

[50:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3059s) pick uh your preference on how they get implemented.

[51:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3063s) Question. So how is this different from

[51:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3066s) Question. So how is this different from

[51:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3066s) Question. So how is this different from let's say the specdriven development

[51:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3069s) let's say the specdriven development

[51:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3069s) let's say the specdriven development expected something like that which is

[51:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3071s) expected something like that which is

[51:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3071s) expected something like that which is also linear from starting from all the

[51:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3074s) also linear from starting from all the

[51:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3074s) also linear from starting from all the questions from you starting from idea

[51:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3076s) questions from you starting from idea

[51:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3076s) questions from you starting from idea all the way to the end and how is it

[51:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3079s) all the way to the end and how is it

[51:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3079s) all the way to the end and how is it different to this one is different to

[51:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3081s) different to this one is different to

[51:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3081s) different to this one is different to that

[51:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3081s) that

[51:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3082s) that do you mind if I come to that um I I

[51:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3085s) do you mind if I come to that um I I

[51:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3085s) do you mind if I come to that um I I want to mention two things that I think

[51:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3087s) want to mention two things that I think

[51:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3087s) want to mention two things that I think are are relevant here um I think the

[51:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3089s) are are relevant here um I think the

[51:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3089s) are are relevant here um I think the first one is when we're building a

[51:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3091s) first one is when we're building a

[51:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3091s) first one is when we're building a harness for a specific type of use case

[51:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3093s) harness for a specific type of use case

[51:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3093s) harness for a specific type of use case it's a bit different from the coding

[51:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3096s) it's a bit different from the coding

[51:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3096s) it's a bit different from the coding assistant world of agents because with

[51:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3097s) assistant world of agents because with

[51:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3097s) assistant world of agents because with the coding assistance we usually the

[51:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3100s) the coding assistance we usually the

[51:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3100s) the coding assistance we usually the code is a means to an end right like we

[51:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3102s) code is a means to an end right like we

[51:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3102s) code is a means to an end right like we we're building something that performs

[51:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3104s) we're building something that performs

[51:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3104s) we're building something that performs an action. It's a product, is a an app,

[51:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3107s) an action. It's a product, is a an app,

[51:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3107s) an action. It's a product, is a an app, whatever that is. Um, in this case, the

[51:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3109s) whatever that is. Um, in this case, the

[51:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3109s) whatever that is. Um, in this case, the agent is helping us like analyze, solve

[51:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3112s) agent is helping us like analyze, solve

[51:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3112s) agent is helping us like analyze, solve a problem, and work us through that. So,

[51:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3116s) a problem, and work us through that. So,

[51:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3116s) a problem, and work us through that. So, the the gigantic spec for this like

[52:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3120s) the the gigantic spec for this like

[52:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3120s) the the gigantic spec for this like let's say for Franchesco's wedding,

[52:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3122s) let's say for Franchesco's wedding,

[52:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3122s) let's say for Franchesco's wedding, things will change like it will evolve,

[52:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3124s) things will change like it will evolve,

[52:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3124s) things will change like it will evolve, it will change. And then if we go back

[52:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3126s) it will change. And then if we go back

[52:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3126s) it will change. And then if we go back to the everchanging spec, we are relying

[52:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3130s) to the everchanging spec, we are relying

[52:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3130s) to the everchanging spec, we are relying again on the determin on the

[52:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3132s) again on the determin on the

[52:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3132s) again on the determin on the non-determinism of the agent to

[52:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3134s) non-determinism of the agent to

[52:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3134s) non-determinism of the agent to interpret that that can be very very

[52:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3136s) interpret that that can be very very

[52:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3136s) interpret that that can be very very very um robust and perform this the the

[52:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3140s) very um robust and perform this the the

[52:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3140s) very um robust and perform this the the correct thing. So the harness

[52:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3142s) correct thing. So the harness

[52:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3142s) correct thing. So the harness essentially breaks down what would be

[52:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3145s) essentially breaks down what would be

[52:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3145s) essentially breaks down what would be the spec in opinionated sections if that

[52:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3149s) the spec in opinionated sections if that

[52:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3149s) the spec in opinionated sections if that makes sense. Um and I think the second

[52:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3151s) makes sense. Um and I think the second

[52:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3151s) makes sense. Um and I think the second thing to complement with that and is

[52:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3153s) thing to complement with that and is

[52:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3153s) thing to complement with that and is actually something I wanted to to like

[52:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3155s) actually something I wanted to to like

[52:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3155s) actually something I wanted to to like ground on our experience from data. I

[52:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3157s) ground on our experience from data. I

[52:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3157s) ground on our experience from data. I don't know how many of you work in data

[52:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3160s) don't know how many of you work in data

[52:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3160s) don't know how many of you work in data engineering analytics or anything like

[52:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3162s) engineering analytics or anything like

[52:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3162s) engineering analytics or anything like that. Yeah. I think something else that

[52:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3165s) that. Yeah. I think something else that

[52:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3165s) that. Yeah. I think something else that we bring from this word in these

[52:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3166s) we bring from this word in these

[52:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3166s) we bring from this word in these principles is the idea that um metric

[52:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3170s) principles is the idea that um metric

[52:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3170s) principles is the idea that um metric definitions and dimension definitions

[52:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3172s) definitions and dimension definitions

[52:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3172s) definitions and dimension definitions always change. like in our experience

[52:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3174s) always change. like in our experience

[52:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3174s) always change. like in our experience we've like [snorts] had many many many

[52:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3176s) we've like [snorts] had many many many

[52:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3176s) we've like [snorts] had many many many times and I'm sure many of you as well

[52:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3179s) times and I'm sure many of you as well

[52:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3179s) times and I'm sure many of you as well um that conversation were is this number

[53:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3181s) um that conversation were is this number

[53:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3181s) um that conversation were is this number correct? I don't know. It sounds like it

[53:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3184s) correct? I don't know. It sounds like it

[53:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3184s) correct? I don't know. It sounds like it is, but we're never sure and then if

[53:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3186s) is, but we're never sure and then if

[53:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3186s) is, but we're never sure and then if we're never sure, is the number correct?

[53:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3188s) we're never sure, is the number correct?

[53:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3188s) we're never sure, is the number correct? Um, I think this is also coming from

[53:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3189s) Um, I think this is also coming from

[53:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3190s) Um, I think this is also coming from that perspective is that to the point

[53:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3192s) that perspective is that to the point

[53:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3192s) that perspective is that to the point where we trust the agent as well as we

[53:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3195s) where we trust the agent as well as we

[53:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3195s) where we trust the agent as well as we trust a dashboard or a metric or a

[53:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3197s) trust a dashboard or a metric or a

[53:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3197s) trust a dashboard or a metric or a visualization. Um, we've reached

[53:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3199s) visualization. Um, we've reached

[53:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3199s) visualization. Um, we've reached alignment with it and the harness can

[53:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3202s) alignment with it and the harness can

[53:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3202s) alignment with it and the harness can continue guiding us into that alignment

[53:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3204s) continue guiding us into that alignment

[53:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3204s) continue guiding us into that alignment continuing to be true over time. But

[53:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3207s) continuing to be true over time. But

[53:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3207s) continuing to be true over time. But premises will change, source data will

[53:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3209s) premises will change, source data will

[53:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3209s) premises will change, source data will change, context will change. And then

[53:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3212s) change, context will change. And then

[53:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3212s) change, context will change. And then having the harness able to adapt to that

[53:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3215s) having the harness able to adapt to that

[53:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3215s) having the harness able to adapt to that is like recognizing that this change

[53:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3217s) is like recognizing that this change

[53:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3217s) is like recognizing that this change will be a thing um rather than having to

[53:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3222s) will be a thing um rather than having to

[53:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3222s) will be a thing um rather than having to every time pro prompt again and go back

[53:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3225s) every time pro prompt again and go back

[53:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3225s) every time pro prompt again and go back to the process. Does that make sense?

[53:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3229s) to the process. Does that make sense?

[53:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3229s) to the process. Does that make sense? Yep.

[53:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3234s) Follow question on that. any complnt

[53:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3236s) Follow question on that. any complnt

[53:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3236s) Follow question on that. any complnt this perspective

[53:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3239s) this perspective

[53:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3239s) this perspective because most most workable thing you are

[54:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3243s) because most most workable thing you are

[54:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3243s) because most most workable thing you are developing something even though it's

[54:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3245s) developing something even though it's

[54:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3245s) developing something even though it's subject to change through different

[54:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3247s) subject to change through different

[54:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3247s) subject to change through different iterations you are developing something

[54:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3250s) iterations you are developing something

[54:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3250s) iterations you are developing something with

[54:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3252s) with

[54:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3252s) with an AI agent can be part of this flow as

[54:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3254s) an AI agent can be part of this flow as

[54:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3254s) an AI agent can be part of this flow as well

[54:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3254s) well

[54:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3254s) well absolutely use that this part this

[54:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3257s) absolutely use that this part this

[54:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3257s) absolutely use that this part this harness to do that it

[54:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3260s) harness to do that it

[54:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3260s) harness to do that it absolutely and this like under the hood

[54:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3264s) absolutely and this like under the hood

[54:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3264s) absolutely and this like under the hood this is essentially what's happening as

[54:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3266s) this is essentially what's happening as

[54:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3266s) this is essentially what's happening as well. So when we have when we're

[54:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3269s) well. So when we have when we're

[54:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3269s) well. So when we have when we're creating

[54:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3271s) creating

[54:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3271s) creating um the

[54:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3273s) um the

[54:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3273s) um the if you if you look under the hood in the

[54:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3276s) if you if you look under the hood in the

[54:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3276s) if you if you look under the hood in the my folder, you're going to have

[54:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3278s) my folder, you're going to have

[54:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3278s) my folder, you're going to have everything that is saved. So you can

[54:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3282s) everything that is saved. So you can

[54:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3282s) everything that is saved. So you can think of this as the spec that's behind

[54:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3285s) think of this as the spec that's behind

[54:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3285s) think of this as the spec that's behind the harness. So absolutely like the same

[54:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3287s) the harness. So absolutely like the same

[54:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3287s) the harness. So absolutely like the same principle applies here in the in the

[54:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3289s) principle applies here in the in the

[54:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3289s) principle applies here in the in the specdriven development for again coding

[54:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3291s) specdriven development for again coding

[54:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3291s) specdriven development for again coding agents is usually used. you have

[54:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3293s) agents is usually used. you have

[54:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3293s) agents is usually used. you have something that is the source of um

[54:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3295s) something that is the source of um

[54:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3296s) something that is the source of um definition for the thing being built. In

[54:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3298s) definition for the thing being built. In

[54:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3298s) definition for the thing being built. In this case, it's the same thing. The

[55:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3300s) this case, it's the same thing. The

[55:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3300s) this case, it's the same thing. The difference is that we surface that

[55:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3301s) difference is that we surface that

[55:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3301s) difference is that we surface that through opinionated like uh workflows

[55:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3304s) through opinionated like uh workflows

[55:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3304s) through opinionated like uh workflows rather than a single um looking document

[55:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3307s) rather than a single um looking document

[55:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3307s) rather than a single um looking document if that makes sense.

[55:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3311s) All right, cool. So,

[55:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3316s) that's another thing you can try out. um

[55:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3319s) that's another thing you can try out. um

[55:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3319s) that's another thing you can try out. um you can try and change how a calculation

[55:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3322s) you can try and change how a calculation

[55:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3322s) you can try and change how a calculation works. Uh and you're likely going to get

[55:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3325s) works. Uh and you're likely going to get

[55:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3325s) works. Uh and you're likely going to get some push back from the harness. Just to

[55:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3327s) some push back from the harness. Just to

[55:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3327s) some push back from the harness. Just to reiterate, the point of the harness is

[55:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3329s) reiterate, the point of the harness is

[55:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3329s) reiterate, the point of the harness is to guide you and force you to do the

[55:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3332s) to guide you and force you to do the

[55:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3332s) to guide you and force you to do the right thing. And the principles are here

[55:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3334s) right thing. And the principles are here

[55:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3334s) right thing. And the principles are here to help you make the right decision

[55:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3336s) to help you make the right decision

[55:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3336s) to help you make the right decision every time. So again if you go try and

[55:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3339s) every time. So again if you go try and

[55:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3339s) every time. So again if you go try and change uh multiplication for a an

[55:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3342s) change uh multiplication for a an

[55:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3342s) change uh multiplication for a an aggregation you may just go make the

[55:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3345s) aggregation you may just go make the

[55:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3345s) aggregation you may just go make the quick edit save the file success you

[55:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3348s) quick edit save the file success you

[55:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3348s) quick edit save the file success you sabot attach the analysis but when you

[55:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3350s) sabot attach the analysis but when you

[55:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3350s) sabot attach the analysis but when you run the test you won't be able to

[55:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3352s) run the test you won't be able to

[55:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3352s) run the test you won't be able to actually reach any conclusion of the

[55:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3354s) actually reach any conclusion of the

[55:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3354s) actually reach any conclusion of the analysis you wanted to do h because the

[55:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3357s) analysis you wanted to do h because the

[55:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3357s) analysis you wanted to do h because the hardness is going to stop you by its own

[55:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3359s) hardness is going to stop you by its own

[55:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3359s) hardness is going to stop you by its own like definitions and the way it was

[56:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3361s) like definitions and the way it was

[56:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3361s) like definitions and the way it was built. Um,

[56:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3364s) built. Um,

[56:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3364s) built. Um, should we move on

[56:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3367s) should we move on

[56:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3367s) should we move on evidence?

[56:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3368s) evidence?

[56:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3368s) evidence? Er, evidence is the whole thing I was

[56:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3371s) Er, evidence is the whole thing I was

[56:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3371s) Er, evidence is the whole thing I was saying before about the receipts, having

[56:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3373s) saying before about the receipts, having

[56:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3373s) saying before about the receipts, having the receipts and being able to show that

[56:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3376s) the receipts and being able to show that

[56:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3376s) the receipts and being able to show that well, yeah, this is where this came

[56:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3377s) well, yeah, this is where this came

[56:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3378s) well, yeah, this is where this came from. This is correct because of in

[56:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3380s) from. This is correct because of in

[56:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3380s) from. This is correct because of in doing that causality relationship. So it

[56:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3384s) doing that causality relationship. So it

[56:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3384s) doing that causality relationship. So it builds on the second principle as since

[56:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3388s) builds on the second principle as since

[56:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3388s) builds on the second principle as since you have code that is tested as well as

[56:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3391s) you have code that is tested as well as

[56:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3391s) you have code that is tested as well as everything else h you have a trail that

[56:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3393s) everything else h you have a trail that

[56:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3394s) everything else h you have a trail that you can follow backwards. So you have a

[56:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3396s) you can follow backwards. So you have a

[56:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3396s) you can follow backwards. So you have a way to substantiate the decisions you're

[56:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3398s) way to substantiate the decisions you're

[56:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3398s) way to substantiate the decisions you're making and you have the evidence

[56:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3401s) making and you have the evidence

[56:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3401s) making and you have the evidence and it's important in this principle

[56:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3404s) and it's important in this principle

[56:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3404s) and it's important in this principle because a principle is something you

[56:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3406s) because a principle is something you

[56:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3406s) because a principle is something you need to interpret right and I don't want

[56:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3408s) need to interpret right and I don't want

[56:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3408s) need to interpret right and I don't want to leave you with a very vague

[56:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3410s) to leave you with a very vague

[56:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3410s) to leave you with a very vague ambitional thing like oh yeah do

[56:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3413s) ambitional thing like oh yeah do

[56:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3413s) ambitional thing like oh yeah do evidence it's awesome but what is what

[56:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3417s) evidence it's awesome but what is what

[56:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3417s) evidence it's awesome but what is what about evidence is something that you

[56:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3419s) about evidence is something that you

[57:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3420s) about evidence is something that you need to take care of going back to being

[57:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3422s) need to take care of going back to being

[57:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3422s) need to take care of going back to being data professionals this is something

[57:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3424s) data professionals this is something

[57:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3424s) data professionals this is something that bites us on a weekly basis. Erh,

[57:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3428s) that bites us on a weekly basis. Erh,

[57:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3428s) that bites us on a weekly basis. Erh, not all information is the same. If you

[57:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3431s) not all information is the same. If you

[57:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3431s) not all information is the same. If you really want to present a piece of

[57:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3433s) really want to present a piece of

[57:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3433s) really want to present a piece of analysis or you went to do some

[57:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3435s) analysis or you went to do some

[57:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3435s) analysis or you went to do some financial analysis on a potential

[57:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3437s) financial analysis on a potential

[57:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3437s) financial analysis on a potential investment for your firm, you need to

[57:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3440s) investment for your firm, you need to

[57:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3440s) investment for your firm, you need to show where your numbers came from

[57:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3443s) show where your numbers came from

[57:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3443s) show where your numbers came from and be able to attribute your decision

[57:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3445s) and be able to attribute your decision

[57:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3445s) and be able to attribute your decision to the body of evidence you had. Erh so

[57:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3450s) to the body of evidence you had. Erh so

[57:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3450s) to the body of evidence you had. Erh so since we can show where everything came

[57:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3453s) since we can show where everything came

[57:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3453s) since we can show where everything came from uh there's some mistakes we want to

[57:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3457s) from uh there's some mistakes we want to

[57:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3457s) from uh there's some mistakes we want to avoid where everything is treated as a

[57:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3459s) avoid where everything is treated as a

[57:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3459s) avoid where everything is treated as a fact. So oh yeah this number you gave me

[57:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3463s) fact. So oh yeah this number you gave me

[57:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3463s) fact. So oh yeah this number you gave me for the number of um I don't know going

[57:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3466s) for the number of um I don't know going

[57:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3466s) for the number of um I don't know going back to my wedding the number of people

[57:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3468s) back to my wedding the number of people

[57:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3468s) back to my wedding the number of people invited is a fact. Turns out my fiance

[57:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3471s) invited is a fact. Turns out my fiance

[57:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3471s) invited is a fact. Turns out my fiance invited three more people didn't tell

[57:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3472s) invited three more people didn't tell

[57:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3472s) invited three more people didn't tell me. Now my whole model is wrong. uh and

[57:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3476s) me. Now my whole model is wrong. uh and

[57:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3476s) me. Now my whole model is wrong. uh and I'm trying to reduce it to a very simple

[57:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3478s) I'm trying to reduce it to a very simple

[57:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3478s) I'm trying to reduce it to a very simple example but I think you can imagine how

[58:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3481s) example but I think you can imagine how

[58:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3481s) example but I think you can imagine how having a wrong assumption somewhere and

[58:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3483s) having a wrong assumption somewhere and

[58:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3483s) having a wrong assumption somewhere and not knowing where it came from can be

[58:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3485s) not knowing where it came from can be

[58:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3485s) not knowing where it came from can be fatal for any financial analysis.

[58:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3488s) fatal for any financial analysis.

[58:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3488s) fatal for any financial analysis. Um

[58:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3490s) Um

[58:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3490s) Um so let's say in the world of a gentic

[58:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3495s) so let's say in the world of a gentic

[58:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3495s) so let's say in the world of a gentic building it's very easy to assume

[58:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3498s) building it's very easy to assume

[58:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3498s) building it's very easy to assume something or treat something as a

[58:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3500s) something or treat something as a

[58:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3500s) something or treat something as a gueststimate. erh the model can't tell

[58:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3504s) gueststimate. erh the model can't tell

[58:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3504s) gueststimate. erh the model can't tell what is a hard truth and what is an

[58:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3506s) what is a hard truth and what is an

[58:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3506s) what is a hard truth and what is an estimation. So you need to enforce that

[58:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3508s) estimation. So you need to enforce that

[58:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3508s) estimation. So you need to enforce that through the design of your hardness.

[58:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3511s) through the design of your hardness.

[58:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3511s) through the design of your hardness. Erh, and another example where this kind

[58:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3514s) Erh, and another example where this kind

[58:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3514s) Erh, and another example where this kind of like falls fall into pieces really

[58:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3516s) of like falls fall into pieces really

[58:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3516s) of like falls fall into pieces really quickly is imagine you have a data

[58:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3520s) quickly is imagine you have a data

[58:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3520s) quickly is imagine you have a data person, an analyst, something coming to

[58:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3522s) person, an analyst, something coming to

[58:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3522s) person, an analyst, something coming to you and being like, "No, no, no. Here's

[58:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3524s) you and being like, "No, no, no. Here's

[58:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3524s) you and being like, "No, no, no. Here's the result. Trust me, I run the

[58:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3525s) the result. Trust me, I run the

[58:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3525s) the result. Trust me, I run the numbers." Do you trust that as a Yeah, I

[58:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3528s) numbers." Do you trust that as a Yeah, I

[58:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3528s) numbers." Do you trust that as a Yeah, I see some like no.

