# Every Company Is Building Agents That Can't Work Together - Justin Schroeder, Standard Agents

Justin Schroeder, Standard Agents

[Talk page](https://ai.engineer/talks/3Krz7Rdd4JI-every-company-is-building-agents-that-cant) · [Video](https://www.youtube.com/watch?v=3Krz7Rdd4JI)

## What It Takes to Hand Someone a Working Agent

A battery warranty claim gives Justin Schroeder a test for agent portability. Hand another team the agent, run the same claim, and see whether it still knows when to ship a replacement.

![A flowchart shows how the warranty agent looks up the equipment, checks coverage and either files the claim or asks the office.](https://ai.engineer/api/talk-essay-media/61eb4acdd45d39523d701dcf9f36a690de86676ed005868e236c95abe4616e54)

Schroeder’s warranty-claim example limits the agent to the equipment lookup, coverage check and filing steps that its owner can evaluate.

### What a warranty agent should be allowed to do

[1:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=98s)

An HVAC technician has photographed a broken part. A warranty claim now needs the equipment record, the photos and a submission to the manufacturer. Justin Schroeder imagines asking a general-purpose assistant to take care of it. When the assistant cannot sign in to the warranty portal, it creates a new account. Perhaps it catches up on a few emails along the way. The example is a joke, but the manufacturer would receive a claim from an account the business never authorized.

Schroeder would give the agent three tools for that job: look up equipment, attach photos and submit a claim. It could still ask for missing information and take several turns to finish. The technician would have latitude over how to describe the fault, and the model could choose which tool to call next. Neither needs authority to create an account. A different agent could handle crew scheduling or state permits, where the same company follows different rules.

The narrow assignment also gives the business something it can measure. Two identical claims ought to reach the same disposition. An unusual one may need a person. Those are cases a warranty team can collect, label and rerun. A higher score on a general model benchmark tells that team little about whether its next claim will be filed correctly. Schroeder argues that a smaller, cheaper model deserves a trial when the team can evaluate it on the actual work.

### What goes missing when you share a working agent

[7:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=470s)

Consider a team that builds a good Gmail agent. The team can tune a model for email and expose the agent as an MCP tool to a larger assistant. A second team now wants to run the email agent in its own environment. Handing over the prompt and tool descriptions leaves out some consequential code. What happens when the model calls two tools at once? How many steps may it take? Which part of a conversation survives a failed request?

These decisions live in the harness, the software that runs the loop around the model. Two companies can both speak MCP and still give different answers to every question above. A Markdown skill can explain what an agent ought to do, and a protocol such as A2A can carry a message between agents. The recipient still has to implement the behavior that made the original agent dependable. Schroeder wants to be able to hand someone a package containing that behavior, down to putting it on a USB drive.

### Specify what the host owes the agent

[14:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=898s)

The open Standard Agent Specification is Schroeder’s proposal for that package and its runtime. An author writes the model selection, prompts, tools and other pieces in TypeScript. The host runs the resulting agent according to a common contract. The author can choose a particular model and test against it. Another company can run the package on its own hardware or implement the host in a different language, provided it can execute the TypeScript and honor the same behavior.

The distinction is easiest to see in a file read. An agent can save a file and read it in a later turn. In the hosted implementation Schroeder shows, a Cloudflare Durable Object reads the contents from a database. The agent sees a file. A local runtime could store the same contents on disk. Requiring the two hosts to expose the same operation gives an agent somewhere else to run without asking its author to adopt the same storage system everywhere.

![A seven-step runtime loop sits beside the storage and ordering guarantees each host must implement.](https://ai.engineer/api/talk-essay-media/cc46e30ff490415143ea4858b27d64bd958b9e769da85aaece67f4fb17678bdf)

A conforming host persists each response and tool result before moving the thread forward.

### Give each side of a conversation a job

[21:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1265s)

The specification describes a conversation as two sides. One side can be a person, a model working from a prompt, or ordinary code. In one example an asset worker produces an answer and an asset reviewer sends it back for another pass. In another, a deterministic handler simply tells the other side to continue. A team can put code in charge of a predictable decision and spend an inference call where an answer genuinely needs judgment.

An agent can also contain another complete agent. Schroeder shows two calendar instances, one for work and one for personal appointments, backed by the same calendar agent. Each instance has a separate job in its parent. Hooks let the installed child participate in specified events in the parent. The author who knows calendar behavior can ship that behavior with the package, while the person assembling the parent decides which calendars it should use.

### A battery warranty becomes the test case

[29:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1796s)

For the demo, Schroeder gave Claude Code a PDF describing a battery warranty process. The coding agent read the policy and generated the model definition, prompts and tools for a specialist. Schroeder reports that this took five minutes and 21 seconds. The resulting files include operations to check a battery, report a safety issue, offer a trade-in and escalate to a lead. An engineer reviewing the output can compare those operations directly with the policy that prompted them.

Standard Agent Builder shows what happened on an actual turn. The runtime sent six tools to the model and the model picked one: ship a replacement. The inspector exposes the request, model, token counts, cost and which tool ran. It reported a 94 percent cache hit rate for that example. That figure describes the displayed request. The reason to inspect it is practical: if a replacement ships when a claim calls for escalation, the operator can see which choices the model received.

A customer used a chat box on a website, while Schroeder inspected the same agent in Builder. The runtime supplies HTTP and WebSocket interfaces, and the agent could also be exposed through MCP for someone using a different assistant. Schroeder closes by inviting people to implement other runtimes and try to break the specification. The real test of portability will come when someone takes a working package out of Builder and runs the same claim somewhere else.

![On the Ottoline help page the support assistant asks about the battery and offers to check coverage.](https://ai.engineer/api/talk-essay-media/1cde918664ccd86d887464990109c3210092d57cff59152d87334e6ddcbc44e4)

The resulting Ottoline assistant opens on the customer’s support page and offers to check the battery’s warranty.

## Resources

- [Standard Agent Specification](https://standardagentspec.org/) — The agent package format and the behavior required of a compatible runtime.

## Slides

### Standard Agents

[0:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=0s) [Opening title of Justin Schroeder’s presentation.](https://assets.ai.engineer/sites/aiecode2025/sha256/9b262f2eebd2daf5b41e07b125aba860c90ccdcb1096842b51f12773ff63ac67.webp)

Standard Agents. Code Summit. Justin Schroeder.

### The prevailing wisdom

[0:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=51s) [MCP servers and Markdown files feed a single general agent in the opening argument.](https://assets.ai.engineer/sites/aiecode2025/sha256/921255d4102c3369a4a9ff7788b724a59b6408b4343e3161af74e2949aa90b87.webp)

The prevailing wisdom. MCP servers + Markdown files → A smart general agent. Call it a day.

### Processes at an HVAC repair shop

[2:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=123s) [A photo of the repair shop accompanies three examples of its work.](https://assets.ai.engineer/sites/aiecode2025/sha256/cfc88d49cbf631b307c0ea28328280367dad044f91184c69ed882ac3417224b5.webp)

An HVAC repair shop. Warranty claims management. Crew and subcontractor scheduling. Permit and approval management.

### Different organizations, different processes

[2:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=163s) [The four columns give examples from an HVAC repair shop, a university, a cloud provider and work common to any organization.](https://assets.ai.engineer/sites/aiecode2025/sha256/755ea19cee83436e0895ce7490612822fe5b3b81a13da1459f843475014a31c1.webp)

HVAC repair shop: warranty claims, permit management, crew scheduling, maintenance renewals, refrigerant disposal, change orders. University: admissions, financial aid, course registration, accreditation reporting, grant administration, housing assignments. Cloud provider: incident response, capacity planning, abuse reports, billing disputes, compliance audits, deprecation notices. Any organization: hiring, payroll, procurement, expense approval, contract review, customer support.

### What businesses want from their agents

[4:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=251s) [Four labeled boxes describe the qualities a business wants from its own process.](https://assets.ai.engineer/sites/aiecode2025/sha256/d83a298c57c00d8f9f7c21076268699ce4084e5c35d2839efc3cab164bb3f598.webp)

What businesses want. Control. Reliable. Repeatable. Not generic. It’s their process.

### Why broad capabilities can be a liability

[4:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=267s) [The trust section explains the cost of giving an agent more freedom than its job requires.](https://assets.ai.engineer/sites/aiecode2025/sha256/9abe58c207e575ea73bb2d3fbd33a39597ff2b042b7e0f5e817b427ea864ceeb.webp)

If an agent can do anything, it might do anything. That’s a liability.

### One warranty claim from email to decision

[5:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=314s) [A flowchart shows how the warranty agent looks up the equipment, checks coverage and either files the claim or asks the office.](https://assets.ai.engineer/sites/aiecode2025/sha256/61eb4acdd45d39523d701dcf9f36a690de86676ed005868e236c95abe4616e54.webp)

Claim email arrives → Warranty claims → lookup_equipment → check_warranty_coverage → Covered? Yes: attach_photos → submit_claim → Claim #4471 filed. No: Ask the office.

### What the warranty agent contains

[6:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=375s) [The warranty process gets its own messages, tools, prompt and model.](https://assets.ai.engineer/sites/aiecode2025/sha256/7f8fa478a8bcd1178deebfbab279527a82e059393296e21ca396cc70f4921916.webp)

Permit management. Warranty claims. Crew scheduling. Maintenance renewals. Change orders. Warranty claims agent: Messages, Tools, System prompt, Model. Not just a workflow. A true multi-turn agent.

### Score each business process separately

[6:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=394s) [An illustrative table gives each business process its own evaluation pass rate, cost per task and latency.](https://assets.ai.engineer/sites/aiecode2025/sha256/3e077fc6d93862c0457725c3dccafefc258b3846580d2764748a964e6fa2f870.webp)

Each process gets its own agent. Agent / Eval pass rate / Cost per task / Latency. Warranty claims 96%, $0.004, 1.8s. Permit management 93%, $0.006, 2.4s. Crew scheduling 91%, $0.011, 3.1s. Maintenance renewals 97%, $0.003, 1.2s. Review responses 98%, $0.002, 0.9s.

### Gmail skill and Gmail agent

[7:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=470s) [A dedicated Gmail agent is contrasted with one skill among many in a general agent.](https://assets.ai.engineer/sites/aiecode2025/sha256/e1d57f90f7ab782f7fb7277650eb7bffad132a371542d3ffde7df055bba323be.webp)

A Gmail agent beats a Gmail skill. Claude Opus 5.5 + Gmail skill: one of 41. DeepSeek V4.1 Flash, Gmail agent: one job. Cheaper. You can eval it. Composes into a larger system.

### What sits inside a harness

[9:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=570s) [The harness slide surrounds the model, system prompt, tools and messages with responsibilities such as durable state and stop conditions.](https://assets.ai.engineer/sites/aiecode2025/sha256/785100421698cf28ad04c72687bdd06a73d0d66f89b9e307e5999c8c3669bd37.webp)

To build an agent, you build a harness. Agentic loop orchestration. Stop conditions. Context window management. Provider abstraction. Multi-agent turn coordination. Parallel tool execution. Durable execution. Durable thread state. Tool call validation. Packaging & distribution. Retry with backoff. Execution telemetry.

### Where the standards stop

[11:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=718s) [Six existing protocols cover tool access, know-how, project instructions, agent communication and payments, with the harness left open.](https://assets.ai.engineer/sites/aiecode2025/sha256/00f692b617bf1ec5e706c5b752a9326f61b65c6b00915d6de00e7f3dacfa8c2d.webp)

Existing standards. Tool access: MCP. Packaged know-how: Skills. Project instructions: AGENTS.md. Agent ↔ agent: A2A. Editor ↔ agent: ACP. Payments: AP2 · x402. The harness itself: nothing yet.

### What a specification buys

[12:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=762s) [The four boxes name the benefits of sharing a standard agent specification.](https://assets.ai.engineer/sites/aiecode2025/sha256/637910f830e54f50b22b7e99112b8fdb57045f3ad7655ce8a46ce75477229ac0.webp)

What a spec buys you. Speed. Consistency. Portability. Composability.

### The Standard Agent Specification

[13:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=801s) [The announcement slide gives the specification’s name and public site.](https://assets.ai.engineer/sites/aiecode2025/sha256/eb4c5b278d3db09a3cd58d6ec68e506b6fe7b4715d1d806c2341488281a4d7c8.webp)

Today we’re open sourcing The Standard Agent Specification. An open source, engineering-first approach to building agents. standardagentspec.org.

### Five properties for an agent

[13:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=815s) [Justin lists five goals for an agent that can move among hosts.](https://assets.ai.engineer/sites/aiecode2025/sha256/0b510b93fc0ae40a4a9df0c9e552319c09ca097b6fe152a77a319f013ead0838.webp)

Agents should be vendor-agnostic. Agents should be domain-specific. Agents should be coupled to a model. Agents should be composable. Agents should be portable.