[58:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3532s) see some like no.

[58:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3532s) see some like no. I don't think anyone here will want to

[58:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3534s) I don't think anyone here will want to

[58:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3534s) I don't think anyone here will want to see all the logs and the math behind a

[58:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3537s) see all the logs and the math behind a

[58:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3537s) see all the logs and the math behind a single number. But just having the trace

[59:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3540s) single number. But just having the trace

[59:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3540s) single number. But just having the trace to figure out, okay, I can follow back

[59:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3542s) to figure out, okay, I can follow back

[59:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3542s) to figure out, okay, I can follow back this decision increased increases

[59:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3545s) this decision increased increases

[59:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3545s) this decision increased increases confidence for us humans quite a bit.

[59:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3548s) confidence for us humans quite a bit.

[59:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3548s) confidence for us humans quite a bit. Erh, so we have some like different

[59:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3552s) Erh, so we have some like different

[59:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3552s) Erh, so we have some like different examples here. Erh, unstructured

[59:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3554s) examples here. Erh, unstructured

[59:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3554s) examples here. Erh, unstructured thoughts in a chat needs to be labeled

[59:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3557s) thoughts in a chat needs to be labeled

[59:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3557s) thoughts in a chat needs to be labeled as an interpretation. the agent

[59:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3559s) as an interpretation. the agent

[59:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3559s) as an interpretation. the agent reasoning or pulling information from

[59:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3561s) reasoning or pulling information from

[59:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3561s) reasoning or pulling information from memory needs to be treated as an

[59:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3563s) memory needs to be treated as an

[59:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3563s) memory needs to be treated as an assumption and then if I submit a bank

[59:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3565s) assumption and then if I submit a bank

[59:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3566s) assumption and then if I submit a bank statement what is there to discuss like

[59:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3568s) statement what is there to discuss like

[59:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3568s) statement what is there to discuss like that is a fact that's how much I spent

[59:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3571s) that is a fact that's how much I spent

[59:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3571s) that is a fact that's how much I spent etc

[59:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3573s) etc

[59:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3573s) etc if I take like go back again to being a

[59:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3576s) if I take like go back again to being a

[59:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3576s) if I take like go back again to being a data person data labeling and making

[59:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3579s) data person data labeling and making

[59:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3579s) data person data labeling and making sure that you have a curated

[59:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3581s) sure that you have a curated

[59:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3581s) sure that you have a curated data set for either training something

[59:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3584s) data set for either training something

[59:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3584s) data set for either training something or running any process is paramount and

[59:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3586s) or running any process is paramount and

[59:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3586s) or running any process is paramount and this is basically the same thing you

[59:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3588s) this is basically the same thing you

[59:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3588s) this is basically the same thing you just need to assign the right level of

[59:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3592s) just need to assign the right level of

[59:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3592s) just need to assign the right level of importance to the evidence you're

[59:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3594s) importance to the evidence you're

[59:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3594s) importance to the evidence you're gathering and make sure that you gather

[59:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3595s) gathering and make sure that you gather

[59:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3595s) gathering and make sure that you gather as much as as much of it as you can.

[59:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3599s) as much as as much of it as you can.

[59:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3599s) as much as as much of it as you can. Um, this is a really funny one, but

[1:00:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3603s) Um, this is a really funny one, but

[1:00:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3604s) Um, this is a really funny one, but evidence also goes into the code. So,

[1:00:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3606s) evidence also goes into the code. So,

[1:00:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3606s) evidence also goes into the code. So, it's not just where do you get this

[1:00:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3608s) it's not just where do you get this

[1:00:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3608s) it's not just where do you get this number from, but how did you get this

[1:00:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3612s) number from, but how did you get this

[1:00:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3612s) number from, but how did you get this number? And I had I have an anecdote

[1:00:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3615s) number? And I had I have an anecdote

[1:00:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3615s) number? And I had I have an anecdote where someone was using the master file.

[1:00:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3618s) where someone was using the master file.

[1:00:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3618s) where someone was using the master file. In every company there's a master file

[1:00:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3620s) In every company there's a master file

[1:00:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3620s) In every company there's a master file and is favorited in the share drive and

[1:00:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3623s) and is favorited in the share drive and

[1:00:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3623s) and is favorited in the share drive and whatever. And that person puts some

[1:00:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3625s) whatever. And that person puts some

[1:00:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3625s) whatever. And that person puts some numbers in there and everything looked

[1:00:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3627s) numbers in there and everything looked

[1:00:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3627s) numbers in there and everything looked fine. The master file had some

[1:00:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3629s) fine. The master file had some

[1:00:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3629s) fine. The master file had some assumptions

[1:00:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3630s) assumptions

[1:00:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3630s) assumptions of what range of values were reasonable.

[1:00:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3634s) of what range of values were reasonable.

[1:00:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3634s) of what range of values were reasonable. That person didn't know because the file

[1:00:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3635s) That person didn't know because the file

[1:00:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3636s) That person didn't know because the file changed. They didn't do anything wrong.

[1:00:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3637s) changed. They didn't do anything wrong.

[1:00:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3637s) changed. They didn't do anything wrong. They just didn't know the file changed.

[1:00:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3639s) They just didn't know the file changed.

[1:00:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3639s) They just didn't know the file changed. Uh and then the results were entirely

[1:00:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3641s) Uh and then the results were entirely

[1:00:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3641s) Uh and then the results were entirely wrong. And the same will happen with

[1:00:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3644s) wrong. And the same will happen with

[1:00:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3644s) wrong. And the same will happen with deterministic code you build with your

[1:00:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3646s) deterministic code you build with your

[1:00:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3646s) deterministic code you build with your harness. If you don't have a way to

[1:00:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3650s) harness. If you don't have a way to

[1:00:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3650s) harness. If you don't have a way to having a traceability even for changes

[1:00:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3652s) having a traceability even for changes

[1:00:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3652s) having a traceability even for changes you make in your code, you're leaving

[1:00:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3654s) you make in your code, you're leaving

[1:00:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3654s) you make in your code, you're leaving yourself uh vulnerable for blind spots

[1:00:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3657s) yourself uh vulnerable for blind spots

[1:00:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3657s) yourself uh vulnerable for blind spots on the process change. The inputs were

[1:00:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3659s) on the process change. The inputs were

[1:00:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3659s) on the process change. The inputs were the same.

[1:01:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3661s) the same.

[1:01:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3661s) the same. Erh skipping ahead a bit.

[1:01:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3668s) So if we're following from the example,

[1:01:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3675s) can you open any of them?

[1:01:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3677s) can you open any of them?

[1:01:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3677s) can you open any of them? Yes,

[1:01:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3679s) Yes,

[1:01:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3679s) Yes, the evidence is highlighted. Erh,

[1:01:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3683s) the evidence is highlighted. Erh,

[1:01:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3683s) the evidence is highlighted. Erh, and again,

[1:01:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3686s) and again,

[1:01:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3686s) and again, you can see like the areas that you care

[1:01:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3688s) you can see like the areas that you care

[1:01:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3688s) you can see like the areas that you care about through the example by just like

[1:01:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3690s) about through the example by just like

[1:01:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3690s) about through the example by just like clicking on the bottom and then seeing

[1:01:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3691s) clicking on the bottom and then seeing

[1:01:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3691s) clicking on the bottom and then seeing the bits that get highlighted.

[1:01:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3694s) the bits that get highlighted.

[1:01:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3694s) the bits that get highlighted. But this is how the flow of information

[1:01:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3696s) But this is how the flow of information

[1:01:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3696s) But this is how the flow of information goes through and what parts are proposed

[1:01:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3699s) goes through and what parts are proposed

[1:01:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3699s) goes through and what parts are proposed by an assistant like you can show the

[1:01:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3701s) by an assistant like you can show the

[1:01:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3701s) by an assistant like you can show the receipts of where where this came from.

[1:01:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3703s) receipts of where where this came from.

[1:01:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3703s) receipts of where where this came from. Looking at other implementations of

[1:01:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3706s) Looking at other implementations of

[1:01:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3706s) Looking at other implementations of financial analysts in the industry

[1:01:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3709s) financial analysts in the industry

[1:01:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3709s) financial analysts in the industry you get traceability down to the data

[1:01:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3712s) you get traceability down to the data

[1:01:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3712s) you get traceability down to the data set like you know which uh connector or

[1:01:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3716s) set like you know which uh connector or

[1:01:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3716s) set like you know which uh connector or which supplier of data gave you the

[1:01:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3718s) which supplier of data gave you the

[1:01:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3718s) which supplier of data gave you the information that whatever Apple had this

[1:02:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3721s) information that whatever Apple had this

[1:02:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3721s) information that whatever Apple had this price at this point of the day. if

[1:02:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3723s) price at this point of the day. if

[1:02:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3723s) price at this point of the day. if you're doing something about trading or

[1:02:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3724s) you're doing something about trading or

[1:02:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3724s) you're doing something about trading or investing in stocks and shares. So, this

[1:02:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3727s) investing in stocks and shares. So, this

[1:02:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3727s) investing in stocks and shares. So, this is extremely important. I don't think we

[1:02:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3730s) is extremely important. I don't think we

[1:02:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3730s) is extremely important. I don't think we need to spend any more time here unless

[1:02:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3732s) need to spend any more time here unless

[1:02:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3732s) need to spend any more time here unless anyone has any questions.

[1:02:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3735s) anyone has any questions.

[1:02:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3736s) anyone has any questions. Oh, good.

[1:02:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3737s) Oh, good.

[1:02:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3738s) Oh, good. Cool.

[1:02:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3743s) So, here's a few things you can try. Um,

[1:02:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3748s) So, here's a few things you can try. Um,

[1:02:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3748s) So, here's a few things you can try. Um, so you can add a little bit of a a

[1:02:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3751s) so you can add a little bit of a a

[1:02:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3751s) so you can add a little bit of a a curveball to the agent. Just typing in

[1:02:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3753s) curveball to the agent. Just typing in

[1:02:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3753s) curveball to the agent. Just typing in the chat and you will see how some of

[1:02:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3757s) the chat and you will see how some of

[1:02:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3757s) the chat and you will see how some of those evidence lines or some of the

[1:02:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3760s) those evidence lines or some of the

[1:02:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3760s) those evidence lines or some of the inputs that go into the rest of your

[1:02:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3761s) inputs that go into the rest of your

[1:02:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3761s) inputs that go into the rest of your process change and it it's able to trace

[1:02:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3765s) process change and it it's able to trace

[1:02:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3765s) process change and it it's able to trace that it came from you correcting some

[1:02:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3768s) that it came from you correcting some

[1:02:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3768s) that it came from you correcting some fact in the chat.

[1:02:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3774s) And another example is erh if you want

[1:02:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3777s) And another example is erh if you want

[1:02:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3778s) And another example is erh if you want to go and make a change and click on the

[1:03:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3781s) to go and make a change and click on the

[1:03:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3781s) to go and make a change and click on the underlined figure that changed. It

[1:03:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3784s) underlined figure that changed. It

[1:03:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3784s) underlined figure that changed. It should show you all the way back where

[1:03:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3786s) should show you all the way back where

[1:03:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3786s) should show you all the way back where this came from and why it matters for

[1:03:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3788s) this came from and why it matters for

[1:03:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3788s) this came from and why it matters for the rest of your calculation.

[1:03:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3792s) I'm going to say something that might

[1:03:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3795s) I'm going to say something that might

[1:03:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3795s) I'm going to say something that might feel repetitive. Um but again we are we

[1:03:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3799s) feel repetitive. Um but again we are we

[1:03:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3799s) feel repetitive. Um but again we are we are this this harness is an example of

[1:03:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3801s) are this this harness is an example of

[1:03:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3801s) are this this harness is an example of how to apply the principles. But I I'm

[1:03:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3803s) how to apply the principles. But I I'm

[1:03:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3803s) how to apply the principles. But I I'm sure everyone is thinking about your use

[1:03:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3805s) sure everyone is thinking about your use

[1:03:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3805s) sure everyone is thinking about your use cases, your companies, the agency you're

[1:03:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3807s) cases, your companies, the agency you're

[1:03:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3807s) cases, your companies, the agency you're building, the agency you're using, and

[1:03:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3809s) building, the agency you're using, and

[1:03:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3809s) building, the agency you're using, and how like to to to connect the dots and

[1:03:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3811s) how like to to to connect the dots and

[1:03:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3811s) how like to to to connect the dots and to to I don't know put the wires

[1:03:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3813s) to to I don't know put the wires

[1:03:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3813s) to to I don't know put the wires together. I think this is an an example

[1:03:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3815s) together. I think this is an an example

[1:03:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3815s) together. I think this is an an example we can think about when our users, our

[1:03:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3819s) we can think about when our users, our

[1:03:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3819s) we can think about when our users, our customers of the agents that we're

[1:03:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3821s) customers of the agents that we're

[1:03:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3821s) customers of the agents that we're building are using it. And again the

[1:03:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3825s) building are using it. And again the

[1:03:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3825s) building are using it. And again the trust that they have in your product in

[1:03:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3827s) trust that they have in your product in

[1:03:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3827s) trust that they have in your product in your agent and in the output is what

[1:03:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3829s) your agent and in the output is what

[1:03:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3829s) your agent and in the output is what will drive usage adoption improvement

[1:03:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3832s) will drive usage adoption improvement

[1:03:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3832s) will drive usage adoption improvement and so on through the loops that we

[1:03:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3835s) and so on through the loops that we

[1:03:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3835s) and so on through the loops that we mentioned through tracing evolves and so

[1:03:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3837s) mentioned through tracing evolves and so

[1:03:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3837s) mentioned through tracing evolves and so on. So again, I think um what's

[1:03:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3839s) on. So again, I think um what's

[1:03:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3839s) on. So again, I think um what's underlying here is when you're building

[1:04:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3842s) underlying here is when you're building

[1:04:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3842s) underlying here is when you're building a a harness, make sure that you can um

[1:04:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3846s) a a harness, make sure that you can um

[1:04:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3846s) a a harness, make sure that you can um make this happen to uh your customers

[1:04:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3849s) make this happen to uh your customers

[1:04:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3849s) make this happen to uh your customers that are using your users that are using

[1:04:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3852s) that are using your users that are using

[1:04:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3852s) that are using your users that are using so that they trust the results that your

[1:04:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3854s) so that they trust the results that your

[1:04:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3854s) so that they trust the results that your agent is giving them. Again, maybe

[1:04:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3856s) agent is giving them. Again, maybe

[1:04:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3856s) agent is giving them. Again, maybe repetitive, but like making sure we uh

[1:04:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3860s) repetitive, but like making sure we uh

[1:04:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3860s) repetitive, but like making sure we uh draw get everything together as we go.

[1:04:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3864s) draw get everything together as we go.

[1:04:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3864s) draw get everything together as we go. Before

[1:04:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3868s) we move on, anyone has any example of a

[1:04:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3871s) we move on, anyone has any example of a

[1:04:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3871s) we move on, anyone has any example of a time where having the evidence trail

[1:04:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3874s) time where having the evidence trail

[1:04:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3874s) time where having the evidence trail would have saved you a lot of pain?

[1:04:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3879s) I see nodding like painful

[1:04:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3881s) I see nodding like painful

[1:04:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3882s) I see nodding like painful acknowledgement, but if anything you

[1:04:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3883s) acknowledgement, but if anything you

[1:04:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3883s) acknowledgement, but if anything you want to share, more than happy to to

[1:04:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3887s) want to share, more than happy to to

[1:04:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3887s) want to share, more than happy to to hear you out. Otherwise, we can carry

[1:04:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3888s) hear you out. Otherwise, we can carry

[1:04:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3888s) hear you out. Otherwise, we can carry on.

[1:04:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3891s) on.

[1:04:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3891s) on. basically every single time you try to

[1:04:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3893s) basically every single time you try to

[1:04:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3893s) basically every single time you try to do something. And

[1:04:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3896s) do something. And

[1:04:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3896s) do something. And so I'm playing with this. I really like

[1:04:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3898s) so I'm playing with this. I really like

[1:04:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3898s) so I'm playing with this. I really like the idea of being able to show the

[1:05:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3900s) the idea of being able to show the

[1:05:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3900s) the idea of being able to show the receipts and everything. That's

[1:05:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3902s) receipts and everything. That's

[1:05:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3902s) receipts and everything. That's basically every single conversation I

[1:05:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3904s) basically every single conversation I

[1:05:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3904s) basically every single conversation I have with an agent, whether I'm coding

[1:05:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3906s) have with an agent, whether I'm coding

[1:05:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3906s) have with an agent, whether I'm coding or like working on a deck or something.

[1:05:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3908s) or like working on a deck or something.

[1:05:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3908s) or like working on a deck or something. I'm like, "Where did this number come

[1:05:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3910s) I'm like, "Where did this number come

[1:05:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3910s) I'm like, "Where did this number come from?" Like, "Well, we talked about this

[1:05:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3912s) from?" Like, "Well, we talked about this

[1:05:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3912s) from?" Like, "Well, we talked about this blah blah blah blah blah." I'm like, "It

[1:05:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3914s) blah blah blah blah blah." I'm like, "It

[1:05:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3914s) blah blah blah blah blah." I'm like, "It would be nice if I could just be able to

[1:05:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3917s) would be nice if I could just be able to

[1:05:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3917s) would be nice if I could just be able to show me specifically like the paper

[1:05:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3922s) show me specifically like the paper

[1:05:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3922s) show me specifically like the paper I like the that you use a presentation

[1:05:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3925s) I like the that you use a presentation

[1:05:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3925s) I like the that you use a presentation as an example

[1:05:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3927s) as an example

[1:05:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3927s) as an example because I had an example myself where I

[1:05:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3931s) because I had an example myself where I

[1:05:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3931s) because I had an example myself where I was trying as hard as I could to not

[1:05:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3933s) was trying as hard as I could to not

[1:05:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3934s) was trying as hard as I could to not have to resize text boxes in Google

[1:05:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3937s) have to resize text boxes in Google

[1:05:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3937s) have to resize text boxes in Google Slides for a good like month and a half.

[1:05:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3940s) Slides for a good like month and a half.

[1:05:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3940s) Slides for a good like month and a half. So I was forcing my way into having

[1:05:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3943s) So I was forcing my way into having

[1:05:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3943s) So I was forcing my way into having something that could help me build

[1:05:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3944s) something that could help me build

[1:05:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3944s) something that could help me build slides. Erh, and I had a really nice

[1:05:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3947s) slides. Erh, and I had a really nice

[1:05:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3947s) slides. Erh, and I had a really nice harness that would like dig into the

[1:05:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3949s) harness that would like dig into the

[1:05:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3949s) harness that would like dig into the problem, get all the relevant documents

[1:05:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3952s) problem, get all the relevant documents

[1:05:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3952s) problem, get all the relevant documents and help me highlight what are the key

[1:05:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3954s) and help me highlight what are the key

[1:05:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3954s) and help me highlight what are the key points that I wanted to present to the

[1:05:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3956s) points that I wanted to present to the

[1:05:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3956s) points that I wanted to present to the team. And turns out in my conversations,

[1:06:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3961s) team. And turns out in my conversations,

[1:06:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3961s) team. And turns out in my conversations, I never caught the fact that when I ask

[1:06:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3963s) I never caught the fact that when I ask

[1:06:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3963s) I never caught the fact that when I ask for a modification and give an example,

[1:06:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3967s) for a modification and give an example,

[1:06:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3967s) for a modification and give an example, the model will fixate on the example so

[1:06:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3970s) the model will fixate on the example so

[1:06:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3970s) the model will fixate on the example so hard that it will put it everywhere in

[1:06:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3973s) hard that it will put it everywhere in

[1:06:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3973s) hard that it will put it everywhere in my presentation. I didn't pick it up.

[1:06:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3976s) my presentation. I didn't pick it up.

[1:06:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3976s) my presentation. I didn't pick it up. So, you can imagine I was showing some

[1:06:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3979s) So, you can imagine I was showing some

[1:06:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3979s) So, you can imagine I was showing some colorful example to senior leadership

[1:06:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3982s) colorful example to senior leadership

[1:06:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3982s) colorful example to senior leadership and they were like, "Where did you get

[1:06:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3983s) and they were like, "Where did you get

[1:06:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3983s) and they were like, "Where did you get that number and that assumption?" And I

[1:06:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3985s) that number and that assumption?" And I

[1:06:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3985s) that number and that assumption?" And I was like, "That's crazy. I don't know

[1:06:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3988s) was like, "That's crazy. I don't know

[1:06:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3988s) was like, "That's crazy. I don't know where that came from. That's crazy." But

[1:06:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3991s) where that came from. That's crazy." But

[1:06:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3991s) where that came from. That's crazy." But yeah, it tends to happen. It's really

[1:06:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3992s) yeah, it tends to happen. It's really

[1:06:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3992s) yeah, it tends to happen. It's really annoying. And that trace of consequence

[1:06:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3995s) annoying. And that trace of consequence

[1:06:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3995s) annoying. And that trace of consequence can really hurt the trust that you have

[1:06:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3997s) can really hurt the trust that you have

[1:06:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3997s) can really hurt the trust that you have in your harness and the results it

[1:06:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3998s) in your harness and the results it

[1:06:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=3998s) in your harness and the results it produces.