### Runtime, package and thread

[14:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=892s) [A nested diagram locates prompts, tools, hooks and the thread’s state within the package and runtime.](https://assets.ai.engineer/sites/aiecode2025/sha256/84cad2da0ee7a912110d42afde0284f57bff5a938806816175537d7ffe67486a.webp)

Here’s the map. Runtime. Package. Thread. Messages, Files, Code, KV, Decisions. Endpoints. Hooks. Effects. Agent rules. Subagents. Tools. System prompt. Model.

### Two sides of an agent conversation

[21:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1260s) [Rows pair the two sides of a conversation for an assistant, reviewer, relay and approval gate.](https://assets.ai.engineer/sites/aiecode2025/sha256/4cc352f55d57a71e319e80cb9f05bb47648d6d9bcc620410012b6e52c70b3725.webp)

Side A ↔ Side B. human, prompt, handler. prompt × human: the everyday assistant. prompt × prompt: worker and reviewer. handler × human: deterministic relay, zero model calls. prompt × human, as a child: approval gate inside an automated pipeline.

### Required parent hooks

[23:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1404s) [The Gmail subagent example illustrates how a parent must provide a hook before the child can run.](https://assets.ai.engineer/sites/aiecode2025/sha256/d46b394fa2b249f7fef7f73f33df65e9356b33445c96440f007de6cd58d5c07b.webp)

Required parent hooks. Installing does nothing. You see what it needs. No hook, no run.

### The thread owns its environment

[25:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1504s) [A grid identifies the state and operations available to a running thread.](https://assets.ai.engineer/sites/aiecode2025/sha256/2a245b5cc271942c712652f04d09f8c905a9f7b72d0cf8542a18d6b13f465ad3.webp)

Every thread is a full environment. Messages. File system. Code execution. Subagents. Environment. Tools. Effects. Events. Key-value. Decisions. One ThreadState interface, the same from tools, hooks, handlers, and endpoints.

### The runtime contract

[27:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1643s) [A seven-step runtime loop sits beside the storage and ordering guarantees each host must implement.](https://assets.ai.engineer/sites/aiecode2025/sha256/cc46e30ff490415143ea4858b27d64bd958b9e769da85aaece67f4fb17678bdf.webp)

The runtime contract. Drain queued messages and tools. Assemble context. Call the model. Persist the response. Execute tool calls. Persist tool results. Evaluate stop conditions. A conforming runtime MUST: one step at a time per thread, persist before advancing, enforce stop and safety semantics, durable queues, copy attachments across threads, durable per-thread key-value store, honor the sandbox contract.

### A coding agent as a package

[28:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1697s) [The production example shows a planning agent above frontend, graphics, systems and backend agents.](https://assets.ai.engineer/sites/aiecode2025/sha256/edc6edc3f3e1bc002e6f37d98682ffbf2e6076fe695cb6f18ba2b79d9b2ac66f.webp)

A coding agent built as a standard agent package. Architecture & Planning. Baseline. Frontend. 3D & Graphics. Systems. Backend & Data.

### Standard Agent Builder

[29:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1767s) [The first runtime demonstrates the path from a local clone to a deployable agent.](https://assets.ai.engineer/sites/aiecode2025/sha256/bb28408036188d82ddbe5f6126fa7f5c35ff035674c7a46c65c16c945cbb27cd.webp)

Standard Agent Builder. The first runtime for the Standard Agent Specification. Clone it. Ask your coding agent. Run it anywhere.

### The bicycle warranty assistant in the storefront

[32:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1951s) [On the Ottoline help page the support assistant asks about the battery and offers to check coverage.](https://assets.ai.engineer/sites/aiecode2025/sha256/1cde918664ccd86d887464990109c3210092d57cff59152d87334e6ddcbc44e4.webp)

How can we help? Battery & charging. Warranty. Orders & delivery. Service & repairs. Ottoline Support: Hi there! I can check battery warranty coverage and sort out a replacement. What’s going on with your battery?

### Build it with us

[33:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2028s) [The closing slide invites new runtimes, shared agents and feedback on the draft specification.](https://assets.ai.engineer/sites/aiecode2025/sha256/224c12f2e87cddf518ba16a6976219e176c73e6474050b49e49b3378c7c9f4fc.webp)

Build it with us. Build a runtime. Build agents. Break the spec. It’s 0.2. Open issues and pull requests.

## Full transcript

[0:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=0s) Hey, my name is Justin Schroeder. I want

[0:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2s) Hey, my name is Justin Schroeder. I want

[0:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2s) Hey, my name is Justin Schroeder. I want to talk to you about standard agents and

[0:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=4s) to talk to you about standard agents and

[0:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=4s) to talk to you about standard agents and specifically standardizing agents. But

[0:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=6s) specifically standardizing agents. But

[0:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=6s) specifically standardizing agents. But before I do, I want to mention an

[0:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=9s) before I do, I want to mention an

[0:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=9s) before I do, I want to mention an interesting observation. Um, right now

[0:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=11s) interesting observation. Um, right now

[0:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=11s) interesting observation. Um, right now I'm noticing that everybody's building

[0:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=13s) I'm noticing that everybody's building

[0:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=13s) I'm noticing that everybody's building agents. Um, if you walk down your street

[0:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=15s) agents. Um, if you walk down your street

[0:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=15s) agents. Um, if you walk down your street today, you're probably going to run into

[0:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=17s) today, you're probably going to run into

[0:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=17s) today, you're probably going to run into people who are building agents to help

[0:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=19s) people who are building agents to help

[0:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=19s) people who are building agents to help power their business. And this is

[0:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=20s) power their business. And this is

[0:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=20s) power their business. And this is actually weird because it goes against

[0:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=23s) actually weird because it goes against

[0:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=23s) actually weird because it goes against the prevailing wisdom of the day. Right

[0:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=25s) the prevailing wisdom of the day. Right

[0:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=25s) the prevailing wisdom of the day. Right now, most people who are deep in AI are

[0:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=27s) now, most people who are deep in AI are

[0:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=27s) now, most people who are deep in AI are going to tell you that the right way to

[0:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=29s) going to tell you that the right way to

[0:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=29s) going to tell you that the right way to put your business and and enable your

[0:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=32s) put your business and and enable your

[0:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=32s) put your business and and enable your business with AI is to build an MCP

[0:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=34s) business with AI is to build an MCP

[0:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=34s) business with AI is to build an MCP server that exposes the pieces and parts

[0:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=36s) server that exposes the pieces and parts

[0:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=36s) server that exposes the pieces and parts of your business and then write some

[0:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=39s) of your business and then write some

[0:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=39s) of your business and then write some markdown files, skill files or uh agents

[0:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=41s) markdown files, skill files or uh agents

[0:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=41s) markdown files, skill files or uh agents MD files, right? You you write some

[0:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=43s) MD files, right? You you write some

[0:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=43s) MD files, right? You you write some markdown files basically documentation

[0:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=45s) markdown files basically documentation

[0:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=45s) markdown files basically documentation and then you give it to a sufficiently

[0:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=47s) and then you give it to a sufficiently

[0:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=47s) and then you give it to a sufficiently smart uh model. So something like you

[0:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=49s) smart uh model. So something like you

[0:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=49s) smart uh model. So something like you know a claude or Grockbot agent,

[0:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=51s) know a claude or Grockbot agent,

[0:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=51s) know a claude or Grockbot agent, something like that and then you call it

[0:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=52s) something like that and then you call it

[0:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=52s) something like that and then you call it a day. this is sufficient and this is

[0:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=54s) a day. this is sufficient and this is

[0:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=54s) a day. this is sufficient and this is going to do the job. And what's

[0:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=56s) going to do the job. And what's

[0:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=56s) going to do the job. And what's interesting is people just aren't doing

[0:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=58s) interesting is people just aren't doing

[0:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=58s) interesting is people just aren't doing this. Well, I mean, people are building

[0:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=59s) this. Well, I mean, people are building

[0:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=59s) this. Well, I mean, people are building MCP, but they're still building agents.

[1:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=63s) MCP, but they're still building agents.

[1:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=63s) MCP, but they're still building agents. So, we could view this potentially as

[1:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=65s) So, we could view this potentially as

[1:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=65s) So, we could view this potentially as they're just making a mistake. Maybe

[1:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=67s) they're just making a mistake. Maybe

[1:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=67s) they're just making a mistake. Maybe these people are just doing the wrong

[1:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=68s) these people are just doing the wrong

[1:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=68s) these people are just doing the wrong thing and we need to advise them better.

[1:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=70s) thing and we need to advise them better.

[1:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=70s) thing and we need to advise them better. And that might be true. But I actually

[1:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=72s) And that might be true. But I actually

[1:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=72s) And that might be true. But I actually think that there's some wisdom in what

[1:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=73s) think that there's some wisdom in what

[1:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=73s) think that there's some wisdom in what the market is showing us. There's

[1:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=75s) the market is showing us. There's

[1:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=75s) the market is showing us. There's something more there that I want to talk

[1:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=77s) something more there that I want to talk

[1:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=77s) something more there that I want to talk about. And I think it comes down to

[1:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=78s) about. And I think it comes down to

[1:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=78s) about. And I think it comes down to three factors. I think there's three

[1:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=80s) three factors. I think there's three

[1:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=80s) three factors. I think there's three primary reasons why people are still

[1:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=82s) primary reasons why people are still

[1:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=82s) primary reasons why people are still building agents and I want to walk

[1:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=83s) building agents and I want to walk

[1:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=83s) building agents and I want to walk through them before we get into

[1:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=85s) through them before we get into

[1:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=85s) through them before we get into standards. First is integration.

[1:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=88s) standards. First is integration.

[1:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=88s) standards. First is integration. Businesses need their processes that are

[1:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=91s) Businesses need their processes that are

[1:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=91s) Businesses need their processes that are deeply embedded inside of their business

[1:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=93s) deeply embedded inside of their business

[1:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=93s) deeply embedded inside of their business to be handled properly. These are not

[1:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=97s) to be handled properly. These are not

[1:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=97s) to be handled properly. These are not small factors for the business. For

[1:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=98s) small factors for the business. For

[1:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=98s) small factors for the business. For example, take something like an HVAC

[1:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=100s) example, take something like an HVAC

[1:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=100s) example, take something like an HVAC repair company. You have all kinds of

[1:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=101s) repair company. You have all kinds of

[1:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=101s) repair company. You have all kinds of business processes that make up that

[1:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=104s) business processes that make up that

[1:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=104s) business processes that make up that organization. Things like, you know,

[1:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=105s) organization. Things like, you know,

[1:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=105s) organization. Things like, you know, managing warranty claims. How do you

[1:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=107s) managing warranty claims. How do you

[1:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=107s) managing warranty claims. How do you know when a warranty claim comes in that

[1:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=108s) know when a warranty claim comes in that

[1:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=108s) know when a warranty claim comes in that it's within the appropriate period or

[1:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=110s) it's within the appropriate period or

[1:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=110s) it's within the appropriate period or that it's one of the things that was

[1:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=111s) that it's one of the things that was

[1:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=111s) that it's one of the things that was guaranteed? How about crew scheduling?

[1:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=113s) guaranteed? How about crew scheduling?

[1:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=113s) guaranteed? How about crew scheduling? Crews are running all over a big city

[1:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=115s) Crews are running all over a big city

[1:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=115s) Crews are running all over a big city trying to perform various operations.

[1:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=116s) trying to perform various operations.

[1:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=116s) trying to perform various operations. How do you know that the right people

[1:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=117s) How do you know that the right people

[1:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=117s) How do you know that the right people are going to the right places? This is

[1:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=119s) are going to the right places? This is

[1:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=119s) are going to the right places? This is critical for their business to function

[2:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=121s) critical for their business to function

[2:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=121s) critical for their business to function well and they already have lots of

[2:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=123s) well and they already have lots of

[2:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=123s) well and they already have lots of software to help handle this. How about

[2:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=124s) software to help handle this. How about

[2:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=124s) software to help handle this. How about pulling permits from the state? How

[2:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=126s) pulling permits from the state? How

[2:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=126s) pulling permits from the state? How about campaign management or account

[2:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=128s) about campaign management or account

[2:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=128s) about campaign management or account expansion or job materials? There are so

[2:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=131s) expansion or job materials? There are so

[2:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=131s) expansion or job materials? There are so many important processes that a given

[2:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=134s) many important processes that a given

[2:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=134s) many important processes that a given business needs for it to operate

[2:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=136s) business needs for it to operate

[2:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=136s) business needs for it to operate effectively.

[2:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=138s) effectively.