[1:06:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4001s) produces.

[1:06:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4001s) produces. Let me carry on. So another principle is

[1:06:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4005s) Let me carry on. So another principle is

[1:06:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4005s) Let me carry on. So another principle is on accountability. Uh

[1:06:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4008s) on accountability. Uh

[1:06:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4008s) on accountability. Uh and this builds on the evidence because

[1:06:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4011s) and this builds on the evidence because

[1:06:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4011s) and this builds on the evidence because you only make a decision when you have

[1:06:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4014s) you only make a decision when you have

[1:06:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4014s) you only make a decision when you have some facts when you have some point of

[1:06:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4016s) some facts when you have some point of

[1:06:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4016s) some facts when you have some point of reference. Erh well I do want to say

[1:06:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4019s) reference. Erh well I do want to say

[1:06:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4019s) reference. Erh well I do want to say that but we all have that friend who

[1:07:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4021s) that but we all have that friend who

[1:07:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4021s) that but we all have that friend who speaks very confidently about something

[1:07:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4023s) speaks very confidently about something

[1:07:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4023s) speaks very confidently about something they don't know. So little bit of a

[1:07:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4025s) they don't know. So little bit of a

[1:07:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4025s) they don't know. So little bit of a counter example,

[1:07:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4028s) counter example,

[1:07:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4028s) counter example, but generally I think if there's one

[1:07:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4030s) but generally I think if there's one

[1:07:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4030s) but generally I think if there's one takeaway I would love for everyone here

[1:07:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4033s) takeaway I would love for everyone here

[1:07:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4033s) takeaway I would love for everyone here to feel aligned with is we are

[1:07:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4037s) to feel aligned with is we are

[1:07:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4037s) to feel aligned with is we are ultimately the responsible people, the

[1:07:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4039s) ultimately the responsible people, the

[1:07:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4039s) ultimately the responsible people, the accountable people for whatever AI

[1:07:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4042s) accountable people for whatever AI

[1:07:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4042s) accountable people for whatever AI agents do, right? Um and there's a funny

[1:07:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4045s) agents do, right? Um and there's a funny

[1:07:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4045s) agents do, right? Um and there's a funny thing where people discussing that AI is

[1:07:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4048s) thing where people discussing that AI is

[1:07:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4048s) thing where people discussing that AI is going to um you know we're not going to

[1:07:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4052s) going to um you know we're not going to

[1:07:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4052s) going to um you know we're not going to have any jobs because of AI. I always go

[1:07:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4055s) have any jobs because of AI. I always go

[1:07:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4055s) have any jobs because of AI. I always go to back to the fact that I get higher, I

[1:07:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4058s) to back to the fact that I get higher, I

[1:07:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4058s) to back to the fact that I get higher, I get paid partially because I am

[1:07:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4061s) get paid partially because I am

[1:07:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4061s) get paid partially because I am accountable for the results that I

[1:07:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4062s) accountable for the results that I

[1:07:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4062s) accountable for the results that I produce for the company, not for me

[1:07:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4064s) produce for the company, not for me

[1:07:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4064s) produce for the company, not for me sitting in a computer and typing some

[1:07:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4066s) sitting in a computer and typing some

[1:07:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4066s) sitting in a computer and typing some stuff. So there is an element of the

[1:07:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4069s) stuff. So there is an element of the

[1:07:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4069s) stuff. So there is an element of the human experience where the whole trust

[1:07:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4071s) human experience where the whole trust

[1:07:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4072s) human experience where the whole trust and accountability and working together

[1:07:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4073s) and accountability and working together

[1:07:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4074s) and accountability and working together as a team matters a lot. And how do you

[1:07:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4076s) as a team matters a lot. And how do you

[1:07:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4076s) as a team matters a lot. And how do you keep accountability high? You do need to

[1:07:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4079s) keep accountability high? You do need to

[1:07:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4079s) keep accountability high? You do need to be able to see under the hood, inside

[1:08:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4081s) be able to see under the hood, inside

[1:08:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4081s) be able to see under the hood, inside the black box, etc.

[1:08:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4084s) the black box, etc.

[1:08:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4084s) the black box, etc. Erh,

[1:08:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4086s) Erh,

[1:08:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4086s) Erh, I don't know who said this. I loved it.

[1:08:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4089s) I don't know who said this. I loved it.

[1:08:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4089s) I don't know who said this. I loved it. I never able to quote it, but agents

[1:08:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4092s) I never able to quote it, but agents

[1:08:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4092s) I never able to quote it, but agents face no real world consequences. You do.

[1:08:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4096s) face no real world consequences. You do.

[1:08:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4096s) face no real world consequences. You do. So

[1:08:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4097s) So

[1:08:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4098s) So I I love the show of hands thing, but it

[1:08:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4099s) I I love the show of hands thing, but it

[1:08:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4099s) I I love the show of hands thing, but it probably is the only resource I have.

[1:08:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4101s) probably is the only resource I have.

[1:08:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4101s) probably is the only resource I have. Maybe that's why.

[1:08:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4103s) Maybe that's why.

[1:08:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4103s) Maybe that's why. Has anyone seen either written or been

[1:08:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4106s) Has anyone seen either written or been

[1:08:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4106s) Has anyone seen either written or been told? Well, I don't know. That's what

[1:08:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4108s) told? Well, I don't know. That's what

[1:08:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4108s) told? Well, I don't know. That's what Claude gave me. [laughter]

[1:08:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4112s) Yeah,

[1:08:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4113s) Yeah,

[1:08:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4113s) Yeah, that feels great, right? Like, oh, that

[1:08:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4116s) that feels great, right? Like, oh, that

[1:08:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4116s) that feels great, right? Like, oh, that makes sense. Yeah. Yeah. Everything is

[1:08:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4118s) makes sense. Yeah. Yeah. Everything is

[1:08:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4118s) makes sense. Yeah. Yeah. Everything is forgiven. Don't worry. We face the

[1:08:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4121s) forgiven. Don't worry. We face the

[1:08:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4121s) forgiven. Don't worry. We face the consequences of what agents do. So,

[1:08:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4124s) consequences of what agents do. So,

[1:08:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4124s) consequences of what agents do. So, having accountability mechanisms in our

[1:08:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4127s) having accountability mechanisms in our

[1:08:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4127s) having accountability mechanisms in our harnesses

[1:08:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4129s) harnesses

[1:08:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4129s) harnesses reduces a lot the amount of stress you

[1:08:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4131s) reduces a lot the amount of stress you

[1:08:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4131s) reduces a lot the amount of stress you need to go through. Just going in your

[1:08:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4134s) need to go through. Just going in your

[1:08:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4134s) need to go through. Just going in your head like, "But do you think it made the

[1:08:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4136s) head like, "But do you think it made the

[1:08:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4136s) head like, "But do you think it made the wrong assumption here?" Whatever. Erh,

[1:09:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4141s) wrong assumption here?" Whatever. Erh,

[1:09:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4141s) wrong assumption here?" Whatever. Erh, so you want to reduce ambiguity and not

[1:09:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4145s) so you want to reduce ambiguity and not

[1:09:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4145s) so you want to reduce ambiguity and not remove it. Uh, I'm pretty sure a lot of

[1:09:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4148s) remove it. Uh, I'm pretty sure a lot of

[1:09:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4148s) remove it. Uh, I'm pretty sure a lot of people here will remember fondly the

[1:09:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4150s) people here will remember fondly the

[1:09:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4150s) people here will remember fondly the days prior to auto mode. Uh, who wants

[1:09:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4154s) days prior to auto mode. Uh, who wants

[1:09:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4154s) days prior to auto mode. Uh, who wants to go back to before when auto mode

[1:09:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4156s) to go back to before when auto mode

[1:09:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4156s) to go back to before when auto mode existed and you had to approve every

[1:09:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4157s) existed and you had to approve every

[1:09:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4157s) existed and you had to approve every single change by tapping enter?

[1:09:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4160s) single change by tapping enter?

[1:09:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4160s) single change by tapping enter? Yeah. Yeah. Lovely times.

[1:09:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4164s) Yeah. Yeah. Lovely times.

[1:09:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4164s) Yeah. Yeah. Lovely times. I still do it.

[1:09:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4167s) I still do it.

[1:09:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4167s) I still do it. Fair enough.

[1:09:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4170s) Fair enough.

[1:09:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4170s) Fair enough. [laughter]

[1:09:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4171s) [laughter]

[1:09:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4171s) [laughter] Fair enough.

[1:09:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4176s) And from all the let's say 100 taps you

[1:09:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4180s) And from all the let's say 100 taps you

[1:09:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4180s) And from all the let's say 100 taps you did, how many of them you failed where?

[1:09:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4182s) did, how many of them you failed where?

[1:09:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4182s) did, how many of them you failed where? I mean, come on. This is a oneline

[1:09:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4184s) I mean, come on. This is a oneline

[1:09:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4184s) I mean, come on. This is a oneline change versus this is important. Thank

[1:09:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4187s) change versus this is important. Thank

[1:09:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4187s) change versus this is important. Thank god I was looking at this. Yeah, I just

[1:09:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4189s) god I was looking at this. Yeah, I just

[1:09:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4189s) god I was looking at this. Yeah, I just pre

[1:09:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4198s) I used to do that a lot but now uh you

[1:10:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4201s) I used to do that a lot but now uh you

[1:10:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4201s) I used to do that a lot but now uh you have the set of tasks you review the

[1:10:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4203s) have the set of tasks you review the

[1:10:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4203s) have the set of tasks you review the task and then let it do it then I review

[1:10:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4206s) task and then let it do it then I review

[1:10:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4206s) task and then let it do it then I review at the end

[1:10:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4208s) at the end

[1:10:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4208s) at the end and and that's basic that's basically

[1:10:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4211s) and and that's basic that's basically

[1:10:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4211s) and and that's basic that's basically part of the hardness like the design is

[1:10:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4213s) part of the hardness like the design is

[1:10:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4213s) part of the hardness like the design is intentional so you review tasks instead

[1:10:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4216s) intentional so you review tasks instead

[1:10:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4216s) intentional so you review tasks instead of individual changes is and we're just

[1:10:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4219s) of individual changes is and we're just

[1:10:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4219s) of individual changes is and we're just providing you with a a reminder that

[1:10:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4221s) providing you with a a reminder that

[1:10:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4221s) providing you with a a reminder that when you're designing a harness, you

[1:10:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4223s) when you're designing a harness, you

[1:10:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4223s) when you're designing a harness, you want to make sure that you include on

[1:10:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4225s) want to make sure that you include on

[1:10:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4225s) want to make sure that you include on purpose those gates to make sure that

[1:10:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4228s) purpose those gates to make sure that

[1:10:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4228s) purpose those gates to make sure that you can still be accountable for what is

[1:10:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4230s) you can still be accountable for what is

[1:10:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4230s) you can still be accountable for what is being produced. Um so make sure that any

[1:10:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4234s) being produced. Um so make sure that any

[1:10:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4234s) being produced. Um so make sure that any judgment call, any disambiguation that

[1:10:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4237s) judgment call, any disambiguation that

[1:10:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4237s) judgment call, any disambiguation that is important, not the trivial ones,

[1:10:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4239s) is important, not the trivial ones,

[1:10:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4239s) is important, not the trivial ones, right? H you can get some hold of it

[1:10:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4242s) right? H you can get some hold of it

[1:10:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4242s) right? H you can get some hold of it still. H what happens without it? I

[1:10:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4246s) still. H what happens without it? I

[1:10:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4246s) still. H what happens without it? I don't know. The stoastic machine said it

[1:10:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4247s) don't know. The stoastic machine said it

[1:10:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4247s) don't know. The stoastic machine said it was fine. Amazing answer. Approving

[1:10:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4251s) was fine. Amazing answer. Approving

[1:10:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4251s) was fine. Amazing answer. Approving every calculation. The other side of the

[1:10:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4253s) every calculation. The other side of the

[1:10:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4253s) every calculation. The other side of the spectrum doesn't feel great. Or

[1:10:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4256s) spectrum doesn't feel great. Or

[1:10:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4256s) spectrum doesn't feel great. Or reviewing every PR line by line that

[1:10:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4258s) reviewing every PR line by line that

[1:10:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4258s) reviewing every PR line by line that your agents ship. Yeah, that it's not

[1:11:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4260s) your agents ship. Yeah, that it's not

[1:11:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4260s) your agents ship. Yeah, that it's not really well written, right?

[1:11:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4263s) really well written, right?

[1:11:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4263s) really well written, right? But yeah, it leads to a lot of either a

[1:11:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4265s) But yeah, it leads to a lot of either a

[1:11:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4265s) But yeah, it leads to a lot of either a lot of toil and unnecessary work if it's

[1:11:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4268s) lot of toil and unnecessary work if it's

[1:11:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4268s) lot of toil and unnecessary work if it's not designed um in a way that you know

[1:11:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4272s) not designed um in a way that you know

[1:11:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4272s) not designed um in a way that you know makes sense for the use cases.

[1:11:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4275s) makes sense for the use cases.

[1:11:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4275s) makes sense for the use cases. Erh.

[1:11:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4278s) Erh.

[1:11:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4278s) Erh. So what is the main takeaway on how to

[1:11:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4281s) So what is the main takeaway on how to

[1:11:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4281s) So what is the main takeaway on how to design a good mechanisms for

[1:11:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4283s) design a good mechanisms for

[1:11:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4283s) design a good mechanisms for accountability? Few gates with very high

[1:11:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4286s) accountability? Few gates with very high

[1:11:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4286s) accountability? Few gates with very high signal. Your example of the tasks and

[1:11:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4289s) signal. Your example of the tasks and

[1:11:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4289s) signal. Your example of the tasks and breaking it down in a way that you can

[1:11:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4292s) breaking it down in a way that you can

[1:11:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4292s) breaking it down in a way that you can reason about the the way they connect.

[1:11:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4295s) reason about the the way they connect.

[1:11:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4295s) reason about the the way they connect. It's a really good example h on where

[1:11:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4298s) It's a really good example h on where

[1:11:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4298s) It's a really good example h on where people do h reviews only on functional

[1:11:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4301s) people do h reviews only on functional

[1:11:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4301s) people do h reviews only on functional tests being passed. anything prior to

[1:11:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4304s) tests being passed. anything prior to

[1:11:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4304s) tests being passed. anything prior to that. I think you can be a little bit

[1:11:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4306s) that. I think you can be a little bit

[1:11:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4306s) that. I think you can be a little bit handwavy with yeah sure this looks about

[1:11:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4309s) handwavy with yeah sure this looks about

[1:11:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4309s) handwavy with yeah sure this looks about right but you wouldn't push anything

[1:11:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4311s) right but you wouldn't push anything

[1:11:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4311s) right but you wouldn't push anything into production that hasn't passed uh

[1:11:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4313s) into production that hasn't passed uh

[1:11:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4313s) into production that hasn't passed uh all your tests right so you put some

[1:11:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4316s) all your tests right so you put some

[1:11:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4316s) all your tests right so you put some gates in place but those gates need to

[1:11:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4319s) gates in place but those gates need to

[1:11:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4319s) gates in place but those gates need to be very high signal um

[1:12:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4321s) be very high signal um

[1:12:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4321s) be very high signal um and uh to to complement I think we're

[1:12:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4324s) and uh to to complement I think we're

[1:12:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4324s) and uh to to complement I think we're using some examples in the coding

[1:12:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4327s) using some examples in the coding

[1:12:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4327s) using some examples in the coding assistant world and and again this is

[1:12:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4329s) assistant world and and again this is

[1:12:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4329s) assistant world and and again this is not how we for instance approach things

[1:12:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4331s) not how we for instance approach things

[1:12:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4331s) not how we for instance approach things at at Monzo because of like a different

[1:12:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4334s) at at Monzo because of like a different

[1:12:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4334s) at at Monzo because of like a different context text, but when we this is

[1:12:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4336s) context text, but when we this is

[1:12:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4336s) context text, but when we this is bringing to to our hardness. I think we

[1:12:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4338s) bringing to to our hardness. I think we

[1:12:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4338s) bringing to to our hardness. I think we use the AI coding examples because

[1:12:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4339s) use the AI coding examples because

[1:12:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4339s) use the AI coding examples because they're close to us and they're the

[1:12:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4341s) they're close to us and they're the

[1:12:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4341s) they're close to us and they're the tools many of us are using on a on a

[1:12:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4343s) tools many of us are using on a on a

[1:12:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4343s) tools many of us are using on a on a daily basis. Uh but when we apply here

[1:12:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4345s) daily basis. Uh but when we apply here

[1:12:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4345s) daily basis. Uh but when we apply here is the the same thing that claude code

[1:12:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4348s) is the the same thing that claude code

[1:12:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4348s) is the the same thing that claude code does when they have a feature that

[1:12:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4351s) does when they have a feature that

[1:12:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4351s) does when they have a feature that allows you to gauge how much you want to

[1:12:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4354s) allows you to gauge how much you want to

[1:12:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4354s) allows you to gauge how much you want to be involved in the process. When we are

[1:12:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4355s) be involved in the process. When we are

[1:12:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4355s) be involved in the process. When we are building our financial harnesses, we can

[1:12:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4358s) building our financial harnesses, we can

[1:12:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4358s) building our financial harnesses, we can also guide our users in the in the same

[1:12:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4360s) also guide our users in the in the same

[1:12:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4360s) also guide our users in the in the same way.

[1:12:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4363s) way.

[1:12:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4363s) way. That is pretty spot on. Um, and again,

[1:12:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4367s) That is pretty spot on. Um, and again,

[1:12:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4367s) That is pretty spot on. Um, and again, just going back to the domain with

[1:12:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4369s) just going back to the domain with

[1:12:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4369s) just going back to the domain with money, there's some stuff you can leave

[1:12:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4372s) money, there's some stuff you can leave

[1:12:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4372s) money, there's some stuff you can leave the agent to figure out. For instance,

[1:12:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4376s) the agent to figure out. For instance,

[1:12:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4376s) the agent to figure out. For instance, if you have a few possible values for

[1:12:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4379s) if you have a few possible values for

[1:12:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4379s) if you have a few possible values for something, you're like, well, do three

[1:13:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4381s) something, you're like, well, do three

[1:13:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4381s) something, you're like, well, do three scenarios. It's probably going to be

[1:13:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4383s) scenarios. It's probably going to be

[1:13:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4383s) scenarios. It's probably going to be fine. But you want to review them side

[1:13:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4385s) fine. But you want to review them side

[1:13:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4385s) fine. But you want to review them side to side before making any decision. You

[1:13:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4387s) to side before making any decision. You

[1:13:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4388s) to side before making any decision. You wouldn't hand over entirely the keys to

[1:13:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4390s) wouldn't hand over entirely the keys to

[1:13:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4390s) wouldn't hand over entirely the keys to the kingdom to something that you don't

[1:13:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4392s) the kingdom to something that you don't

[1:13:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4392s) the kingdom to something that you don't necessarily trust is going to have your

[1:13:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4394s) necessarily trust is going to have your

[1:13:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4394s) necessarily trust is going to have your best interest in mind. Not that it will

[1:13:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4396s) best interest in mind. Not that it will

[1:13:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4396s) best interest in mind. Not that it will have an interest at mine, but um

[1:13:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4401s) have an interest at mine, but um

[1:13:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4401s) have an interest at mine, but um so this is a

[1:13:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4404s) so this is a

[1:13:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4404s) so this is a it's very important that you know that

[1:13:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4408s) it's very important that you know that

[1:13:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4408s) it's very important that you know that bad decisions carry forward into your

[1:13:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4411s) bad decisions carry forward into your

[1:13:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4411s) bad decisions carry forward into your other decisions. So the gates you design

[1:13:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4414s) other decisions. So the gates you design

[1:13:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4414s) other decisions. So the gates you design need to be fit for purpose. You need to

[1:13:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4416s) need to be fit for purpose. You need to

[1:13:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4416s) need to be fit for purpose. You need to know the use case really well in order

[1:13:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4419s) know the use case really well in order

[1:13:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4419s) know the use case really well in order to be able to put the gates where it

[1:13:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4421s) to be able to put the gates where it

[1:13:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4421s) to be able to put the gates where it matters. Otherwise, you're just adding

[1:13:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4424s) matters. Otherwise, you're just adding

[1:13:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4424s) matters. Otherwise, you're just adding before any decision, ask me and then it

[1:13:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4426s) before any decision, ask me and then it

[1:13:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4426s) before any decision, ask me and then it becomes very low signal again. Um and

[1:13:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4430s) becomes very low signal again. Um and

[1:13:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4430s) becomes very low signal again. Um and well for code you don't necessarily need

[1:13:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4432s) well for code you don't necessarily need

[1:13:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4432s) well for code you don't necessarily need to ask because the tests will speak for

[1:13:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4434s) to ask because the tests will speak for

[1:13:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4434s) to ask because the tests will speak for themselves. That's where the receipts

[1:13:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4436s) themselves. That's where the receipts

[1:13:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4436s) themselves. That's where the receipts come in handy because you only need to

[1:13:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4438s) come in handy because you only need to

[1:13:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4438s) come in handy because you only need to check that everything is passing and you

[1:14:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4440s) check that everything is passing and you

[1:14:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4440s) check that everything is passing and you will have a lot of confidence because of

[1:14:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4442s) will have a lot of confidence because of

[1:14:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4442s) will have a lot of confidence because of it.