[2:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=138s) effectively. And it's not just HVAC repair. HVAC

[2:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=140s) And it's not just HVAC repair. HVAC

[2:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=140s) And it's not just HVAC repair. HVAC repair has a bunch, but universities,

[2:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=141s) repair has a bunch, but universities,

[2:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=141s) repair has a bunch, but universities, how about financial aid? How do we make

[2:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=143s) how about financial aid? How do we make

[2:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=143s) how about financial aid? How do we make sure that financial aid is appropriately

[2:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=145s) sure that financial aid is appropriately

[2:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=145s) sure that financial aid is appropriately given out or grant administration or

[2:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=148s) given out or grant administration or

[2:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=148s) given out or grant administration or housing assignments? How about something

[2:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=149s) housing assignments? How about something

[2:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=150s) housing assignments? How about something like a cloud provider? Making sure that

[2:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=152s) like a cloud provider? Making sure that

[2:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=152s) like a cloud provider? Making sure that um we aren't having abuse or billing

[2:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=154s) um we aren't having abuse or billing

[2:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=154s) um we aren't having abuse or billing disputes. There are all kinds of

[2:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=156s) disputes. There are all kinds of

[2:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=156s) disputes. There are all kinds of important processes that are currently

[2:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=158s) important processes that are currently

[2:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=158s) important processes that are currently being handled that if you want to

[2:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=160s) being handled that if you want to

[2:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=160s) being handled that if you want to integrate AI need to be handled properly

[2:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=163s) integrate AI need to be handled properly

[2:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=163s) integrate AI need to be handled properly and it's not just three, it's really any

[2:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=165s) and it's not just three, it's really any

[2:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=165s) and it's not just three, it's really any organization. There's all kinds of other

[2:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=166s) organization. There's all kinds of other

[2:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=166s) organization. There's all kinds of other higher order things like payroll or

[2:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=168s) higher order things like payroll or

[2:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=168s) higher order things like payroll or contract review. All of these are

[2:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=170s) contract review. All of these are

[2:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=170s) contract review. All of these are important processes. It turns out that a

[2:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=173s) important processes. It turns out that a

[2:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=173s) important processes. It turns out that a business is really just its processes.

[2:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=177s) business is really just its processes.

[2:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=177s) business is really just its processes. That is its foundation, its core. In

[3:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=180s) That is its foundation, its core. In

[3:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=180s) That is its foundation, its core. In fact, everything that makes a given

[3:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=182s) fact, everything that makes a given

[3:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=182s) fact, everything that makes a given business valuable is really the result

[3:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=184s) business valuable is really the result

[3:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=184s) business valuable is really the result of the processes that got there. So

[3:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=186s) of the processes that got there. So

[3:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=186s) of the processes that got there. So things like relationships and network

[3:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=187s) things like relationships and network

[3:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=187s) things like relationships and network effects and proprietary data, all of

[3:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=189s) effects and proprietary data, all of

[3:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=189s) effects and proprietary data, all of those come as a result of the process

[3:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=192s) those come as a result of the process

[3:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=192s) those come as a result of the process working really well, whatever that is

[3:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=194s) working really well, whatever that is

[3:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=194s) working really well, whatever that is and however many that is, right? So the

[3:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=196s) and however many that is, right? So the

[3:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=196s) and however many that is, right? So the idea that we're going to use something

[3:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=198s) idea that we're going to use something

[3:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=198s) idea that we're going to use something like Grockbot to start running all of

[3:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=201s) like Grockbot to start running all of

[3:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=201s) like Grockbot to start running all of those processes,

[3:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=203s) those processes,

[3:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=203s) those processes, honestly, it is it's just not palatable.

[3:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=208s) honestly, it is it's just not palatable.

[3:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=208s) honestly, it is it's just not palatable. People do not want this. Even if it

[3:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=210s) People do not want this. Even if it

[3:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=210s) People do not want this. Even if it works well, which it probably will with

[3:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=212s) works well, which it probably will with

[3:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=212s) works well, which it probably will with some of these really big models. It's

[3:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=215s) some of these really big models. It's

[3:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=215s) some of these really big models. It's too risky. It's too risky to take their

[3:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=217s) too risky. It's too risky to take their

[3:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=217s) too risky. It's too risky to take their business critical process, the thing

[3:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=219s) business critical process, the thing

[3:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=219s) business critical process, the thing that makes them who they are as a

[3:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=220s) that makes them who they are as a

[3:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=220s) that makes them who they are as a business, and hand that over. So, what

[3:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=223s) business, and hand that over. So, what

[3:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=223s) business, and hand that over. So, what businesses really want, and we've found

[3:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=225s) businesses really want, and we've found

[3:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=225s) businesses really want, and we've found this even in our own experience, is they

[3:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=227s) this even in our own experience, is they

[3:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=227s) this even in our own experience, is they really want control. And then they need

[3:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=229s) really want control. And then they need

[3:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=229s) really want control. And then they need to trust the process. They need to have

[3:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=232s) to trust the process. They need to have

[3:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=232s) to trust the process. They need to have reliable execution over time. And it

[3:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=235s) reliable execution over time. And it

[3:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=235s) reliable execution over time. And it needs to be repeatable. It needs to work

[3:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=237s) needs to be repeatable. It needs to work

[3:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=237s) needs to be repeatable. It needs to work the same way for the same claim. Okay?

[4:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=240s) the same way for the same claim. Okay?

[4:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=240s) the same way for the same claim. Okay? And finally, it can't be generic. You

[4:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=242s) And finally, it can't be generic. You

[4:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=242s) And finally, it can't be generic. You just can't use completely generic tools

[4:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=245s) just can't use completely generic tools

[4:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=245s) just can't use completely generic tools to perform this, right? There's a voice.

[4:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=247s) to perform this, right? There's a voice.

[4:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=247s) to perform this, right? There's a voice. There's a tone that a given business has

[4:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=249s) There's a tone that a given business has

[4:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=249s) There's a tone that a given business has that they want to preserve. So that's

[4:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=251s) that they want to preserve. So that's

[4:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=251s) that they want to preserve. So that's integration. The second part I think

[4:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=254s) integration. The second part I think

[4:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=254s) integration. The second part I think that businesses really need is they need

[4:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=256s) that businesses really need is they need

[4:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=256s) that businesses really need is they need to be able to trust what the agent does.

[4:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=259s) to be able to trust what the agent does.

[4:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=259s) to be able to trust what the agent does. And what we like to say around here is

[4:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=261s) And what we like to say around here is

[4:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=261s) And what we like to say around here is that if an agent can do anything, it

[4:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=264s) that if an agent can do anything, it

[4:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=264s) that if an agent can do anything, it might do anything. And that is a

[4:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=265s) might do anything. And that is a

[4:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=266s) might do anything. And that is a liability. In fact, that's a really big

[4:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=268s) liability. In fact, that's a really big

[4:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=268s) liability. In fact, that's a really big liability and something that is

[4:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=269s) liability and something that is

[4:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=270s) liability and something that is untenable.

[4:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=271s) untenable.