[1:14:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4443s) it.

[1:14:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4444s) it. So if you go back to

[1:14:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4446s) So if you go back to

[1:14:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4446s) So if you go back to the demo,

[1:14:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4448s) the demo,

[1:14:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4448s) the demo, funnily enough, this plan is not very

[1:14:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4451s) funnily enough, this plan is not very

[1:14:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4451s) funnily enough, this plan is not very high on accountability.

[1:14:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4453s) high on accountability.

[1:14:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4453s) high on accountability. The only step is I will check everything

[1:14:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4457s) The only step is I will check everything

[1:14:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4457s) The only step is I will check everything that we calculated all the scenarios

[1:14:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4459s) that we calculated all the scenarios

[1:14:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4459s) that we calculated all the scenarios whatever and I will make a decision on

[1:14:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4461s) whatever and I will make a decision on

[1:14:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4461s) whatever and I will make a decision on how much I need to save every month.

[1:14:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4464s) how much I need to save every month.

[1:14:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4464s) how much I need to save every month. I mean still nice because no money is

[1:14:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4466s) I mean still nice because no money is

[1:14:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4466s) I mean still nice because no money is moving out of my bank account anywhere

[1:14:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4469s) moving out of my bank account anywhere

[1:14:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4469s) moving out of my bank account anywhere but yeah there's a accountability

[1:14:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4471s) but yeah there's a accountability

[1:14:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4471s) but yeah there's a accountability mechanism I feel confident that that

[1:14:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4473s) mechanism I feel confident that that

[1:14:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4473s) mechanism I feel confident that that will gate any anything else

[1:14:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4476s) will gate any anything else

[1:14:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4476s) will gate any anything else I think as a as a as an extra example

[1:14:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4478s) I think as a as a as an extra example

[1:14:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4478s) I think as a as a as an extra example like in this this challenge and decision

[1:14:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4481s) like in this this challenge and decision

[1:14:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4481s) like in this this challenge and decision here likely as we let's say we accept

[1:14:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4485s) here likely as we let's say we accept

[1:14:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4485s) here likely as we let's say we accept this and this is now marked as a

[1:14:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4487s) this and this is now marked as a

[1:14:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4487s) this and this is now marked as a decision we made if we ever use this

[1:14:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4490s) decision we made if we ever use this

[1:14:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4490s) decision we made if we ever use this information like the 20k landing on the

[1:14:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4492s) information like the 20k landing on the

[1:14:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4492s) information like the 20k landing on the same day as payment three as something

[1:14:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4495s) same day as payment three as something

[1:14:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4495s) same day as payment three as something that influences the final decision. This

[1:14:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4497s) that influences the final decision. This

[1:14:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4498s) that influences the final decision. This definitely comes with the with the

[1:14:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4499s) definitely comes with the with the

[1:14:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4499s) definitely comes with the with the accountability.

[1:15:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4500s) accountability.

[1:15:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4500s) accountability. Yeah.

[1:15:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4510s) Go up.

[1:15:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4511s) Go up.

[1:15:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4511s) Go up. No, I actually like I'm improvising a

[1:15:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4513s) No, I actually like I'm improvising a

[1:15:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4513s) No, I actually like I'm improvising a little bit, but if you scroll up a

[1:15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4515s) little bit, but if you scroll up a

[1:15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4515s) little bit, but if you scroll up a little bit.

[1:15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4515s) little bit.

[1:15:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4515s) little bit. Mhm. Erh this is like again not not

[1:15:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4518s) Mhm. Erh this is like again not not

[1:15:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4518s) Mhm. Erh this is like again not not priding myself of any good design at all

[1:15:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4521s) priding myself of any good design at all

[1:15:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4521s) priding myself of any good design at all anything the contrary but h you see we

[1:15:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4525s) anything the contrary but h you see we

[1:15:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4525s) anything the contrary but h you see we have a little bit of a weird structure

[1:15:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4527s) have a little bit of a weird structure

[1:15:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4527s) have a little bit of a weird structure there looks like a tree a little bit

[1:15:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4530s) there looks like a tree a little bit

[1:15:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4530s) there looks like a tree a little bit with something branching out joining

[1:15:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4531s) with something branching out joining

[1:15:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4532s) with something branching out joining back in that's another accountability

[1:15:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4534s) back in that's another accountability

[1:15:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4534s) back in that's another accountability mechanism as Philip is saying where

[1:15:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4536s) mechanism as Philip is saying where

[1:15:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4536s) mechanism as Philip is saying where there's some decisions the model will

[1:15:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4539s) there's some decisions the model will

[1:15:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4539s) there's some decisions the model will either assume and just try to verify

[1:15:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4542s) either assume and just try to verify

[1:15:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4542s) either assume and just try to verify with you like hey is this right is this

[1:15:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4544s) with you like hey is this right is this

[1:15:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4544s) with you like hey is this right is this the number you want to use here or just

[1:15:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4547s) the number you want to use here or just

[1:15:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4547s) the number you want to use here or just try to figure out things how they fit

[1:15:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4549s) try to figure out things how they fit

[1:15:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4549s) try to figure out things how they fit into the overall um system.

[1:15:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4553s) into the overall um system.

[1:15:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4553s) into the overall um system. We thought a good way to showcase that

[1:15:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4556s) We thought a good way to showcase that

[1:15:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4556s) We thought a good way to showcase that you need to design a harness that gives

[1:15:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4558s) you need to design a harness that gives

[1:15:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4558s) you need to design a harness that gives you the accountability is making sure

[1:16:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4560s) you the accountability is making sure

[1:16:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4560s) you the accountability is making sure that you can trace all the decisions

[1:16:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4562s) that you can trace all the decisions

[1:16:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4562s) that you can trace all the decisions that have been made who made them uh and

[1:16:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4566s) that have been made who made them uh and

[1:16:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4566s) that have been made who made them uh and have that sense of well this was

[1:16:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4568s) have that sense of well this was

[1:16:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4568s) have that sense of well this was something that the agent assumed and I

[1:16:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4571s) something that the agent assumed and I

[1:16:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4571s) something that the agent assumed and I let carry on in the rest of my flow or

[1:16:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4573s) let carry on in the rest of my flow or

[1:16:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4573s) let carry on in the rest of my flow or it's something that

[1:16:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4576s) it's something that

[1:16:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4576s) it's something that I provided a revised input to and the

[1:16:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4580s) I provided a revised input to and the

[1:16:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4580s) I provided a revised input to and the reason again I'm a very visual person

[1:16:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4583s) reason again I'm a very visual person

[1:16:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4583s) reason again I'm a very visual person that could be symptom of something. I

[1:16:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4584s) that could be symptom of something. I

[1:16:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4584s) that could be symptom of something. I don't know. But the reason I think it's

[1:16:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4587s) don't know. But the reason I think it's

[1:16:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4587s) don't know. But the reason I think it's kind of like a not a straight line

[1:16:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4589s) kind of like a not a straight line

[1:16:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4589s) kind of like a not a straight line conversation, but rather branching out

[1:16:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4591s) conversation, but rather branching out

[1:16:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4591s) conversation, but rather branching out and then branching back in is that when

[1:16:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4593s) and then branching back in is that when

[1:16:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4593s) and then branching back in is that when you're chatting with an agent, again,

[1:16:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4595s) you're chatting with an agent, again,

[1:16:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4595s) you're chatting with an agent, again, for financial purposes, you may reason

[1:16:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4598s) for financial purposes, you may reason

[1:16:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4598s) for financial purposes, you may reason about something after a decision has

[1:16:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4601s) about something after a decision has

[1:16:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4601s) about something after a decision has been made and you are well in your right

[1:16:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4604s) been made and you are well in your right

[1:16:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4604s) been made and you are well in your right to correct information and add more

[1:16:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4606s) to correct information and add more

[1:16:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4606s) to correct information and add more context. So, I think it's important that

[1:16:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4609s) context. So, I think it's important that

[1:16:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4609s) context. So, I think it's important that when you're creating an a harness that

[1:16:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4612s) when you're creating an a harness that

[1:16:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4612s) when you're creating an a harness that you not only build those gates for

[1:16:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4615s) you not only build those gates for

[1:16:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4615s) you not only build those gates for validating things, making sure that

[1:16:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4617s) validating things, making sure that

[1:16:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4617s) validating things, making sure that you're still accountable, but also for

[1:16:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4619s) you're still accountable, but also for

[1:16:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4619s) you're still accountable, but also for correcting the course and making sure

[1:17:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4621s) correcting the course and making sure

[1:17:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4621s) correcting the course and making sure that you can do so safely and it's not

[1:17:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4625s) that you can do so safely and it's not

[1:17:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4625s) that you can do so safely and it's not like, oh, because I typed this sentence

[1:17:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4627s) like, oh, because I typed this sentence

[1:17:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4627s) like, oh, because I typed this sentence in the chat, now all my analysis is

[1:17:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4629s) in the chat, now all my analysis is

[1:17:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4630s) in the chat, now all my analysis is gone. H that has happened to me many

[1:17:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4633s) gone. H that has happened to me many

[1:17:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4633s) gone. H that has happened to me many many times trying to solve a problem and

[1:17:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4636s) many times trying to solve a problem and

[1:17:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4636s) many times trying to solve a problem and maybe I was like dispersed dictating to

[1:17:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4639s) maybe I was like dispersed dictating to

[1:17:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4639s) maybe I was like dispersed dictating to my phone I said something in the middle

[1:17:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4641s) my phone I said something in the middle

[1:17:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4641s) my phone I said something in the middle of it and then the whole analysis is

[1:17:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4643s) of it and then the whole analysis is

[1:17:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4643s) of it and then the whole analysis is gone because I can't really take away

[1:17:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4646s) gone because I can't really take away

[1:17:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4646s) gone because I can't really take away that one sentence and please keep

[1:17:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4649s) that one sentence and please keep

[1:17:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4649s) that one sentence and please keep everything else as it was h so this

[1:17:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4651s) everything else as it was h so this

[1:17:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4651s) everything else as it was h so this gives us another means to be accountable

[1:17:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4654s) gives us another means to be accountable

[1:17:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4654s) gives us another means to be accountable for what goes into the system for

[1:17:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4657s) for what goes into the system for

[1:17:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4657s) for what goes into the system for financial analysis and what

[1:17:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4662s) Do you want to move to the slides? Yes.

[1:17:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4668s) Do you want to move to the slides? Yes.

[1:17:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4668s) Do you want to move to the slides? Yes. Okay, cool. So, uh, a few things we can

[1:17:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4670s) Okay, cool. So, uh, a few things we can

[1:17:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4670s) Okay, cool. So, uh, a few things we can try. Erh, you can go and and hover into

[1:17:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4675s) try. Erh, you can go and and hover into

[1:17:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4675s) try. Erh, you can go and and hover into the chip that guest that says how many

[1:17:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4677s) the chip that guest that says how many

[1:17:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4678s) the chip that guest that says how many guests we have in the wedding example.

[1:18:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4680s) guests we have in the wedding example.

[1:18:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4680s) guests we have in the wedding example. And you can add that that will add it to

[1:18:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4683s) And you can add that that will add it to

[1:18:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4683s) And you can add that that will add it to the chat and you can say, "Oh, actually,

[1:18:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4684s) the chat and you can say, "Oh, actually,

[1:18:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4684s) the chat and you can say, "Oh, actually, it's not this number. H we will get no

[1:18:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4687s) it's not this number. H we will get no

[1:18:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4687s) it's not this number. H we will get no fewer than 150 guests for instance. Erh

[1:18:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4690s) fewer than 150 guests for instance. Erh

[1:18:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4690s) fewer than 150 guests for instance. Erh that will get your harness to rethink

[1:18:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4693s) that will get your harness to rethink

[1:18:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4693s) that will get your harness to rethink the plan see the consequences of that

[1:18:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4696s) the plan see the consequences of that

[1:18:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4696s) the plan see the consequences of that input into other stuff and suggest a

[1:18:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4699s) input into other stuff and suggest a

[1:18:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4699s) input into other stuff and suggest a either a modification of your plan or

[1:18:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4702s) either a modification of your plan or

[1:18:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4702s) either a modification of your plan or just change the input whatever.

[1:18:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4705s) just change the input whatever.

[1:18:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4705s) just change the input whatever. The important part here is you build the

[1:18:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4707s) The important part here is you build the

[1:18:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4707s) The important part here is you build the feedback mechanism on purpose and you

[1:18:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4711s) feedback mechanism on purpose and you

[1:18:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4711s) feedback mechanism on purpose and you have some judgment over making sure that

[1:18:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4714s) have some judgment over making sure that

[1:18:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4714s) have some judgment over making sure that there is some consequential decision

[1:18:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4716s) there is some consequential decision

[1:18:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4716s) there is some consequential decision making on the fact that this input may

[1:18:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4719s) making on the fact that this input may

[1:18:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4719s) making on the fact that this input may change your whole analysis. H you need

[1:18:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4722s) change your whole analysis. H you need

[1:18:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4722s) change your whole analysis. H you need to be on top of making sure that those

[1:18:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4724s) to be on top of making sure that those

[1:18:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4724s) to be on top of making sure that those changes make sense.

[1:18:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4729s) The other thing you can try is on if you

[1:18:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4732s) The other thing you can try is on if you

[1:18:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4732s) The other thing you can try is on if you click on step five erh you can open up a

[1:18:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4737s) click on step five erh you can open up a

[1:18:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4737s) click on step five erh you can open up a new branch conversation like a branched

[1:19:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4740s) new branch conversation like a branched

[1:19:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4740s) new branch conversation like a branched conversation I think is the button on

[1:19:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4741s) conversation I think is the button on

[1:19:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4741s) conversation I think is the button on the chat at the bottom

[1:19:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4743s) the chat at the bottom

[1:19:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4743s) the chat at the bottom here.

[1:19:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4744s) here.

[1:19:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4744s) here. Yeah. Yeah. So you can open a new

[1:19:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4745s) Yeah. Yeah. So you can open a new

[1:19:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4745s) Yeah. Yeah. So you can open a new branch.

[1:19:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4748s) branch.

[1:19:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4748s) branch. Has anyone used the slash

[1:19:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4752s) Has anyone used the slash

[1:19:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4752s) Has anyone used the slash btw by the way thing on cloud?

[1:19:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4757s) How has been your experience using it?

[1:19:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4760s) How has been your experience using it?

[1:19:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4760s) How has been your experience using it? Sometimes it works, sometimes it

[1:19:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4762s) Sometimes it works, sometimes it

[1:19:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4762s) Sometimes it works, sometimes it doesn't.

[1:19:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4762s) doesn't.

[1:19:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4762s) doesn't. Sometimes it works, sometimes it

[1:19:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4764s) Sometimes it works, sometimes it

[1:19:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4764s) Sometimes it works, sometimes it doesn't. And it feels like you're doing

[1:19:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4765s) doesn't. And it feels like you're doing

[1:19:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4766s) doesn't. And it feels like you're doing an aside, but not really an aside. Aside

[1:19:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4768s) an aside, but not really an aside. Aside

[1:19:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4768s) an aside, but not really an aside. Aside it becomes a part of the context, right?

[1:19:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4773s) it becomes a part of the context, right?

[1:19:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4773s) it becomes a part of the context, right? But do you get a choice? Like maybe I

[1:19:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4776s) But do you get a choice? Like maybe I

[1:19:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4776s) But do you get a choice? Like maybe I have a stupid question in the middle of

[1:19:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4777s) have a stupid question in the middle of

[1:19:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4777s) have a stupid question in the middle of the conversation.

[1:19:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4778s) the conversation.

[1:19:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4778s) the conversation. No, I don't have a choice. I don't

[1:19:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4779s) No, I don't have a choice. I don't

[1:19:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4779s) No, I don't have a choice. I don't [laughter] if I ask a question then it

[1:19:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4781s) [laughter] if I ask a question then it

[1:19:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4781s) [laughter] if I ask a question then it becomes the part of the session.

[1:19:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4782s) becomes the part of the session.

[1:19:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4782s) becomes the part of the session. Yeah. Yeah.

[1:19:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4784s) Yeah. Yeah.

[1:19:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4784s) Yeah. Yeah. So in here, what we're trying to do, and

[1:19:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4787s) So in here, what we're trying to do, and

[1:19:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4787s) So in here, what we're trying to do, and going back to why we're doing it like

[1:19:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4789s) going back to why we're doing it like

[1:19:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4789s) going back to why we're doing it like this, we want to show you how it could

[1:19:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4791s) this, we want to show you how it could

[1:19:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4791s) this, we want to show you how it could feel if we design something with the

[1:19:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4794s) feel if we design something with the

[1:19:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4794s) feel if we design something with the intent of, well, this really needs to be

[1:19:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4797s) intent of, well, this really needs to be

[1:19:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4797s) intent of, well, this really needs to be an aside. I have too many stupid

[1:19:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4799s) an aside. I have too many stupid

[1:19:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4799s) an aside. I have too many stupid questions when I'm chatting with AI. So

[1:20:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4801s) questions when I'm chatting with AI. So

[1:20:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4801s) questions when I'm chatting with AI. So many. And it's shameful, but I end up

[1:20:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4804s) many. And it's shameful, but I end up

[1:20:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4804s) many. And it's shameful, but I end up having to open a separate chat because I

[1:20:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4806s) having to open a separate chat because I

[1:20:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4806s) having to open a separate chat because I don't trust it's not going to

[1:20:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4807s) don't trust it's not going to

[1:20:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4807s) don't trust it's not going to contaminate what I'm doing. And then I

[1:20:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4809s) contaminate what I'm doing. And then I

[1:20:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4809s) contaminate what I'm doing. And then I will take more time just being like,

[1:20:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4810s) will take more time just being like,

[1:20:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4810s) will take more time just being like, "Hey, this is a stupid question. please

[1:20:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4812s) "Hey, this is a stupid question. please

[1:20:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4812s) "Hey, this is a stupid question. please don't use for anything else is the

[1:20:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4815s) don't use for anything else is the

[1:20:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4815s) don't use for anything else is the please don't make any mistakes thing

[1:20:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4816s) please don't make any mistakes thing

[1:20:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4816s) please don't make any mistakes thing Philippe was saying

[1:20:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4817s) Philippe was saying

[1:20:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4817s) Philippe was saying h doesn't work quite well. So whatever

[1:20:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4820s) h doesn't work quite well. So whatever

[1:20:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4820s) h doesn't work quite well. So whatever you design if you have a feedback

[1:20:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4822s) you design if you have a feedback

[1:20:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4822s) you design if you have a feedback mechanism make sure that you tailor it

[1:20:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4824s) mechanism make sure that you tailor it

[1:20:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4824s) mechanism make sure that you tailor it to how you actually want to use it. Erh

[1:20:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4829s) to how you actually want to use it. Erh

[1:20:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4829s) to how you actually want to use it. Erh oops

[1:20:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4830s) oops

[1:20:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4830s) oops cool

[1:20:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4834s) and then as for h the last point the

[1:20:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4838s) and then as for h the last point the

[1:20:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4838s) and then as for h the last point the last principle will be verification. So

[1:20:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4842s) last principle will be verification. So

[1:20:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4842s) last principle will be verification. So you want a second pair of eyes and this

[1:20:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4845s) you want a second pair of eyes and this

[1:20:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4845s) you want a second pair of eyes and this builds on the principle of

[1:20:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4848s) builds on the principle of

[1:20:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4848s) builds on the principle of accountability

[1:20:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4849s) accountability

[1:20:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4850s) accountability because you are accountable for that

[1:20:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4852s) because you are accountable for that

[1:20:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4852s) because you are accountable for that review as well. Erh,

[1:20:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4856s) review as well. Erh,

[1:20:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4856s) review as well. Erh, and maybe that's too abstract, but has

[1:21:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4860s) and maybe that's too abstract, but has

[1:21:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4860s) and maybe that's too abstract, but has anyone been in a situation where someone

[1:21:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4864s) anyone been in a situation where someone

[1:21:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4864s) anyone been in a situation where someone h passed the blame on a bad decision to

[1:21:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4867s) h passed the blame on a bad decision to

[1:21:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4867s) h passed the blame on a bad decision to you or anyone else just on the basis of

[1:21:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4870s) you or anyone else just on the basis of

[1:21:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4870s) you or anyone else just on the basis of No, but Franchesco, review it.

[1:21:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4874s) No, but Franchesco, review it.

[1:21:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4874s) No, but Franchesco, review it. That happens.

[1:21:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4875s) That happens.

[1:21:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4875s) That happens. That happens. So, um, we were having a

[1:21:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4878s) That happens. So, um, we were having a

[1:21:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4878s) That happens. So, um, we were having a funny conversation like a month ago

[1:21:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4880s) funny conversation like a month ago

[1:21:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4880s) funny conversation like a month ago where a few a few people are starting to

[1:21:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4883s) where a few a few people are starting to

[1:21:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4884s) where a few a few people are starting to have thoughts that the burden of

[1:21:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4887s) have thoughts that the burden of

[1:21:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4888s) have thoughts that the burden of something being good or correct with VIP

[1:21:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4890s) something being good or correct with VIP

[1:21:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4890s) something being good or correct with VIP coding ends up being in the hands of the

[1:21:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4893s) coding ends up being in the hands of the

[1:21:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4893s) coding ends up being in the hands of the reviewer in a team that feels really

[1:21:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4895s) reviewer in a team that feels really

[1:21:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4895s) reviewer in a team that feels really demoralizing because you're just being

[1:21:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4898s) demoralizing because you're just being

[1:21:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4898s) demoralizing because you're just being given a bunch of stuff that sure looks

[1:21:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4901s) given a bunch of stuff that sure looks

[1:21:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4901s) given a bunch of stuff that sure looks about right, but then it's your

[1:21:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4903s) about right, but then it's your

[1:21:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4903s) about right, but then it's your responsibility responsibility ultimately

[1:21:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4906s) responsibility responsibility ultimately

[1:21:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4906s) responsibility responsibility ultimately to make sure that it is right.

[1:21:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4908s) to make sure that it is right.

[1:21:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4908s) to make sure that it is right. This whole principle of verification is

[1:21:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4910s) This whole principle of verification is

[1:21:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4910s) This whole principle of verification is just building more feedback loops so you

[1:21:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4913s) just building more feedback loops so you

[1:21:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4913s) just building more feedback loops so you don't have blind spots but without

[1:21:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4916s) don't have blind spots but without

[1:21:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4916s) don't have blind spots but without relegating any of the accountability.

[1:21:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4918s) relegating any of the accountability.

[1:21:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4918s) relegating any of the accountability. Ultimately, this is just extra

[1:22:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4920s) Ultimately, this is just extra

[1:22:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4920s) Ultimately, this is just extra information from a different source to

[1:22:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4922s) information from a different source to

[1:22:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4922s) information from a different source to avoid biases and avoid

[1:22:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4925s) avoid biases and avoid

[1:22:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4925s) avoid biases and avoid you getting stuck on your own thinking

[1:22:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4927s) you getting stuck on your own thinking

[1:22:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4927s) you getting stuck on your own thinking and your own processes. But it doesn't

[1:22:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4930s) and your own processes. But it doesn't

[1:22:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4930s) and your own processes. But it doesn't remove any of the responsibility or

[1:22:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4932s) remove any of the responsibility or

[1:22:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4932s) remove any of the responsibility or accountability.

[1:22:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4935s) accountability.

[1:22:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4935s) accountability. Um

[1:22:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4937s) Um

[1:22:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4937s) Um yeah, funny enough, expert experts often

[1:22:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4940s) yeah, funny enough, expert experts often

[1:22:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4940s) yeah, funny enough, expert experts often do not check every cell. And this is

[1:22:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4943s) do not check every cell. And this is

[1:22:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4943s) do not check every cell. And this is more on like my experience working with

[1:22:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4946s) more on like my experience working with

[1:22:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4946s) more on like my experience working with financial finance teams in data.

[1:22:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4951s) financial finance teams in data.

[1:22:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4951s) financial finance teams in data. They could open a spreadsheet and just

[1:22:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4953s) They could open a spreadsheet and just

[1:22:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4953s) They could open a spreadsheet and just look at the you know a few cells they

[1:22:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4956s) look at the you know a few cells they

[1:22:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4956s) look at the you know a few cells they know will give you a ballpark total and

[1:22:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4958s) know will give you a ballpark total and

[1:22:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4958s) know will give you a ballpark total and if it doesn't feel right they will let

[1:22:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4960s) if it doesn't feel right they will let

[1:22:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4960s) if it doesn't feel right they will let you know. It's like, how did we spend

[1:22:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4963s) you know. It's like, how did we spend

[1:22:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4963s) you know. It's like, how did we spend this much money on marketing? I don't

[1:22:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4964s) this much money on marketing? I don't

[1:22:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4964s) this much money on marketing? I don't think that's right. Uh, and it's a

[1:22:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4966s) think that's right. Uh, and it's a

[1:22:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4966s) think that's right. Uh, and it's a little bit of a gut reaction.

[1:22:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4969s) little bit of a gut reaction.

[1:22:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4969s) little bit of a gut reaction. You don't need a lot of effort. You

[1:22:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4971s) You don't need a lot of effort. You

[1:22:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4971s) You don't need a lot of effort. You don't need to like redo your plan

[1:22:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4973s) don't need to like redo your plan

[1:22:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4973s) don't need to like redo your plan entirely or challenge every decision

[1:22:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4974s) entirely or challenge every decision

[1:22:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4974s) entirely or challenge every decision you're made, but you do want to have a

[1:22:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4977s) you're made, but you do want to have a

[1:22:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4977s) you're made, but you do want to have a separate point of reference. Erh,

[1:23:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4982s) separate point of reference. Erh,

[1:23:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4982s) separate point of reference. Erh, I think I I had an example, but I don't

[1:23:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4986s) I think I I had an example, but I don't

[1:23:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4986s) I think I I had an example, but I don't remember what was it was something about

[1:23:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4989s) remember what was it was something about

[1:23:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4989s) remember what was it was something about a tweet that got really famous about

[1:23:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4991s) a tweet that got really famous about

[1:23:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4992s) a tweet that got really famous about Elon Musk having I don't know how many

[1:23:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4993s) Elon Musk having I don't know how many

[1:23:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4993s) Elon Musk having I don't know how many trillion dollars and someone saying

[1:23:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4996s) trillion dollars and someone saying

[1:23:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4996s) trillion dollars and someone saying like, well, he could give a million

[1:23:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4998s) like, well, he could give a million

[1:23:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=4998s) like, well, he could give a million dollars to every person in the world and

[1:23:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5001s) dollars to every person in the world and

[1:23:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5001s) dollars to every person in the world and still have money. And he was like,

[1:23:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5004s) still have money. And he was like,

[1:23:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5004s) still have money. And he was like, wait, what? That doesn't feel right.

[1:23:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5006s) wait, what? That doesn't feel right.

[1:23:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5006s) wait, what? That doesn't feel right. Like you read it and you're like, wait,

[1:23:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5007s) Like you read it and you're like, wait,

[1:23:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5007s) Like you read it and you're like, wait, what? Looks plausible. And then you're

[1:23:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5009s) what? Looks plausible. And then you're

[1:23:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5009s) what? Looks plausible. And then you're like, "No, no, that's not right." And

[1:23:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5012s) like, "No, no, that's not right." And

[1:23:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5012s) like, "No, no, that's not right." And that needed need that needed for you to

[1:23:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5015s) that needed need that needed for you to

[1:23:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5015s) that needed need that needed for you to look into the calculations the person

[1:23:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5017s) look into the calculations the person

[1:23:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5017s) look into the calculations the person made is like a little bit gut feeling.

[1:23:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5020s) made is like a little bit gut feeling.

[1:23:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5020s) made is like a little bit gut feeling. Um, so just having something review and

[1:23:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5023s) Um, so just having something review and

[1:23:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5023s) Um, so just having something review and give you a rough answer or some

[1:23:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5026s) give you a rough answer or some

[1:23:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5026s) give you a rough answer or some challenge if something doesn't look

[1:23:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5027s) challenge if something doesn't look

[1:23:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5027s) challenge if something doesn't look right is extremely helpful.

[1:23:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5029s) right is extremely helpful.

[1:23:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5029s) right is extremely helpful. Sorry.

[1:23:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5037s) supply.

[1:24:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5046s) That is such a good question. Uh I was

[1:24:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5048s) That is such a good question. Uh I was

[1:24:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5048s) That is such a good question. Uh I was trying to come up with a examples that

[1:24:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5050s) trying to come up with a examples that

[1:24:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5050s) trying to come up with a examples that feel more down to earth, but I think

[1:24:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5054s) feel more down to earth, but I think

[1:24:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5054s) feel more down to earth, but I think that's a very conversation to have. A

[1:24:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5057s) that's a very conversation to have. A

[1:24:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5057s) that's a very conversation to have. A good argument is if you're getting

[1:24:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5059s) good argument is if you're getting

[1:24:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5059s) good argument is if you're getting golden examples of how the data should

[1:24:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5062s) golden examples of how the data should

[1:24:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5062s) golden examples of how the data should look like, why would your process give

[1:24:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5065s) look like, why would your process give

[1:24:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5065s) look like, why would your process give you something different to that? Like

[1:24:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5066s) you something different to that? Like

[1:24:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5066s) you something different to that? Like why don't you just check with your

[1:24:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5067s) why don't you just check with your

[1:24:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5067s) why don't you just check with your golden examples? And this is something I

[1:24:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5071s) golden examples? And this is something I

[1:24:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5071s) golden examples? And this is something I I wanted to abstract away from the world

[1:24:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5073s) I wanted to abstract away from the world

[1:24:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5074s) I wanted to abstract away from the world of finance. You have a lot of sources of

[1:24:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5076s) of finance. You have a lot of sources of

[1:24:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5076s) of finance. You have a lot of sources of information, a lot of them. You always

[1:24:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5079s) information, a lot of them. You always

[1:24:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5079s) information, a lot of them. You always have another point of reference outside

[1:24:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5081s) have another point of reference outside

[1:24:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5081s) have another point of reference outside of your data. So if some sources you're

[1:24:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5084s) of your data. So if some sources you're

[1:24:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5084s) of your data. So if some sources you're using are claiming I don't know whatever

[1:24:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5087s) using are claiming I don't know whatever

[1:24:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5087s) using are claiming I don't know whatever fact a number you have the internet you

[1:24:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5091s) fact a number you have the internet you

[1:24:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5091s) fact a number you have the internet you should always try and

[1:24:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5094s) should always try and

[1:24:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5094s) should always try and enhance the signal you're getting by

[1:24:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5097s) enhance the signal you're getting by

[1:24:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5097s) enhance the signal you're getting by looking out look at all the resources

[1:24:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5099s) looking out look at all the resources

[1:24:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5099s) looking out look at all the resources that are not the ones that I'm using and

[1:25:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5102s) that are not the ones that I'm using and

[1:25:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5102s) that are not the ones that I'm using and you avoid that feedback loop where you

[1:25:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5105s) you avoid that feedback loop where you

[1:25:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5105s) you avoid that feedback loop where you only have the information you have

[1:25:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5107s) only have the information you have

[1:25:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5107s) only have the information you have available you only have your golden

[1:25:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5108s) available you only have your golden

[1:25:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5108s) available you only have your golden examples and everything looks right to

[1:25:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5110s) examples and everything looks right to

[1:25:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5110s) examples and everything looks right to me

[1:25:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5111s) me

[1:25:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5112s) me Always try to get a little bit creative

[1:25:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5113s) Always try to get a little bit creative

[1:25:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5113s) Always try to get a little bit creative when building a harness to try and guide

[1:25:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5117s) when building a harness to try and guide

[1:25:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5117s) when building a harness to try and guide which other uh points of reference it

[1:25:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5120s) which other uh points of reference it

[1:25:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5120s) which other uh points of reference it could use to help you make a better

[1:25:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5121s) could use to help you make a better

[1:25:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5122s) could use to help you make a better decision or to know if something is not

[1:25:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5123s) decision or to know if something is not

[1:25:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5123s) decision or to know if something is not quite right. Does that

[1:25:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5126s) quite right. Does that

[1:25:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5126s) quite right. Does that Yeah.

[1:25:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5138s) And I guess we generally try to work

[1:25:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5141s) And I guess we generally try to work

[1:25:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5141s) And I guess we generally try to work with

[1:25:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5142s) with

[1:25:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5142s) with whoever it is to like understand what

[1:25:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5145s) whoever it is to like understand what

[1:25:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5145s) whoever it is to like understand what would be the best set of things that

[1:25:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5147s) would be the best set of things that

[1:25:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5147s) would be the best set of things that agent should use.

[1:25:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5150s) agent should use.

[1:25:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5150s) agent should use. So trying to understand how that would

[1:25:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5156s) have been the optimal

[1:26:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5161s) to give you another example that could

[1:26:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5164s) to give you another example that could

[1:26:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5164s) to give you another example that could be useful. I think the golden examples

[1:26:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5167s) be useful. I think the golden examples

[1:26:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5167s) be useful. I think the golden examples give you your ground truth for making

[1:26:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5170s) give you your ground truth for making

[1:26:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5170s) give you your ground truth for making sure that you are within the right space

[1:26:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5174s) sure that you are within the right space

[1:26:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5174s) sure that you are within the right space but no domain is isolated. So what

[1:26:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5177s) but no domain is isolated. So what

[1:26:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5177s) but no domain is isolated. So what happened to me a lot of times when I was

[1:26:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5179s) happened to me a lot of times when I was

[1:26:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5179s) happened to me a lot of times when I was a BI analyst in some like company is

[1:26:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5183s) a BI analyst in some like company is

[1:26:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5183s) a BI analyst in some like company is that I thought what I wrote was really

[1:26:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5187s) that I thought what I wrote was really

[1:26:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5187s) that I thought what I wrote was really good. So my query was good. The number I

[1:26:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5189s) good. So my query was good. The number I

[1:26:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5189s) good. So my query was good. The number I got seemed reasonable and I was checking

[1:26:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5192s) got seemed reasonable and I was checking

[1:26:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5192s) got seemed reasonable and I was checking everything and nothing looked off. And

[1:26:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5195s) everything and nothing looked off. And

[1:26:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5195s) everything and nothing looked off. And then when I presented the dashboard to

[1:26:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5197s) then when I presented the dashboard to

[1:26:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5197s) then when I presented the dashboard to some stakeholder immediately went like

[1:26:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5200s) some stakeholder immediately went like

[1:26:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5200s) some stakeholder immediately went like that's not correct and I was like what

[1:26:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5202s) that's not correct and I was like what

[1:26:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5202s) that's not correct and I was like what do you mean? Do you know SQL more than I

[1:26:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5205s) do you mean? Do you know SQL more than I

[1:26:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5205s) do you mean? Do you know SQL more than I do? Did you do do the analysis with me?

[1:26:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5208s) do? Did you do do the analysis with me?

[1:26:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5208s) do? Did you do do the analysis with me? And turns out this person was from a

[1:26:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5211s) And turns out this person was from a

[1:26:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5211s) And turns out this person was from a separate team and they just had an idea

[1:26:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5214s) separate team and they just had an idea

[1:26:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5214s) separate team and they just had an idea of how many whatever sales were made in

[1:26:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5216s) of how many whatever sales were made in

[1:26:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5216s) of how many whatever sales were made in that year. So they knew instinctively

[1:27:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5220s) that year. So they knew instinctively

[1:27:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5220s) that year. So they knew instinctively that number can't be right because it

[1:27:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5222s) that number can't be right because it

[1:27:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5222s) that number can't be right because it means my information in this other place

[1:27:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5224s) means my information in this other place

[1:27:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5224s) means my information in this other place is incorrect. So it's not if we

[1:27:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5227s) is incorrect. So it's not if we

[1:27:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5227s) is incorrect. So it's not if we translate that to the agentic world the

[1:27:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5230s) translate that to the agentic world the

[1:27:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5230s) translate that to the agentic world the golden examples I will give my agent in

[1:27:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5232s) golden examples I will give my agent in

[1:27:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5232s) golden examples I will give my agent in my hardness will be based on like biases

[1:27:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5236s) my hardness will be based on like biases

[1:27:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5236s) my hardness will be based on like biases and selection bias and so on based on

[1:27:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5239s) and selection bias and so on based on

[1:27:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5239s) and selection bias and so on based on the domain and I picked them for the

[1:27:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5241s) the domain and I picked them for the

[1:27:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5241s) the domain and I picked them for the domain and I think they're good for the

[1:27:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5243s) domain and I think they're good for the

[1:27:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5243s) domain and I think they're good for the domain but when you look at a slightly

[1:27:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5246s) domain but when you look at a slightly

[1:27:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5246s) domain but when you look at a slightly tangential domain you may find out that

[1:27:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5249s) tangential domain you may find out that

[1:27:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5250s) tangential domain you may find out that actually this is nonsensical like this

[1:27:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5251s) actually this is nonsensical like this

[1:27:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5252s) actually this is nonsensical like this number is wrong just by looking at this

[1:27:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5253s) number is wrong just by looking at this

[1:27:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5254s) number is wrong just by looking at this other thing next to me I I don't even

[1:27:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5255s) other thing next to me I I don't even

[1:27:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5256s) other thing next to me I I don't even need to look again into my calculations.

[1:27:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5260s) Cool.

[1:27:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5262s) Cool.

[1:27:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5262s) Cool. Erh. So there is a concept called thing

[1:27:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5267s) Erh. So there is a concept called thing

[1:27:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5267s) Erh. So there is a concept called thing slicing

[1:27:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5269s) slicing

[1:27:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5269s) slicing where you have thin slices of your

[1:27:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5273s) where you have thin slices of your

[1:27:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5273s) where you have thin slices of your anecdotal experience and you know what

[1:27:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5276s) anecdotal experience and you know what

[1:27:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5276s) anecdotal experience and you know what things feel right or feel wrong based on

[1:27:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5279s) things feel right or feel wrong based on

[1:27:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5279s) things feel right or feel wrong based on your experience in your domain. Whatever

[1:28:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5281s) your experience in your domain. Whatever

[1:28:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5282s) your experience in your domain. Whatever analysis you're doing. the model will

[1:28:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5284s) analysis you're doing. the model will

[1:28:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5284s) analysis you're doing. the model will have an average of everyone else's

[1:28:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5287s) have an average of everyone else's

[1:28:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5287s) have an average of everyone else's experiences. So when you're building

[1:28:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5289s) experiences. So when you're building

[1:28:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5289s) experiences. So when you're building your hardness, you need to make sure

[1:28:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5291s) your hardness, you need to make sure

[1:28:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5291s) your hardness, you need to make sure that you can uh have a feedback

[1:28:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5293s) that you can uh have a feedback

[1:28:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5294s) that you can uh have a feedback mechanism so that you can verify from

[1:28:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5299s) mechanism so that you can verify from

[1:28:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5299s) mechanism so that you can verify from what the model thinks it knows all the

[1:28:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5302s) what the model thinks it knows all the

[1:28:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5302s) what the model thinks it knows all the way to what you think you know. And if

[1:28:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5306s) way to what you think you know. And if

[1:28:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5306s) way to what you think you know. And if you flip that convoluted sentence I just

[1:28:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5309s) you flip that convoluted sentence I just

[1:28:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5309s) you flip that convoluted sentence I just said it's the it's how we started the

[1:28:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5313s) said it's the it's how we started the

[1:28:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5313s) said it's the it's how we started the whole framework and all the principles

[1:28:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5315s) whole framework and all the principles

[1:28:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5315s) whole framework and all the principles where you're trying to get to that

[1:28:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5317s) where you're trying to get to that

[1:28:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5317s) where you're trying to get to that shared domain shared context. You're

[1:28:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5320s) shared domain shared context. You're

[1:28:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5320s) shared domain shared context. You're essentially translating your language

[1:28:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5323s) essentially translating your language

[1:28:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5323s) essentially translating your language into the training data set for the

[1:28:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5325s) into the training data set for the

[1:28:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5325s) into the training data set for the model. You're just working with the

[1:28:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5327s) model. You're just working with the

[1:28:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5327s) model. You're just working with the model to be like okay this is how I

[1:28:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5329s) model to be like okay this is how I

[1:28:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5329s) model to be like okay this is how I understand the problem or how my company

[1:28:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5332s) understand the problem or how my company

[1:28:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5332s) understand the problem or how my company does this. and then the model is helping

[1:28:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5334s) does this. and then the model is helping

[1:28:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5334s) does this. and then the model is helping like okay this is how would I fit it in

[1:28:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5337s) like okay this is how would I fit it in

[1:28:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5337s) like okay this is how would I fit it in my training data set here we're doing

[1:28:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5339s) my training data set here we're doing

[1:28:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5339s) my training data set here we're doing the opposite we're just saying okay I

[1:29:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5342s) the opposite we're just saying okay I

[1:29:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5342s) the opposite we're just saying okay I think we got to a point where you can

[1:29:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5343s) think we got to a point where you can

[1:29:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5343s) think we got to a point where you can make a reasonable judgment over this

[1:29:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5345s) make a reasonable judgment over this

[1:29:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5345s) make a reasonable judgment over this domain but let's have a feedback loop so

[1:29:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5349s) domain but let's have a feedback loop so

[1:29:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5349s) domain but let's have a feedback loop so I can tell you from my experience if

[1:29:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5350s) I can tell you from my experience if

[1:29:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5350s) I can tell you from my experience if this looks entirely off or if it looks

[1:29:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5353s) this looks entirely off or if it looks

[1:29:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5353s) this looks entirely off or if it looks reasonable so

[1:29:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5356s) reasonable so

[1:29:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5356s) reasonable so um

[1:29:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5358s) um

[1:29:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5358s) um yes it's probably fine may look nothing

[1:29:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5360s) yes it's probably fine may look nothing

[1:29:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5360s) yes it's probably fine may look nothing like yours

[1:29:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5362s) like yours

[1:29:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5362s) like yours I think is a way good way to describe it

[1:29:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5365s) I think is a way good way to describe it

[1:29:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5365s) I think is a way good way to describe it like yeah it looks about right and then

[1:29:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5367s) like yeah it looks about right and then

[1:29:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5368s) like yeah it looks about right and then turns out your company does care about

[1:29:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5370s) turns out your company does care about

[1:29:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5370s) turns out your company does care about that 5% difference it makes a world of a

[1:29:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5373s) that 5% difference it makes a world of a

[1:29:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5373s) that 5% difference it makes a world of a difference when you're building hardness

[1:29:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5375s) difference when you're building hardness

[1:29:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5375s) difference when you're building hardness for your team that you're aware that

[1:29:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5377s) for your team that you're aware that

[1:29:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5377s) for your team that you're aware that that 5% it will be a deal breaker for

[1:29:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5380s) that 5% it will be a deal breaker for

[1:29:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5380s) that 5% it will be a deal breaker for the whole team.