[4:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=271s) untenable. So, you really need to restrict what

[4:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=274s) So, you really need to restrict what

[4:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=274s) So, you really need to restrict what Grockbot can do down to something

[4:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=277s) Grockbot can do down to something

[4:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=277s) Grockbot can do down to something really, really fine-tuned, right? You

[4:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=278s) really, really fine-tuned, right? You

[4:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=278s) really, really fine-tuned, right? You know, I mean, here this I'm obviously in

[4:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=280s) know, I mean, here this I'm obviously in

[4:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=280s) know, I mean, here this I'm obviously in Jest, but you know, hey, did you get the

[4:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=282s) Jest, but you know, hey, did you get the

[4:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=282s) Jest, but you know, hey, did you get the warranty claim? Yeah, couldn't sign into

[4:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=284s) warranty claim? Yeah, couldn't sign into

[4:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=284s) warranty claim? Yeah, couldn't sign into the warranty portal, so I made a new

[4:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=285s) the warranty portal, so I made a new

[4:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=285s) the warranty portal, so I made a new account, right? I mean, it's not out of

[4:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=287s) account, right? I mean, it's not out of

[4:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=287s) account, right? I mean, it's not out of the question that Grockpot would do

[4:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=288s) the question that Grockpot would do

[4:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=288s) the question that Grockpot would do something like that or I replied to some

[4:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=290s) something like that or I replied to some

[4:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=290s) something like that or I replied to some emails while I was at it. I read up on

[4:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=291s) emails while I was at it. I read up on

[4:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=291s) emails while I was at it. I read up on the election results, so on and so

[4:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=292s) the election results, so on and so

[4:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=292s) the election results, so on and so forth. And the reason of course is just

[4:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=294s) forth. And the reason of course is just

[4:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=294s) forth. And the reason of course is just because it has those tools. It has the

[4:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=295s) because it has those tools. It has the

[4:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=295s) because it has those tools. It has the ability to do that. Now, usually these

[4:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=297s) ability to do that. Now, usually these

[4:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=297s) ability to do that. Now, usually these smart models don't make those result,

[4:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=299s) smart models don't make those result,

[4:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=299s) smart models don't make those result, those errors, those those kinds of

[5:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=301s) those errors, those those kinds of

[5:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=301s) those errors, those those kinds of mistakes, but it absolutely can happen,

[5:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=304s) mistakes, but it absolutely can happen,

[5:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=304s) mistakes, but it absolutely can happen, right? So, Grockbot has the ability to

[5:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=307s) right? So, Grockbot has the ability to

[5:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=307s) right? So, Grockbot has the ability to go check an X account while it's in the

[5:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=309s) go check an X account while it's in the

[5:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=309s) go check an X account while it's in the middle of performing some other

[5:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=311s) middle of performing some other

[5:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=311s) middle of performing some other operation. And businesses don't want

[5:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=313s) operation. And businesses don't want

[5:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=313s) operation. And businesses don't want that. They don't want that. Now,

[5:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=315s) that. They don't want that. Now,

[5:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=315s) that. They don't want that. Now, instead, what they want is a very clear

[5:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=318s) instead, what they want is a very clear

[5:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=318s) instead, what they want is a very clear workflow where some claim is, you know,

[5:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=321s) workflow where some claim is, you know,

[5:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=321s) workflow where some claim is, you know, warranty claim is triggering a given

[5:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=322s) warranty claim is triggering a given

[5:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=322s) warranty claim is triggering a given agent to pick up some work. And that

[5:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=324s) agent to pick up some work. And that

[5:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=324s) agent to pick up some work. And that agent has very specific tools like

[5:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=327s) agent has very specific tools like

[5:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=327s) agent has very specific tools like looking up equipment, attaching photos,

[5:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=328s) looking up equipment, attaching photos,

[5:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=328s) looking up equipment, attaching photos, submitting a claim. Now, these are full

[5:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=331s) submitting a claim. Now, these are full

[5:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=331s) submitting a claim. Now, these are full agents. They have multi-turns. They can

[5:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=334s) agents. They have multi-turns. They can

[5:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=334s) agents. They have multi-turns. They can perform real work. They can do

[5:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=335s) perform real work. They can do

[5:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=335s) perform real work. They can do evaluation. They have their own context,

[5:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=337s) evaluation. They have their own context,

[5:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=337s) evaluation. They have their own context, but they are limited in their scope to

[5:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=339s) but they are limited in their scope to

[5:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=339s) but they are limited in their scope to what they can actually perform. We're

[5:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=341s) what they can actually perform. We're

[5:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=341s) what they can actually perform. We're not just trusting that a model's not

[5:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=343s) not just trusting that a model's not

[5:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=343s) not just trusting that a model's not going to go do that.

[5:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=345s) going to go do that.

[5:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=345s) going to go do that. So trust number two absolutely critical.

[5:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=349s) So trust number two absolutely critical.

[5:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=349s) So trust number two absolutely critical. Number three is efficacy not efficiency

[5:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=353s) Number three is efficacy not efficiency

[5:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=353s) Number three is efficacy not efficiency efficacy. This is the most important of

[5:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=356s) efficacy. This is the most important of

[5:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=356s) efficacy. This is the most important of the three perhaps. We need to make sure

[5:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=358s) the three perhaps. We need to make sure

[5:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=358s) the three perhaps. We need to make sure that the job is done and it's done well.

[6:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=360s) that the job is done and it's done well.

[6:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=360s) that the job is done and it's done well. You know it's it's not enough to say

[6:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=362s) You know it's it's not enough to say

[6:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=362s) You know it's it's not enough to say like is my model smart enough but can it

[6:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=364s) like is my model smart enough but can it

[6:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=364s) like is my model smart enough but can it do the task it's been given? Can it do

[6:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=366s) do the task it's been given? Can it do

[6:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=366s) do the task it's been given? Can it do it efficiently? And in the in the

[6:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=368s) it efficiently? And in the in the

[6:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=368s) it efficiently? And in the in the totality, does it improve the

[6:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=370s) totality, does it improve the

[6:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=370s) totality, does it improve the performance of the business or of that

[6:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=372s) performance of the business or of that

[6:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=372s) performance of the business or of that process over what we were previously

[6:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=374s) process over what we were previously

[6:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=374s) process over what we were previously doing? That is absolutely important. So,

[6:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=377s) doing? That is absolutely important. So,

[6:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=377s) doing? That is absolutely important. So, think about, you know, our HVAC uh

[6:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=379s) think about, you know, our HVAC uh

[6:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=379s) think about, you know, our HVAC uh warranty claim. Our warranty claim

[6:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=381s) warranty claim. Our warranty claim

[6:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=381s) warranty claim. Our warranty claim itself, that's a small task for an

[6:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=383s) itself, that's a small task for an

[6:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=383s) itself, that's a small task for an agent, but what we're saying is that

[6:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=385s) agent, but what we're saying is that

[6:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=385s) agent, but what we're saying is that would actually make a great agent. That

[6:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=388s) would actually make a great agent. That

[6:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=388s) would actually make a great agent. That entire thing, just the warranty claim

[6:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=390s) entire thing, just the warranty claim

[6:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=390s) entire thing, just the warranty claim would be an agent. It's not a workflow.