[1:29:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5382s) the whole team.

[1:29:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5382s) the whole team. Um there's some stuff that happens if

[1:29:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5385s) Um there's some stuff that happens if

[1:29:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5385s) Um there's some stuff that happens if you don't have um a way to do this. So

[1:29:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5389s) you don't have um a way to do this. So

[1:29:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5389s) you don't have um a way to do this. So checking everything line by line or

[1:29:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5391s) checking everything line by line or

[1:29:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5391s) checking everything line by line or checking nothing or you know no sense of

[1:29:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5394s) checking nothing or you know no sense of

[1:29:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5394s) checking nothing or you know no sense of what about right looks like and if you

[1:29:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5397s) what about right looks like and if you

[1:29:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5397s) what about right looks like and if you don't have that point of reference your

[1:29:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5398s) don't have that point of reference your

[1:29:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5398s) don't have that point of reference your harness won't have it either. So you

[1:30:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5400s) harness won't have it either. So you

[1:30:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5400s) harness won't have it either. So you need to build those kind of like

[1:30:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5402s) need to build those kind of like

[1:30:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5402s) need to build those kind of like external validation points.

[1:30:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5407s) I'm going to skip through some of this.

[1:30:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5413s) And for the verification, it's those

[1:30:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5415s) And for the verification, it's those

[1:30:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5415s) And for the verification, it's those notes in the H decision as well where

[1:30:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5421s) notes in the H decision as well where

[1:30:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5421s) notes in the H decision as well where we're adding uh an external point of

[1:30:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5424s) we're adding uh an external point of

[1:30:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5424s) we're adding uh an external point of reference to some of the stuff the model

[1:30:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5427s) reference to some of the stuff the model

[1:30:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5427s) reference to some of the stuff the model thought it knew.

[1:30:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5437s) It's kind of satisfac satisfactory when

[1:30:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5439s) It's kind of satisfac satisfactory when

[1:30:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5439s) It's kind of satisfac satisfactory when the thing just like

[1:30:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5441s) the thing just like

[1:30:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5441s) the thing just like the branch go comes back. Yeah, exactly.

[1:30:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5444s) the branch go comes back. Yeah, exactly.

[1:30:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5444s) the branch go comes back. Yeah, exactly. And again, I think it creates a a trace

[1:30:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5447s) And again, I think it creates a a trace

[1:30:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5447s) And again, I think it creates a a trace to to um be able to like the the thin

[1:30:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5451s) to to um be able to like the the thin

[1:30:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5452s) to to um be able to like the the thin slice and the quick instinctive look

[1:30:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5454s) slice and the quick instinctive look

[1:30:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5454s) slice and the quick instinctive look also comes from from this because you

[1:30:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5456s) also comes from from this because you

[1:30:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5456s) also comes from from this because you understand the thought process that the

[1:30:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5458s) understand the thought process that the

[1:30:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5458s) understand the thought process that the agent went through and not only the the

[1:31:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5460s) agent went through and not only the the

[1:31:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5460s) agent went through and not only the the output only.

[1:31:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5466s) I go back. Yes.

[1:31:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5468s) I go back. Yes.

[1:31:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5468s) I go back. Yes. So, as with the other examples, if

[1:31:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5472s) So, as with the other examples, if

[1:31:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5472s) So, as with the other examples, if you're still following along, there's a

[1:31:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5474s) you're still following along, there's a

[1:31:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5474s) you're still following along, there's a few things you can try. So, you can open

[1:31:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5476s) few things you can try. So, you can open

[1:31:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5476s) few things you can try. So, you can open a branch uh on a tagged challenge.

[1:31:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5480s) a branch uh on a tagged challenge.

[1:31:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5480s) a branch uh on a tagged challenge. That's basically a separate agent that

[1:31:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5483s) That's basically a separate agent that

[1:31:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5483s) That's basically a separate agent that we tasked with reviewing the plan,

[1:31:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5485s) we tasked with reviewing the plan,

[1:31:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5485s) we tasked with reviewing the plan, reviewing the assumptions, and then

[1:31:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5487s) reviewing the assumptions, and then

[1:31:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5487s) reviewing the assumptions, and then doing some healthy challenge. Does this

[1:31:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5490s) doing some healthy challenge. Does this

[1:31:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5490s) doing some healthy challenge. Does this read reasonable? Um so just click it

[1:31:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5494s) read reasonable? Um so just click it

[1:31:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5494s) read reasonable? Um so just click it open it up and then you will see how

[1:31:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5498s) open it up and then you will see how

[1:31:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5498s) open it up and then you will see how just Philippe did it will join back into

[1:31:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5500s) just Philippe did it will join back into

[1:31:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5500s) just Philippe did it will join back into the trunk and actually change the plan.

[1:31:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5502s) the trunk and actually change the plan.

[1:31:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5502s) the trunk and actually change the plan. So there is a consequence

[1:31:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5505s) So there is a consequence

[1:31:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5505s) So there is a consequence and we think this is another important

[1:31:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5508s) and we think this is another important

[1:31:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5508s) and we think this is another important part of being intentional with the

[1:31:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5511s) part of being intentional with the

[1:31:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5511s) part of being intentional with the design of your harnesses.

[1:31:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5514s) design of your harnesses.

[1:31:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5514s) design of your harnesses. We could have left it as LLM as a judge.

[1:31:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5517s) We could have left it as LLM as a judge.

[1:31:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5517s) We could have left it as LLM as a judge. So for every decision, for every plan,

[1:32:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5520s) So for every decision, for every plan,

[1:32:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5520s) So for every decision, for every plan, whatever, spin another uh agent and then

[1:32:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5523s) whatever, spin another uh agent and then

[1:32:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5523s) whatever, spin another uh agent and then do a review and call it a day. The

[1:32:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5526s) do a review and call it a day. The

[1:32:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5526s) do a review and call it a day. The problem is if there's no feedback loop,

[1:32:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5528s) problem is if there's no feedback loop,

[1:32:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5528s) problem is if there's no feedback loop, our financial decision or decision

[1:32:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5529s) our financial decision or decision

[1:32:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5530s) our financial decision or decision whatsoever doesn't improve at all. So

[1:32:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5532s) whatsoever doesn't improve at all. So

[1:32:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5532s) whatsoever doesn't improve at all. So that's part of the design, the taste you

[1:32:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5535s) that's part of the design, the taste you

[1:32:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5535s) that's part of the design, the taste you need to build h to create fitforpurpose

[1:32:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5539s) need to build h to create fitforpurpose

[1:32:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5539s) need to build h to create fitforpurpose harnesses for whatever use cases you

[1:32:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5541s) harnesses for whatever use cases you

[1:32:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5541s) harnesses for whatever use cases you have. Then the other thing you can try

[1:32:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5543s) have. Then the other thing you can try

[1:32:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5543s) have. Then the other thing you can try is opening another and just clicking on

[1:32:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5546s) is opening another and just clicking on

[1:32:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5546s) is opening another and just clicking on dismiss. And we did that on purpose

[1:32:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5549s) dismiss. And we did that on purpose

[1:32:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5549s) dismiss. And we did that on purpose because sometimes as I was saying before

[1:32:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5551s) because sometimes as I was saying before

[1:32:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5551s) because sometimes as I was saying before some conversations don't actually change

[1:32:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5553s) some conversations don't actually change

[1:32:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5553s) some conversations don't actually change anything or not material to your process

[1:32:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5557s) anything or not material to your process

[1:32:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5557s) anything or not material to your process and you will know better. So you need to

[1:32:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5560s) and you will know better. So you need to

[1:32:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5560s) and you will know better. So you need to have that kind of like point of

[1:32:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5561s) have that kind of like point of

[1:32:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5561s) have that kind of like point of reference for validating things. Um

[1:32:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5566s) reference for validating things. Um

[1:32:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5566s) reference for validating things. Um so just to summarize and leave this on

[1:32:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5568s) so just to summarize and leave this on

[1:32:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5568s) so just to summarize and leave this on the screen for a moment. Um, if you're

[1:32:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5570s) the screen for a moment. Um, if you're

[1:32:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5570s) the screen for a moment. Um, if you're still playing around with the harness,

[1:32:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5572s) still playing around with the harness,

[1:32:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5572s) still playing around with the harness, uh, the framework for building really

[1:32:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5576s) uh, the framework for building really

[1:32:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5576s) uh, the framework for building really good harnesses that you can trust with

[1:32:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5578s) good harnesses that you can trust with

[1:32:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5578s) good harnesses that you can trust with financial data with money, it's built on

[1:33:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5582s) financial data with money, it's built on

[1:33:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5582s) financial data with money, it's built on these five principles. So having a

[1:33:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5584s) these five principles. So having a

[1:33:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5584s) these five principles. So having a shared domain, having consistency,

[1:33:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5586s) shared domain, having consistency,

[1:33:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5586s) shared domain, having consistency, showing the receipts, keeping your

[1:33:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5588s) showing the receipts, keeping your

[1:33:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5588s) showing the receipts, keeping your accountability, and making sure that you

[1:33:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5591s) accountability, and making sure that you

[1:33:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5591s) accountability, and making sure that you create intentional loops for

[1:33:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5593s) create intentional loops for

[1:33:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5593s) create intentional loops for verification outside of what you think,

[1:33:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5596s) verification outside of what you think,

[1:33:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5596s) verification outside of what you think, you know.

[1:33:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5598s) you know.

[1:33:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5598s) you know. Erh,

[1:33:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5603s) what? No confetti. Disappointing.

[1:33:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5607s) what? No confetti. Disappointing.

[1:33:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5607s) what? No confetti. Disappointing. Okay. So, there's a few cases where

[1:33:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5612s) Okay. So, there's a few cases where

[1:33:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5612s) Okay. So, there's a few cases where we think it's important to define. Oh,

[1:33:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5615s) we think it's important to define. Oh,

[1:33:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5615s) we think it's important to define. Oh, sorry. You had your hand up.

[1:33:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5617s) sorry. You had your hand up.

[1:33:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5617s) sorry. You had your hand up. Yes.

[1:33:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5618s) Yes.

[1:33:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5618s) Yes. So, I just confirm my understanding. You

[1:33:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5622s) So, I just confirm my understanding. You

[1:33:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5622s) So, I just confirm my understanding. You brought us a framework principle. You

[1:33:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5625s) brought us a framework principle. You

[1:33:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5625s) brought us a framework principle. You can build your harness upon it. And you

[1:33:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5627s) can build your harness upon it. And you

[1:33:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5628s) can build your harness upon it. And you also brought one harness as an example.

[1:33:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5631s) also brought one harness as an example.

[1:33:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5631s) also brought one harness as an example. So, I'm I'm thinking about when should I

[1:33:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5635s) So, I'm I'm thinking about when should I

[1:33:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5635s) So, I'm I'm thinking about when should I build other harness, how generic or how

[1:33:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5639s) build other harness, how generic or how

[1:33:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5639s) build other harness, how generic or how specific the harness should be because

[1:34:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5641s) specific the harness should be because

[1:34:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5641s) specific the harness should be because you solve problems with the specific

[1:34:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5644s) you solve problems with the specific

[1:34:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5644s) you solve problems with the specific harness and like for example how many

[1:34:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5648s) harness and like for example how many

[1:34:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5648s) harness and like for example how many harnesses do you have in your work? It's

[1:34:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5651s) harnesses do you have in your work? It's

[1:34:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5651s) harnesses do you have in your work? It's just one and you solve everything that

[1:34:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5653s) just one and you solve everything that

[1:34:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5653s) just one and you solve everything that you have for this in this harness or you

[1:34:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5656s) you have for this in this harness or you

[1:34:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5656s) you have for this in this harness or you have multiple more specific harness. How

[1:34:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5659s) have multiple more specific harness. How

[1:34:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5660s) have multiple more specific harness. How generic and how often do you build one?

[1:34:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5662s) generic and how often do you build one?

[1:34:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5662s) generic and how often do you build one? Like how much effort do you put in

[1:34:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5664s) Like how much effort do you put in

[1:34:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5664s) Like how much effort do you put in building one? you make one every month

[1:34:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5666s) building one? you make one every month

[1:34:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5666s) building one? you make one every month or you make one every six months.

[1:34:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5669s) or you make one every six months.

[1:34:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5669s) or you make one every six months. That's a that's a great question and

[1:34:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5670s) That's a that's a great question and

[1:34:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5670s) That's a that's a great question and there's no clear answer of course. Um I

[1:34:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5673s) there's no clear answer of course. Um I

[1:34:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5673s) there's no clear answer of course. Um I think it's we could we could trace as

[1:34:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5676s) think it's we could we could trace as

[1:34:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5676s) think it's we could we could trace as you said like the two ends of the

[1:34:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5678s) you said like the two ends of the

[1:34:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5678s) you said like the two ends of the spectrum as I just use cloth code or or

[1:34:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5682s) spectrum as I just use cloth code or or

[1:34:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5682s) spectrum as I just use cloth code or or codeex for everything and I just embed

[1:34:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5684s) codeex for everything and I just embed

[1:34:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5684s) codeex for everything and I just embed everything into skills instructions so

[1:34:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5686s) everything into skills instructions so

[1:34:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5686s) everything into skills instructions so on so forth and on the other end of the

[1:34:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5688s) on so forth and on the other end of the

[1:34:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5688s) on so forth and on the other end of the spectrum is for every small new thing I

[1:34:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5692s) spectrum is for every small new thing I

[1:34:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5692s) spectrum is for every small new thing I want to do I'll build it from the ground

[1:34:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5694s) want to do I'll build it from the ground

[1:34:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5694s) want to do I'll build it from the ground up and like of course that will get

[1:34:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5695s) up and like of course that will get

[1:34:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5695s) up and like of course that will get tiring at some point because like you're

[1:34:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5698s) tiring at some point because like you're

[1:34:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5698s) tiring at some point because like you're spending more time creating your tools

[1:35:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5700s) spending more time creating your tools

[1:35:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5700s) spending more time creating your tools than actually using the tools sometimes

[1:35:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5702s) than actually using the tools sometimes

[1:35:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5702s) than actually using the tools sometimes Um again there's no clear answer. I

[1:35:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5704s) Um again there's no clear answer. I

[1:35:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5704s) Um again there's no clear answer. I think it comes to

[1:35:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5707s) think it comes to

[1:35:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5707s) think it comes to um when you feel the use case is worth

[1:35:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5709s) um when you feel the use case is worth

[1:35:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5709s) um when you feel the use case is worth enough. So you want reproducibility,

[1:35:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5713s) enough. So you want reproducibility,

[1:35:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5713s) enough. So you want reproducibility, you want it to feel few the results you

[1:35:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5717s) you want it to feel few the results you

[1:35:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5717s) you want it to feel few the results you are getting using the pre-built

[1:35:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5719s) are getting using the pre-built

[1:35:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5719s) are getting using the pre-built harnesses are very frequently getting it

[1:35:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5722s) harnesses are very frequently getting it

[1:35:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5722s) harnesses are very frequently getting it wrong because the value you get from

[1:35:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5725s) wrong because the value you get from

[1:35:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5725s) wrong because the value you get from building the harness is you get more

[1:35:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5727s) building the harness is you get more

[1:35:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5727s) building the harness is you get more control again with the deterministic bit

[1:35:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5731s) control again with the deterministic bit

[1:35:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5731s) control again with the deterministic bit together with the nondeterminism. Right?

[1:35:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5734s) together with the nondeterminism. Right?

[1:35:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5734s) together with the nondeterminism. Right? Um the reason why we're talking about

[1:35:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5736s) Um the reason why we're talking about

[1:35:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5736s) Um the reason why we're talking about the the principles in the case in the um

[1:35:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5739s) the the principles in the case in the um

[1:35:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5739s) the the principles in the case in the um scenario of a financial analysis is

[1:35:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5741s) scenario of a financial analysis is

[1:35:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5741s) scenario of a financial analysis is because if we do this type of use case

[1:35:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5746s) because if we do this type of use case

[1:35:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5746s) because if we do this type of use case in a harness that doesn't have it we'll

[1:35:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5749s) in a harness that doesn't have it we'll

[1:35:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5749s) in a harness that doesn't have it we'll probably have some of the f pitfalls

[1:35:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5751s) probably have some of the f pitfalls

[1:35:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5751s) probably have some of the f pitfalls that Franchesco talks through each of

[1:35:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5753s) that Franchesco talks through each of

[1:35:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5753s) that Franchesco talks through each of the steps. So then in this case it makes

[1:35:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5756s) the steps. So then in this case it makes

[1:35:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5756s) the steps. So then in this case it makes sense for um to avoid these pitfalls we

[1:36:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5760s) sense for um to avoid these pitfalls we

[1:36:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5760s) sense for um to avoid these pitfalls we are seeing over and over and over again

[1:36:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5762s) are seeing over and over and over again

[1:36:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5762s) are seeing over and over and over again to build the thing. But again, I think

[1:36:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5764s) to build the thing. But again, I think

[1:36:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5764s) to build the thing. But again, I think it comes down to how many users you

[1:36:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5767s) it comes down to how many users you

[1:36:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5767s) it comes down to how many users you believe will go through that use case,

[1:36:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5769s) believe will go through that use case,

[1:36:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5770s) believe will go through that use case, how critical is the problem that you

[1:36:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5772s) how critical is the problem that you

[1:36:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5772s) how critical is the problem that you were seeing. So like if if there's a

[1:36:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5774s) were seeing. So like if if there's a

[1:36:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5774s) were seeing. So like if if there's a non-b businessiness critical um task

[1:36:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5776s) non-b businessiness critical um task

[1:36:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5776s) non-b businessiness critical um task that you were solving, you were probably

[1:36:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5778s) that you were solving, you were probably

[1:36:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5778s) that you were solving, you were probably fine to have a human in the loop

[1:36:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5780s) fine to have a human in the loop

[1:36:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5780s) fine to have a human in the loop reviewing the outputs that you get and

[1:36:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5782s) reviewing the outputs that you get and

[1:36:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5782s) reviewing the outputs that you get and steering the agent even if that takes a

[1:36:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5784s) steering the agent even if that takes a

[1:36:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5784s) steering the agent even if that takes a few extra turns. But if you're putting

[1:36:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5786s) few extra turns. But if you're putting

[1:36:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5786s) few extra turns. But if you're putting this in the hands of a uh internal user,

[1:36:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5790s) this in the hands of a uh internal user,

[1:36:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5790s) this in the hands of a uh internal user, for instance, let's say you were

[1:36:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5791s) for instance, let's say you were

[1:36:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5791s) for instance, let's say you were building something for your team of

[1:36:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5793s) building something for your team of

[1:36:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5793s) building something for your team of credit analysts, um you're going to have

[1:36:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5796s) credit analysts, um you're going to have

[1:36:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5796s) credit analysts, um you're going to have 50 people using something to support key

[1:36:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5800s) 50 people using something to support key

[1:36:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5800s) 50 people using something to support key company decisions. Yeah, you absolutely

[1:36:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5802s) company decisions. Yeah, you absolutely

[1:36:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5802s) company decisions. Yeah, you absolutely don't want a lot of variability on that.

[1:36:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5805s) don't want a lot of variability on that.

[1:36:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5806s) don't want a lot of variability on that. So again, there's no clearcut I would

[1:36:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5808s) So again, there's no clearcut I would

[1:36:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5808s) So again, there's no clearcut I would say, but these are the things I would

[1:36:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5809s) say, but these are the things I would

[1:36:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5809s) say, but these are the things I would consider in in making the decision.

[1:36:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5813s) consider in in making the decision.

[1:36:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5813s) consider in in making the decision. Maybe I can help with uh the

[1:36:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5815s) Maybe I can help with uh the

[1:36:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5815s) Maybe I can help with uh the counterfactual. So, we think this is a

[1:36:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5818s) counterfactual. So, we think this is a

[1:36:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5818s) counterfactual. So, we think this is a good recipe specifically for financial

[1:37:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5821s) good recipe specifically for financial

[1:37:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5821s) good recipe specifically for financial harnesses because there's a lot at

[1:37:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5824s) harnesses because there's a lot at

[1:37:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5824s) harnesses because there's a lot at stake. You want a lot of feedback loops.

[1:37:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5826s) stake. You want a lot of feedback loops.

[1:37:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5826s) stake. You want a lot of feedback loops. There's very specific things about those

[1:37:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5828s) There's very specific things about those

[1:37:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5828s) There's very specific things about those use cases that somehow we're

[1:37:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5831s) use cases that somehow we're

[1:37:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5831s) use cases that somehow we're representing here even at the personal

[1:37:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5834s) representing here even at the personal

[1:37:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5834s) representing here even at the personal level or the company level. But imagine

[1:37:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5837s) level or the company level. But imagine

[1:37:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5837s) level or the company level. But imagine you want to do you want to use AI just

[1:37:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5840s) you want to do you want to use AI just

[1:37:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5840s) you want to do you want to use AI just to produce like social media content and

[1:37:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5843s) to produce like social media content and

[1:37:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5843s) to produce like social media content and maybe one of your use cases is just

[1:37:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5845s) maybe one of your use cases is just

[1:37:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5846s) maybe one of your use cases is just flooding Instagram and Tik Tok with AI

[1:37:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5848s) flooding Instagram and Tik Tok with AI

[1:37:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5848s) flooding Instagram and Tik Tok with AI generated videos like everyone is doing.

[1:37:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5851s) generated videos like everyone is doing.

[1:37:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5851s) generated videos like everyone is doing. There's some steps here that you

[1:37:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5852s) There's some steps here that you

[1:37:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5852s) There's some steps here that you probably don't care that much. Evidence

[1:37:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5854s) probably don't care that much. Evidence

[1:37:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5854s) probably don't care that much. Evidence gathering.

[1:37:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5857s) gathering.

[1:37:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5857s) gathering. What for? H verification or

[1:37:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5860s) What for? H verification or

[1:37:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5860s) What for? H verification or accountability even less so. So this is

[1:37:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5863s) accountability even less so. So this is

[1:37:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5863s) accountability even less so. So this is specifically geared towards like

[1:37:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5866s) specifically geared towards like

[1:37:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5866s) specifically geared towards like financial use cases and it can be

[1:37:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5868s) financial use cases and it can be

[1:37:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5868s) financial use cases and it can be extended to different levels of it but

[1:37:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5872s) extended to different levels of it but

[1:37:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5872s) extended to different levels of it but everything hinges on the fact that is a

[1:37:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5874s) everything hinges on the fact that is a

[1:37:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5874s) everything hinges on the fact that is a trust system. H this recipe may not be

[1:37:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5878s) trust system. H this recipe may not be

[1:37:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5878s) trust system. H this recipe may not be as useful if your use cases are not

[1:38:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5880s) as useful if your use cases are not

[1:38:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5880s) as useful if your use cases are not necessarily like that and in terms of

[1:38:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5882s) necessarily like that and in terms of

[1:38:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5882s) necessarily like that and in terms of how many harnesses you want to build. I

[1:38:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5886s) how many harnesses you want to build. I

[1:38:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5886s) how many harnesses you want to build. I think Filipe said it better, but

[1:38:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5891s) you can easily fall victim for doing a

[1:38:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5893s) you can easily fall victim for doing a

[1:38:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5893s) you can easily fall victim for doing a lot of axe sharpening and not actually

[1:38:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5896s) lot of axe sharpening and not actually

[1:38:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5896s) lot of axe sharpening and not actually using the axe. H So, at some point, if

[1:38:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5899s) using the axe. H So, at some point, if

[1:38:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5899s) using the axe. H So, at some point, if you're trying to use something and

[1:38:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5902s) you're trying to use something and

[1:38:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5902s) you're trying to use something and you're not getting the right results,

[1:38:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5904s) you're not getting the right results,

[1:38:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5904s) you're not getting the right results, you can try adding a couple of skills, a

[1:38:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5906s) you can try adding a couple of skills, a

[1:38:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5906s) you can try adding a couple of skills, a couple of commands, a couple of extra

[1:38:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5908s) couple of commands, a couple of extra

[1:38:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5908s) couple of commands, a couple of extra things, still not getting the results or

[1:38:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5910s) things, still not getting the results or

[1:38:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5910s) things, still not getting the results or the experience you want. You're finding

[1:38:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5912s) the experience you want. You're finding

[1:38:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5912s) the experience you want. You're finding yourself copy pasting text from one chat

[1:38:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5914s) yourself copy pasting text from one chat

[1:38:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5914s) yourself copy pasting text from one chat to another, opening a new session. It

[1:38:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5917s) to another, opening a new session. It

[1:38:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5917s) to another, opening a new session. It feels convoluted harness. So you all the

[1:38:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5920s) feels convoluted harness. So you all the

[1:38:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5920s) feels convoluted harness. So you all the repeated things that you had to do three

[1:38:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5923s) repeated things that you had to do three

[1:38:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5923s) repeated things that you had to do three five times. Okay. Just once and you

[1:38:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5926s) five times. Okay. Just once and you

[1:38:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5926s) five times. Okay. Just once and you design it around it.

[1:38:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5929s) design it around it.

[1:38:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5929s) design it around it. Yes. Yes.

[1:38:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5931s) Yes. Yes.

[1:38:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5931s) Yes. Yes. Some more related question. So for your

[1:38:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5933s) Some more related question. So for your

[1:38:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5933s) Some more related question. So for your wedding planning task, right? I think

[1:38:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5936s) wedding planning task, right? I think

[1:38:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5936s) wedding planning task, right? I think one of like one of the naive way of

[1:38:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5938s) one of like one of the naive way of

[1:38:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5938s) one of like one of the naive way of looking at this is like maybe spin of

[1:39:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5940s) looking at this is like maybe spin of

[1:39:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5940s) looking at this is like maybe spin of agent, right? agents, venue agents. Uh,

[1:39:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5944s) agent, right? agents, venue agents. Uh,

[1:39:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5944s) agent, right? agents, venue agents. Uh, have you have you have you tried that

[1:39:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5946s) have you have you have you tried that

[1:39:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5946s) have you have you have you tried that and what's the outcome or like your

[1:39:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5948s) and what's the outcome or like your

[1:39:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5948s) and what's the outcome or like your opinion on that?

[1:39:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5949s) opinion on that?

[1:39:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5949s) opinion on that? I will start by confessing that I have

[1:39:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5952s) I will start by confessing that I have

[1:39:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5952s) I will start by confessing that I have the most expensive cloth subscription

[1:39:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5954s) the most expensive cloth subscription

[1:39:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5954s) the most expensive cloth subscription and I do max it out and not in a good

[1:39:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5957s) and I do max it out and not in a good

[1:39:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5957s) and I do max it out and not in a good way as in Anthropic is definitely on the

[1:39:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5960s) way as in Anthropic is definitely on the

[1:39:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5960s) way as in Anthropic is definitely on the on the red because of me.

[1:39:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5963s) on the red because of me.

[1:39:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5963s) on the red because of me. I tried research everything for all the

[1:39:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5966s) I tried research everything for all the

[1:39:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5966s) I tried research everything for all the venue, the flowers, the wedding, do the

[1:39:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5969s) venue, the flowers, the wedding, do the

[1:39:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5969s) venue, the flowers, the wedding, do the planning, do the different like

[1:39:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5971s) planning, do the different like

[1:39:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5971s) planning, do the different like scenarios for how much we will have to

[1:39:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5973s) scenarios for how much we will have to

[1:39:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5973s) scenarios for how much we will have to pay etc. And what I found is that in

[1:39:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5976s) pay etc. And what I found is that in

[1:39:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5976s) pay etc. And what I found is that in many cases it was good enough to give me

[1:39:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5979s) many cases it was good enough to give me

[1:39:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5979s) many cases it was good enough to give me the list of the top five photographers

[1:39:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5981s) the list of the top five photographers

[1:39:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5981s) the list of the top five photographers in Madrid with the new web search with

[1:39:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5983s) in Madrid with the new web search with

[1:39:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5984s) in Madrid with the new web search with like a refined h tooling etc. Worked

[1:39:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5987s) like a refined h tooling etc. Worked

[1:39:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5987s) like a refined h tooling etc. Worked like a charm. didn't have to do anything

[1:39:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5988s) like a charm. didn't have to do anything

[1:39:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5988s) like a charm. didn't have to do anything else just spinning and having

[1:39:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5991s) else just spinning and having

[1:39:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5991s) else just spinning and having comparisons and even reaching out to

[1:39:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5993s) comparisons and even reaching out to

[1:39:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5993s) comparisons and even reaching out to them. But for some more nuance use cases

[1:39:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5995s) them. But for some more nuance use cases

[1:39:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5995s) them. But for some more nuance use cases where I do want to have more control and

[1:39:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5997s) where I do want to have more control and

[1:39:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5997s) where I do want to have more control and predictability and this is linking to

[1:39:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5999s) predictability and this is linking to

[1:39:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=5999s) predictability and this is linking to the financial nature of them I did find

[1:40:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6002s) the financial nature of them I did find

[1:40:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6002s) the financial nature of them I did find myself being like I need to build

[1:40:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6004s) myself being like I need to build

[1:40:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6004s) myself being like I need to build something robust. I'm not recalculating

[1:40:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6007s) something robust. I'm not recalculating

[1:40:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6007s) something robust. I'm not recalculating this again. Uh and to to make the pain

[1:40:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6011s) this again. Uh and to to make the pain

[1:40:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6011s) this again. Uh and to to make the pain very real. I remember myself one day

[1:40:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6015s) very real. I remember myself one day

[1:40:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6015s) very real. I remember myself one day because I was in the car and I was like,

[1:40:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6017s) because I was in the car and I was like,

[1:40:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6017s) because I was in the car and I was like, "Yeah, I can dictate some stuff, voice

[1:40:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6019s) "Yeah, I can dictate some stuff, voice

[1:40:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6019s) "Yeah, I can dictate some stuff, voice mode, and then I was driving and it was

[1:40:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6021s) mode, and then I was driving and it was

[1:40:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6021s) mode, and then I was driving and it was about an hour drive back and forth, you

[1:40:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6024s) about an hour drive back and forth, you

[1:40:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6024s) about an hour drive back and forth, you know, an hour and an hour and I re had I

[1:40:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6027s) know, an hour and an hour and I re had I

[1:40:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6028s) know, an hour and an hour and I re had I had the same conversation three times in

[1:40:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6030s) had the same conversation three times in

[1:40:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6030s) had the same conversation three times in that t in that trench just because every

[1:40:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6033s) that t in that trench just because every

[1:40:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6033s) that t in that trench just because every time I was trying to do some financially

[1:40:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6035s) time I was trying to do some financially

[1:40:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6035s) time I was trying to do some financially related or adjacent planning, something

[1:40:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6038s) related or adjacent planning, something

[1:40:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6038s) related or adjacent planning, something will go wrong and I'll be like

[1:40:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6041s) will go wrong and I'll be like

[1:40:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6041s) will go wrong and I'll be like so yes, that helps.

[1:40:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6047s) So getting back to your example of being

[1:40:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6049s) So getting back to your example of being

[1:40:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6049s) So getting back to your example of being a BI, right? Like um

[1:40:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6053s) a BI, right? Like um

[1:40:53](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6053s) a BI, right? Like um I don't think back in the day there were

[1:40:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6056s) I don't think back in the day there were

[1:40:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6056s) I don't think back in the day there were people who were validating your SQL

[1:40:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6058s) people who were validating your SQL

[1:40:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6058s) people who were validating your SQL queries, right?

[1:41:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6060s) queries, right?

[1:41:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6060s) queries, right? Um so this seems like we are it's like

[1:41:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6065s) Um so this seems like we are it's like

[1:41:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6065s) Um so this seems like we are it's like next level of SQL queries, right? Now

[1:41:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6067s) next level of SQL queries, right? Now

[1:41:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6067s) next level of SQL queries, right? Now you're building tools because harnesses

[1:41:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6069s) you're building tools because harnesses

[1:41:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6069s) you're building tools because harnesses are easier to build and stuff. Have you

[1:41:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6071s) are easier to build and stuff. Have you

[1:41:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6071s) are easier to build and stuff. Have you found

[1:41:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6072s) found

[1:41:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6072s) found ways to kind of make this point clear to

[1:41:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6076s) ways to kind of make this point clear to

[1:41:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6076s) ways to kind of make this point clear to leadership in in conversations that like

[1:41:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6078s) leadership in in conversations that like

[1:41:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6078s) leadership in in conversations that like because because to me it feels every

[1:41:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6080s) because because to me it feels every

[1:41:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6080s) because because to me it feels every time there is an AI there is an

[1:41:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6082s) time there is an AI there is an

[1:41:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6082s) time there is an AI there is an expectation that it will be 100% correct

[1:41:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6085s) expectation that it will be 100% correct

[1:41:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6085s) expectation that it will be 100% correct like do you see what I'm getting at

[1:41:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6088s) like do you see what I'm getting at

[1:41:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6088s) like do you see what I'm getting at so is your question about managing the

[1:41:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6091s) so is your question about managing the

[1:41:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6091s) so is your question about managing the expectations so that when people do

[1:41:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6094s) expectations so that when people do

[1:41:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6094s) expectations so that when people do agentic self surf

[1:41:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6096s) agentic self surf

[1:41:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6096s) agentic self surf it's not enic sales more so like let's

[1:41:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6099s) it's not enic sales more so like let's

[1:41:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6099s) it's not enic sales more so like let's say you build this and and you talking

[1:41:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6102s) say you build this and and you talking

[1:41:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6102s) say you build this and and you talking to your senior leadership to make a

[1:41:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6103s) to your senior leadership to make a

[1:41:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6103s) to your senior leadership to make a financial decision in your company,

[1:41:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6105s) financial decision in your company,

[1:41:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6105s) financial decision in your company, right? And they start drilling you and

[1:41:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6107s) right? And they start drilling you and

[1:41:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6107s) right? And they start drilling you and drilling you and and the moment that you

[1:41:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6109s) drilling you and and the moment that you

[1:41:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6109s) drilling you and and the moment that you say, "Oh, I use AI and harnesses,"

[1:41:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6111s) say, "Oh, I use AI and harnesses,"

[1:41:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6111s) say, "Oh, I use AI and harnesses," they're like, "Well, this has to be 200%

[1:41:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6114s) they're like, "Well, this has to be 200%

[1:41:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6114s) they're like, "Well, this has to be 200% correct or something like you know what

[1:41:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6116s) correct or something like you know what

[1:41:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6116s) correct or something like you know what I'm saying? Have you found the way to to

[1:41:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6118s) I'm saying? Have you found the way to to

[1:41:58](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6118s) I'm saying? Have you found the way to to kind of make sure that they understand

[1:42:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6120s) kind of make sure that they understand

[1:42:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6120s) kind of make sure that they understand this is still SQL queries?"

[1:42:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6122s) this is still SQL queries?"

[1:42:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6122s) this is still SQL queries?" Bit of a spoiler, but there's a talk

[1:42:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6125s) Bit of a spoiler, but there's a talk

[1:42:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6125s) Bit of a spoiler, but there's a talk tomorrow. [laughter]

[1:42:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6128s) I don't know. Do you have any?

[1:42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6130s) I don't know. Do you have any?

[1:42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6130s) I don't know. Do you have any? [clears throat]

[1:42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6130s) [clears throat]

[1:42:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6130s) [clears throat] Yeah. Yeah. No, I think um

[1:42:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6133s) Yeah. Yeah. No, I think um

[1:42:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6133s) Yeah. Yeah. No, I think um it's

[1:42:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6137s) with the AI first world, we sometimes as

[1:42:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6141s) with the AI first world, we sometimes as

[1:42:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6141s) with the AI first world, we sometimes as you were saying forget that what's that

[1:42:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6143s) you were saying forget that what's that

[1:42:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6143s) you were saying forget that what's that that's only a two and a means to an end

[1:42:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6145s) that's only a two and a means to an end

[1:42:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6145s) that's only a two and a means to an end be before like what's what's going on

[1:42:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6147s) be before like what's what's going on

[1:42:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6147s) be before like what's what's going on right so I think what we would have

[1:42:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6150s) right so I think what we would have

[1:42:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6150s) right so I think what we would have noticed and again from Monzo's

[1:42:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6152s) noticed and again from Monzo's

[1:42:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6152s) noticed and again from Monzo's experience we've been approaching it

[1:42:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6154s) experience we've been approaching it

[1:42:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6154s) experience we've been approaching it from an highly impactbased um point of

[1:42:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6157s) from an highly impactbased um point of

[1:42:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6157s) from an highly impactbased um point of view so it's not about we should use AI

[1:42:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6161s) view so it's not about we should use AI

[1:42:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6161s) view so it's not about we should use AI for this because AI can something

[1:42:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6164s) for this because AI can something

[1:42:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6164s) for this because AI can something something something. It's like what's

[1:42:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6167s) something something. It's like what's

[1:42:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6167s) something something. It's like what's the outcome we're looking for here? What

[1:42:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6169s) the outcome we're looking for here? What

[1:42:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6169s) the outcome we're looking for here? What how do we measure success here? Are we

[1:42:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6171s) how do we measure success here? Are we

[1:42:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6171s) how do we measure success here? Are we looking for less uh back and forth with

[1:42:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6174s) looking for less uh back and forth with

[1:42:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6174s) looking for less uh back and forth with a BI team? Uh we don't even have a BI

[1:42:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6176s) a BI team? Uh we don't even have a BI

[1:42:56](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6176s) a BI team? Uh we don't even have a BI team, but you get you get what I mean.

[1:42:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6177s) team, but you get you get what I mean.

[1:42:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6177s) team, but you get you get what I mean. Um to validate a new dashboard. Okay.

[1:43:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6181s) Um to validate a new dashboard. Okay.

[1:43:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6181s) Um to validate a new dashboard. Okay. So, we can track that and actually see

[1:43:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6183s) So, we can track that and actually see

[1:43:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6183s) So, we can track that and actually see if AI can support us in in generating

[1:43:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6186s) if AI can support us in in generating

[1:43:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6186s) if AI can support us in in generating that outcome. um are we looking for um

[1:43:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6190s) that outcome. um are we looking for um

[1:43:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6190s) that outcome. um are we looking for um less I don't know internal ask tickets

[1:43:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6193s) less I don't know internal ask tickets

[1:43:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6193s) less I don't know internal ask tickets because the number looks wrong. Okay, so

[1:43:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6196s) because the number looks wrong. Okay, so

[1:43:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6196s) because the number looks wrong. Okay, so let's track that and then the approach

[1:43:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6199s) let's track that and then the approach

[1:43:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6199s) let's track that and then the approach that we do the way we do that doesn't

[1:43:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6202s) that we do the way we do that doesn't

[1:43:22](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6202s) that we do the way we do that doesn't really matter to a point if that makes

[1:43:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6204s) really matter to a point if that makes

[1:43:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6204s) really matter to a point if that makes sense because it will be again a tool

[1:43:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6207s) sense because it will be again a tool

[1:43:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6207s) sense because it will be again a tool that can get us to that um to that

[1:43:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6210s) that can get us to that um to that

[1:43:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6210s) that can get us to that um to that result probably faster with better guard

[1:43:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6214s) result probably faster with better guard

[1:43:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6214s) result probably faster with better guard rails and so on and so forth. So I think

[1:43:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6216s) rails and so on and so forth. So I think

[1:43:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6216s) rails and so on and so forth. So I think it's less it's less about gaining trust

[1:43:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6220s) it's less it's less about gaining trust

[1:43:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6220s) it's less it's less about gaining trust on the implementation on the AI itself

[1:43:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6224s) on the implementation on the AI itself

[1:43:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6224s) on the implementation on the AI itself but more about aligning on what's the

[1:43:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6226s) but more about aligning on what's the

[1:43:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6226s) but more about aligning on what's the outcome we're trying to drive with the

[1:43:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6228s) outcome we're trying to drive with the

[1:43:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6228s) outcome we're trying to drive with the AI.