[6:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=392s) would be an agent. It's not a workflow.

[6:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=392s) would be an agent. It's not a workflow. It has multiple turns. It is a

[6:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=394s) It has multiple turns. It is a

[6:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=394s) It has multiple turns. It is a legitimate agent. And what's really cool

[6:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=396s) legitimate agent. And what's really cool

[6:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=396s) legitimate agent. And what's really cool about this is you can take all of your

[6:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=397s) about this is you can take all of your

[6:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=397s) about this is you can take all of your business processes and then you can eval

[6:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=399s) business processes and then you can eval

[6:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=399s) business processes and then you can eval them. Right? When you try to eval a really large language model, it's being evaled on so many different things. And what you see is effectively a

[6:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=408s) form of benchmaxing over time where it

[6:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=410s) form of benchmaxing over time where it

[6:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=410s) form of benchmaxing over time where it tries to get really good at the things

[6:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=412s) tries to get really good at the things

[6:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=412s) tries to get really good at the things that are being observed. That's not a

[6:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=413s) that are being observed. That's not a

[6:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=413s) that are being observed. That's not a bad thing. It's just bad if what you are

[6:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=416s) bad thing. It's just bad if what you are

[6:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=416s) bad thing. It's just bad if what you are wanting out of it is not one of those

[6:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=418s) wanting out of it is not one of those

[6:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=418s) wanting out of it is not one of those things. But with an agent that is

[7:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=420s) things. But with an agent that is

[7:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=420s) things. But with an agent that is fine-tuned for a very specific task,

[7:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=423s) fine-tuned for a very specific task,

[7:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=423s) fine-tuned for a very specific task, that benchmaxing is actually a positive.

[7:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=425s) that benchmaxing is actually a positive.

[7:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=425s) that benchmaxing is actually a positive. It's a good thing for an individual

[7:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=427s) It's a good thing for an individual

[7:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=428s) It's a good thing for an individual model with an individual prompt with an

[7:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=430s) model with an individual prompt with an

[7:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=430s) model with an individual prompt with an with individual tools to have a very

[7:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=432s) with individual tools to have a very

[7:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=432s) with individual tools to have a very high efficacy rate and a very high eval

[7:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=435s) high efficacy rate and a very high eval

[7:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=435s) high efficacy rate and a very high eval pass rate if that's all that they're

[7:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=436s) pass rate if that's all that they're

[7:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=436s) pass rate if that's all that they're being asked to do.

[7:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=440s) being asked to do.

[7:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=440s) being asked to do. So the current state of affairs is that

[7:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=442s) So the current state of affairs is that

[7:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=442s) So the current state of affairs is that we use super super smart models like you

[7:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=444s) we use super super smart models like you

[7:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=444s) we use super super smart models like you know opus 55 which is a spectacular

[7:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=447s) know opus 55 which is a spectacular

[7:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=447s) know opus 55 which is a spectacular model and and then we just give it more

[7:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=449s) model and and then we just give it more

[7:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=449s) model and and then we just give it more tools and more skills and I don't want

[7:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=451s) tools and more skills and I don't want

[7:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=451s) tools and more skills and I don't want to say that this doesn't work because we

[7:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=453s) to say that this doesn't work because we

[7:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=453s) to say that this doesn't work because we have created an ecosystem where this

[7:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=455s) have created an ecosystem where this

[7:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=455s) have created an ecosystem where this works tremendously well however it can

[7:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=458s) works tremendously well however it can

[7:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=458s) works tremendously well however it can it is also very very large as opposed to

[7:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=462s) it is also very very large as opposed to

[7:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=462s) it is also very very large as opposed to creating something with you know

[7:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=464s) creating something with you know

[7:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=464s) creating something with you know deepseek v4.1 flash that is only

[7:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=467s) deepseek v4.1 flash that is only

[7:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=467s) deepseek v4.1 flash that is only performing one operation something

[7:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=469s) performing one operation something

[7:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=469s) performing one operation something something like the warranty claims

[7:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=470s) something like the warranty claims

[7:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=470s) something like the warranty claims agent. So fundamentally a Gmail agent

[7:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=474s) agent. So fundamentally a Gmail agent

[7:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=474s) agent. So fundamentally a Gmail agent beats a Gmail skill. It's not that both

[7:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=476s) beats a Gmail skill. It's not that both

[7:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=476s) beats a Gmail skill. It's not that both of them don't work. Of course, Claude

[7:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=478s) of them don't work. Of course, Claude

[7:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=478s) of them don't work. Of course, Claude can very easily use a skill to go check

[8:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=480s) can very easily use a skill to go check

[8:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=480s) can very easily use a skill to go check Gmail or probably do it without a skill.

[8:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=483s) Gmail or probably do it without a skill.

[8:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=483s) Gmail or probably do it without a skill. But Deepseek v4.1 Flash can actually do

[8:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=485s) But Deepseek v4.1 Flash can actually do

[8:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=485s) But Deepseek v4.1 Flash can actually do a tremendous job of this. So it's

[8:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=488s) a tremendous job of this. So it's

[8:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=488s) a tremendous job of this. So it's definitely going to be cheaper.

[8:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=489s) definitely going to be cheaper.