[1:43:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6231s) AI.

[1:43:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6231s) AI. I think we had another one there.

[1:43:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6235s) I think we had another one there.

[1:43:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6235s) I think we had another one there. My question is more you have show a

[1:43:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6237s) My question is more you have show a

[1:43:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6237s) My question is more you have show a harness that has some complexity right

[1:44:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6240s) harness that has some complexity right

[1:44:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6240s) harness that has some complexity right you have a UI you have databases say but

[1:44:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6244s) you have a UI you have databases say but

[1:44:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6244s) you have a UI you have databases say but I have also build processes that invoke

[1:44:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6248s) I have also build processes that invoke

[1:44:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6248s) I have also build processes that invoke some of these steps but they are all at

[1:44:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6250s) some of these steps but they are all at

[1:44:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6250s) some of these steps but they are all at skill right that it ask you questions it

[1:44:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6255s) skill right that it ask you questions it

[1:44:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6255s) skill right that it ask you questions it runs the number based on a Python script

[1:44:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6257s) runs the number based on a Python script

[1:44:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6257s) runs the number based on a Python script and so on so my question is more like

[1:44:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6260s) and so on so my question is more like

[1:44:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6260s) and so on so my question is more like where you see the boundaries between

[1:44:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6261s) where you see the boundaries between

[1:44:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6261s) where you see the boundaries between like having a skill that does all these

[1:44:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6263s) like having a skill that does all these

[1:44:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6263s) like having a skill that does all these creating like a separate tool or have

[1:44:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6266s) creating like a separate tool or have

[1:44:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6266s) creating like a separate tool or have have you tried that?

[1:44:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6267s) have you tried that?

[1:44:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6267s) have you tried that? Absolutely. Yeah, absolutely. Um I think

[1:44:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6269s) Absolutely. Yeah, absolutely. Um I think

[1:44:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6270s) Absolutely. Yeah, absolutely. Um I think it it again very similarly to to what we

[1:44:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6272s) it it again very similarly to to what we

[1:44:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6272s) it it again very similarly to to what we were saying about your user base and the

[1:44:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6275s) were saying about your user base and the

[1:44:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6275s) were saying about your user base and the reproducibility you want is when this

[1:44:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6278s) reproducibility you want is when this

[1:44:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6278s) reproducibility you want is when this becomes critical enough that the

[1:44:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6280s) becomes critical enough that the

[1:44:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6280s) becomes critical enough that the tradeoffs we are getting with the

[1:44:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6283s) tradeoffs we are getting with the

[1:44:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6283s) tradeoffs we are getting with the nondeterministic approach are are not uh

[1:44:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6287s) nondeterministic approach are are not uh

[1:44:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6287s) nondeterministic approach are are not uh we're not willing to have them. I

[1:44:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6288s) we're not willing to have them. I

[1:44:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6288s) we're not willing to have them. I usually describe the the skill command

[1:44:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6291s) usually describe the the skill command

[1:44:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6291s) usually describe the the skill command like the the promptbased approach as hey

[1:44:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6295s) like the the promptbased approach as hey

[1:44:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6295s) like the the promptbased approach as hey please follow all of this and make no

[1:44:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6297s) please follow all of this and make no

[1:44:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6297s) please follow all of this and make no mistakes please please please like again

[1:45:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6300s) mistakes please please please like again

[1:45:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6300s) mistakes please please please like again because this is what's going on right we

[1:45:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6302s) because this is what's going on right we

[1:45:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6302s) because this is what's going on right we are we are giving a a lot of organized

[1:45:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6304s) are we are giving a a lot of organized

[1:45:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6304s) are we are giving a a lot of organized very well organized instructions to a

[1:45:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6307s) very well organized instructions to a

[1:45:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6307s) very well organized instructions to a machine and hoping that it it will

[1:45:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6309s) machine and hoping that it it will

[1:45:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6309s) machine and hoping that it it will perform these instructions agents are

[1:45:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6311s) perform these instructions agents are

[1:45:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6311s) perform these instructions agents are good enough nowadays they will probably

[1:45:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6314s) good enough nowadays they will probably

[1:45:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6314s) good enough nowadays they will probably perform your instructions 99%

[1:45:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6317s) perform your instructions 99%

[1:45:17](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6317s) perform your instructions 99% of the time. Uh, but what about that 1%?

[1:45:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6321s) of the time. Uh, but what about that 1%?

[1:45:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6321s) of the time. Uh, but what about that 1%? What about an edge case that makes

[1:45:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6325s) What about an edge case that makes

[1:45:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6325s) What about an edge case that makes things don't work? What about if you

[1:45:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6327s) things don't work? What about if you

[1:45:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6327s) things don't work? What about if you distribute this to your internal users

[1:45:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6330s) distribute this to your internal users

[1:45:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6330s) distribute this to your internal users and your internal user has a instruction

[1:45:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6333s) and your internal user has a instruction

[1:45:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6333s) and your internal user has a instruction in their user level cloud.mmd file that

[1:45:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6337s) in their user level cloud.mmd file that

[1:45:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6337s) in their user level cloud.mmd file that goes against what you are telling your

[1:45:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6339s) goes against what you are telling your

[1:45:39](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6339s) goes against what you are telling your agent to do. You see my point is like um

[1:45:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6342s) agent to do. You see my point is like um

[1:45:42](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6342s) agent to do. You see my point is like um there are many when you when you start

[1:45:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6345s) there are many when you when you start

[1:45:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6345s) there are many when you when you start distributing it to a number of users and

[1:45:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6347s) distributing it to a number of users and

[1:45:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6347s) distributing it to a number of users and use cases things can get messy

[1:45:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6351s) use cases things can get messy

[1:45:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6351s) use cases things can get messy in places you are not able to predict

[1:45:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6354s) in places you are not able to predict

[1:45:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6354s) in places you are not able to predict and then you can find yourself I we have

[1:45:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6357s) and then you can find yourself I we have

[1:45:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6357s) and then you can find yourself I we have a at Moz we have an internal like

[1:45:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6359s) a at Moz we have an internal like

[1:45:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6359s) a at Moz we have an internal like contribution for agent extensions where

[1:46:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6361s) contribution for agent extensions where

[1:46:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6362s) contribution for agent extensions where multiple teams can well I've come across

[1:46:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6364s) multiple teams can well I've come across

[1:46:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6364s) multiple teams can well I've come across something that works with me let me

[1:46:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6365s) something that works with me let me

[1:46:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6365s) something that works with me let me share it internally um so like plugins

[1:46:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6368s) share it internally um so like plugins

[1:46:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6368s) share it internally um so like plugins skills and so on and very frequent ly we

[1:46:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6370s) skills and so on and very frequent ly we

[1:46:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6370s) skills and so on and very frequent ly we when reviewing the instructions we see

[1:46:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6372s) when reviewing the instructions we see

[1:46:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6372s) when reviewing the instructions we see things trying to cover for if the user

[1:46:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6375s) things trying to cover for if the user

[1:46:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6375s) things trying to cover for if the user tries to do this tell the user back that

[1:46:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6378s) tries to do this tell the user back that

[1:46:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6378s) tries to do this tell the user back that this skill does not support that and you

[1:46:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6381s) this skill does not support that and you

[1:46:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6381s) this skill does not support that and you see like it's again trying to cover for

[1:46:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6383s) see like it's again trying to cover for

[1:46:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6383s) see like it's again trying to cover for many things that with the determinism

[1:46:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6386s) many things that with the determinism

[1:46:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6386s) many things that with the determinism and when I say determinism is the

[1:46:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6388s) and when I say determinism is the

[1:46:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6388s) and when I say determinism is the backend code like the python the

[1:46:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6389s) backend code like the python the

[1:46:29](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6389s) backend code like the python the whatever we are using uh that the

[1:46:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6391s) whatever we are using uh that the

[1:46:31](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6391s) whatever we are using uh that the harness provides that out of the like

[1:46:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6395s) harness provides that out of the like

[1:46:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6395s) harness provides that out of the like out of the box is something we can cover

[1:46:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6398s) out of the box is something we can cover

[1:46:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6398s) out of the box is something we can cover or

[1:46:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6403s) anyone has any other comments,

[1:46:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6405s) anyone has any other comments,

[1:46:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6405s) anyone has any other comments, questions.

[1:46:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6409s) All right,

[1:46:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6409s) All right,

[1:46:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6409s) All right, cool.

[1:46:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6412s) cool.

[1:46:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6412s) cool. Where is the thingy? [laughter]

[1:46:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6414s) Where is the thingy? [laughter]

[1:46:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6414s) Where is the thingy? [laughter] Never mind. Never mind. Never mind.

[1:47:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6420s) Cool, cool, cool, cool. Skipping ahead.

[1:47:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6421s) Cool, cool, cool, cool. Skipping ahead.

[1:47:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6421s) Cool, cool, cool, cool. Skipping ahead. Skipping ahead. Ah, fun. Erh, I wanted

[1:47:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6425s) Skipping ahead. Ah, fun. Erh, I wanted

[1:47:05](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6425s) Skipping ahead. Ah, fun. Erh, I wanted to make a joke and I completely missed

[1:47:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6427s) to make a joke and I completely missed

[1:47:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6427s) to make a joke and I completely missed it for clicking this thing too quickly.

[1:47:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6429s) it for clicking this thing too quickly.

[1:47:09](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6429s) it for clicking this thing too quickly. But finance is funny. And I say funny

[1:47:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6433s) But finance is funny. And I say funny

[1:47:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6433s) But finance is funny. And I say funny because I find it to be a super

[1:47:15](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6435s) because I find it to be a super

[1:47:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6436s) because I find it to be a super interesting domain with a the added

[1:47:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6439s) interesting domain with a the added

[1:47:19](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6439s) interesting domain with a the added advantage that back in the day finance

[1:47:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6443s) advantage that back in the day finance

[1:47:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6443s) advantage that back in the day finance felt like just working with

[1:47:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6445s) felt like just working with

[1:47:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6445s) felt like just working with spreadsheets, very like boring work,

[1:47:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6448s) spreadsheets, very like boring work,

[1:47:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6448s) spreadsheets, very like boring work, adding numbers here and there, formulas,

[1:47:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6450s) adding numbers here and there, formulas,

[1:47:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6450s) adding numbers here and there, formulas, whatever. If you ask any accountant is

[1:47:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6453s) whatever. If you ask any accountant is

[1:47:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6453s) whatever. If you ask any accountant is all about creativity and interpretation

[1:47:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6456s) all about creativity and interpretation

[1:47:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6456s) all about creativity and interpretation because they will come up with the

[1:47:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6457s) because they will come up with the

[1:47:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6457s) because they will come up with the weirdest things and I think in that

[1:47:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6460s) weirdest things and I think in that

[1:47:40](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6460s) weirdest things and I think in that level of ambiguity AI is really good

[1:47:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6464s) level of ambiguity AI is really good

[1:47:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6464s) level of ambiguity AI is really good really really good you have some bits

[1:47:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6466s) really really good you have some bits

[1:47:46](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6466s) really really good you have some bits that are the spreadsheet and then you

[1:47:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6469s) that are the spreadsheet and then you

[1:47:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6469s) that are the spreadsheet and then you realize some of the cash flow didn't

[1:47:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6471s) realize some of the cash flow didn't

[1:47:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6471s) realize some of the cash flow didn't quite make sense because some of the

[1:47:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6472s) quite make sense because some of the

[1:47:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6472s) quite make sense because some of the revenue was attributed a month later and

[1:47:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6475s) revenue was attributed a month later and

[1:47:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6475s) revenue was attributed a month later and you're like ah creativity. So because we

[1:47:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6479s) you're like ah creativity. So because we

[1:47:59](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6479s) you're like ah creativity. So because we are in this space of finance and

[1:48:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6482s) are in this space of finance and

[1:48:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6482s) are in this space of finance and depending on where is your mind mindset

[1:48:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6484s) depending on where is your mind mindset

[1:48:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6484s) depending on where is your mind mindset at you could look at a problem as

[1:48:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6487s) at you could look at a problem as

[1:48:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6487s) at you could look at a problem as something very simple that you can just

[1:48:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6488s) something very simple that you can just

[1:48:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6488s) something very simple that you can just get an agent to fix within 10 minutes or

[1:48:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6491s) get an agent to fix within 10 minutes or

[1:48:11](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6491s) get an agent to fix within 10 minutes or you could look at it as it actually is

[1:48:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6494s) you could look at it as it actually is

[1:48:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6494s) you could look at it as it actually is which is a mixture of things that need

[1:48:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6496s) which is a mixture of things that need

[1:48:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6496s) which is a mixture of things that need to run reliably 100% of the time and a

[1:48:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6500s) to run reliably 100% of the time and a

[1:48:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6500s) to run reliably 100% of the time and a lot of interpretation and freedom of

[1:48:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6503s) lot of interpretation and freedom of

[1:48:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6503s) lot of interpretation and freedom of creativity in between the lines.

[1:48:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6506s) creativity in between the lines.

[1:48:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6506s) creativity in between the lines. So yeah, sorry, very poorly delivered

[1:48:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6508s) So yeah, sorry, very poorly delivered

[1:48:28](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6508s) So yeah, sorry, very poorly delivered joke, but that's what I wanted to go

[1:48:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6510s) joke, but that's what I wanted to go

[1:48:30](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6510s) joke, but that's what I wanted to go through. Uh, and the bottom line being

[1:48:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6513s) through. Uh, and the bottom line being

[1:48:34](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6514s) through. Uh, and the bottom line being the design of your harnesses needs to be

[1:48:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6517s) the design of your harnesses needs to be

[1:48:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6517s) the design of your harnesses needs to be intentional to increase trust.

[1:48:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6521s) intentional to increase trust.

[1:48:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6521s) intentional to increase trust. Don't assume that oh because this is

[1:48:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6523s) Don't assume that oh because this is

[1:48:43](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6523s) Don't assume that oh because this is running on AI is going to be what was

[1:48:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6525s) running on AI is going to be what was

[1:48:45](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6525s) running on AI is going to be what was the the quote 200% accurate.

[1:48:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6529s) the the quote 200% accurate.

[1:48:49](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6529s) the the quote 200% accurate. It will likely not unless you design all

[1:48:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6531s) It will likely not unless you design all

[1:48:51](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6531s) It will likely not unless you design all the mechanisms so that whatever process

[1:48:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6535s) the mechanisms so that whatever process

[1:48:55](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6535s) the mechanisms so that whatever process runs you know you can trust the results

[1:48:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6537s) runs you know you can trust the results

[1:48:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6537s) runs you know you can trust the results to a degree. Um and yeah models are

[1:49:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6541s) to a degree. Um and yeah models are

[1:49:01](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6541s) to a degree. Um and yeah models are going to get better. We have seen the

[1:49:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6543s) going to get better. We have seen the

[1:49:03](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6543s) going to get better. We have seen the last six months nine months in saying

[1:49:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6546s) last six months nine months in saying

[1:49:06](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6546s) last six months nine months in saying I'm getting a little bit of whiplash

[1:49:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6548s) I'm getting a little bit of whiplash

[1:49:08](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6548s) I'm getting a little bit of whiplash even with you know how fast things are

[1:49:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6550s) even with you know how fast things are

[1:49:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6550s) even with you know how fast things are going but they still have to earn the

[1:49:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6553s) going but they still have to earn the

[1:49:13](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6553s) going but they still have to earn the trust. it's not a 100% right and in when

[1:49:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6556s) trust. it's not a 100% right and in when

[1:49:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6556s) trust. it's not a 100% right and in when we're talking about money 1% wrong

[1:49:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6558s) we're talking about money 1% wrong

[1:49:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6558s) we're talking about money 1% wrong sometimes it's a lot of money

[1:49:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6561s) sometimes it's a lot of money

[1:49:21](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6561s) sometimes it's a lot of money so yeah we kind of skipped into the

[1:49:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6564s) so yeah we kind of skipped into the

[1:49:24](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6564s) so yeah we kind of skipped into the questions but if anyone has anything

[1:49:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6565s) questions but if anyone has anything

[1:49:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6565s) questions but if anyone has anything else

[1:49:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6566s) else

[1:49:26](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6566s) else yeah just really quick like in the UI

[1:49:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6567s) yeah just really quick like in the UI

[1:49:27](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6567s) yeah just really quick like in the UI how do you demonstrate trust like

[1:49:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6572s) how do you demonstrate trust like

[1:49:32](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6572s) how do you demonstrate trust like you just ask it show me how you

[1:49:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6573s) you just ask it show me how you

[1:49:33](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6573s) you just ask it show me how you calculated this or does it show you the

[1:49:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6575s) calculated this or does it show you the

[1:49:35](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6575s) calculated this or does it show you the code

[1:49:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6576s) code

[1:49:36](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6576s) code can you show an example like how do you

[1:49:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6577s) can you show an example like how do you

[1:49:37](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6577s) can you show an example like how do you prove it

[1:49:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6578s) prove it

[1:49:38](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6578s) prove it the intent was that it was a aggregation

[1:49:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6581s) the intent was that it was a aggregation

[1:49:41](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6581s) the intent was that it was a aggregation of everything so All the steps in the

[1:49:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6584s) of everything so All the steps in the

[1:49:44](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6584s) of everything so All the steps in the framework should have felt like oh but I

[1:49:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6587s) framework should have felt like oh but I

[1:49:47](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6587s) framework should have felt like oh but I know where this is coming from but I

[1:49:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6588s) know where this is coming from but I

[1:49:48](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6588s) know where this is coming from but I know this is running as code but I know

[1:49:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6590s) know this is running as code but I know

[1:49:50](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6590s) know this is running as code but I know this is tested. So it should have been

[1:49:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6592s) this is tested. So it should have been

[1:49:52](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6592s) this is tested. So it should have been an experience to kind of like immerse

[1:49:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6594s) an experience to kind of like immerse

[1:49:54](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6594s) an experience to kind of like immerse into this feels trustworthy. But again

[1:49:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6597s) into this feels trustworthy. But again

[1:49:57](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6597s) into this feels trustworthy. But again it's one implementation we came up with.

[1:50:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6600s) it's one implementation we came up with.

[1:50:00](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6600s) it's one implementation we came up with. So not not super direct.

[1:50:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6602s) So not not super direct.

[1:50:02](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6602s) So not not super direct. Yeah. But I think the the takeaway is

[1:50:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6604s) Yeah. But I think the the takeaway is

[1:50:04](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6604s) Yeah. But I think the the takeaway is there won't be a single thing that will

[1:50:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6607s) there won't be a single thing that will

[1:50:07](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6607s) there won't be a single thing that will work to earn the user's trust at any

[1:50:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6610s) work to earn the user's trust at any

[1:50:10](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6610s) work to earn the user's trust at any point. So I think that's for some people

[1:50:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6612s) point. So I think that's for some people

[1:50:12](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6612s) point. So I think that's for some people the verification will be more important.

[1:50:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6614s) the verification will be more important.

[1:50:14](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6614s) the verification will be more important. Some others are a bit more skeptic and

[1:50:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6616s) Some others are a bit more skeptic and

[1:50:16](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6616s) Some others are a bit more skeptic and they want to see the actual calculations

[1:50:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6618s) they want to see the actual calculations

[1:50:18](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6618s) they want to see the actual calculations and numbers and so on. So I think again

[1:50:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6620s) and numbers and so on. So I think again

[1:50:20](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6620s) and numbers and so on. So I think again that the process guides and covers for a

[1:50:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6623s) that the process guides and covers for a

[1:50:23](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6623s) that the process guides and covers for a multitude of u of possible

[1:50:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6625s) multitude of u of possible

[1:50:25](https://www.youtube.com/watch?v=ATMcd9tkhhc&t=6625s) multitude of u of possible possibilities.