[8:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=489s) definitely going to be cheaper. Obviously Flash is incredibly cheap. Um

[8:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=491s) Obviously Flash is incredibly cheap. Um

[8:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=492s) Obviously Flash is incredibly cheap. Um but you can actually eval that tiny

[8:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=493s) but you can actually eval that tiny

[8:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=493s) but you can actually eval that tiny little agent. And if you guys remember

[8:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=495s) little agent. And if you guys remember

[8:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=495s) little agent. And if you guys remember the Jeepa paper from uh several months

[8:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=498s) the Jeepa paper from uh several months

[8:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=498s) the Jeepa paper from uh several months ago, it said that fine-tuning an agent

[8:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=501s) ago, it said that fine-tuning an agent

[8:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=501s) ago, it said that fine-tuning an agent is actually more effective fine-tuning

[8:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=502s) is actually more effective fine-tuning

[8:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=502s) is actually more effective fine-tuning the prompt of an agent than fine-tuning

[8:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=504s) the prompt of an agent than fine-tuning

[8:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=504s) the prompt of an agent than fine-tuning a model. And that is absolutely true. We

[8:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=506s) a model. And that is absolutely true. We

[8:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=506s) a model. And that is absolutely true. We can get DeepSeek V, you know, 4.1 Flash

[8:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=509s) can get DeepSeek V, you know, 4.1 Flash

[8:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=509s) can get DeepSeek V, you know, 4.1 Flash to do a tremendous job, an incredible

[8:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=511s) to do a tremendous job, an incredible

[8:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=511s) to do a tremendous job, an incredible job of just being a Gmail agent. That's

[8:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=513s) job of just being a Gmail agent. That's

[8:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=513s) job of just being a Gmail agent. That's very simple. It only falls apart when

[8:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=515s) very simple. It only falls apart when

[8:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=515s) very simple. It only falls apart when you ask it to be way more than that. And

[8:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=517s) you ask it to be way more than that. And

[8:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=517s) you ask it to be way more than that. And then finally, you can compose it into a

[8:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=519s) then finally, you can compose it into a

[8:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=519s) then finally, you can compose it into a larger system. You could even expose the

[8:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=521s) larger system. You could even expose the

[8:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=521s) larger system. You could even expose the Gmail agent as an MCP server to Opus 55.

[8:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=525s) Gmail agent as an MCP server to Opus 55.

[8:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=525s) Gmail agent as an MCP server to Opus 55. Or you could create an hierarchy of

[8:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=528s) Or you could create an hierarchy of

[8:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=528s) Or you could create an hierarchy of these smaller agents all working

[8:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=530s) these smaller agents all working

[8:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=530s) these smaller agents all working together under some larger agent that

[8:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=533s) together under some larger agent that

[8:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=533s) together under some larger agent that has a defined task as well. So if these

[8:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=537s) has a defined task as well. So if these

[8:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=537s) has a defined task as well. So if these smaller domain specific agents are so

[8:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=539s) smaller domain specific agents are so

[8:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=539s) smaller domain specific agents are so great, why aren't they everywhere? Why

[9:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=541s) great, why aren't they everywhere? Why

[9:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=541s) great, why aren't they everywhere? Why isn't everybody using them everywhere?

[9:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=544s) isn't everybody using them everywhere?

[9:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=544s) isn't everybody using them everywhere? Well, they sort of are, right? Because

[9:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=546s) Well, they sort of are, right? Because

[9:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=546s) Well, they sort of are, right? Because everybody kind of is building agents

[9:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=548s) everybody kind of is building agents

[9:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=548s) everybody kind of is building agents right now. The problem is that they're

[9:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=550s) right now. The problem is that they're

[9:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=550s) right now. The problem is that they're just a mess. Everybody's writing them in

[9:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=552s) just a mess. Everybody's writing them in

[9:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=552s) just a mess. Everybody's writing them in all kinds of different languages,

[9:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=553s) all kinds of different languages,

[9:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=553s) all kinds of different languages, writing all kinds of different tools,

[9:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=555s) writing all kinds of different tools,

[9:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=555s) writing all kinds of different tools, all kinds of different uh agentic loops.

[9:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=557s) all kinds of different uh agentic loops.

[9:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=557s) all kinds of different uh agentic loops. It's it's a bit of a mess. And the truth

[9:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=559s) It's it's a bit of a mess. And the truth

[9:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=559s) It's it's a bit of a mess. And the truth is that agents are actually hard. The

[9:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=560s) is that agents are actually hard. The

[9:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=560s) is that agents are actually hard. The base is really simple, right? You just

[9:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=562s) base is really simple, right? You just

[9:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=562s) base is really simple, right? You just have a model, then you've got a system

[9:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=564s) have a model, then you've got a system

[9:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=564s) have a model, then you've got a system prompt of some kind. You put some tools

[9:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=566s) prompt of some kind. You put some tools

[9:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=566s) prompt of some kind. You put some tools in there, then you have a message

[9:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=567s) in there, then you have a message

[9:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=567s) in there, then you have a message histories. Uh but in reality, of course,

[9:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=569s) histories. Uh but in reality, of course,

[9:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=569s) histories. Uh but in reality, of course, it's actually very hard. There are so

[9:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=571s) it's actually very hard. There are so

[9:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=571s) it's actually very hard. There are so many things to worry about. Um there's,

[9:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=574s) many things to worry about. Um there's,

[9:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=574s) many things to worry about. Um there's, you know, the actual orchestration of

[9:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=575s) you know, the actual orchestration of

[9:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=575s) you know, the actual orchestration of the loops, how many steps it can take

[9:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=577s) the loops, how many steps it can take

[9:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=577s) the loops, how many steps it can take before there's a problem. You have

[9:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=578s) before there's a problem. You have

[9:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=578s) before there's a problem. You have parallel tool execution where you need

[9:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=580s) parallel tool execution where you need

[9:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=580s) parallel tool execution where you need some sort of async system to handle

[9:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=582s) some sort of async system to handle

[9:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=582s) some sort of async system to handle those. You need durability so we can

[9:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=583s) those. You need durability so we can

[9:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=583s) those. You need durability so we can pick up after errors. There is a lot

[9:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=585s) pick up after errors. There is a lot

[9:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=585s) pick up after errors. There is a lot that goes into building an agent. And

[9:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=587s) that goes into building an agent. And

[9:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=587s) that goes into building an agent. And really in order to build an agent, what

[9:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=589s) really in order to build an agent, what

[9:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=589s) really in order to build an agent, what you're really doing is you're building a

[9:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=591s) you're really doing is you're building a

[9:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=591s) you're really doing is you're building a harness. And even if you did go down the

[9:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=593s) harness. And even if you did go down the

[9:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=593s) harness. And even if you did go down the MCP path and all you were doing was MCP,

[9:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=596s) MCP path and all you were doing was MCP,

[9:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=596s) MCP path and all you were doing was MCP, well often you're going to find and a

[9:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=598s) well often you're going to find and a

[9:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=598s) well often you're going to find and a lot of businesses that we talked to are

[10:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=600s) lot of businesses that we talked to are

[10:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=600s) lot of businesses that we talked to are finding that they also need inference.

[10:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=604s) finding that they also need inference.

[10:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=604s) finding that they also need inference. The tools themselves need inference to

[10:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=606s) The tools themselves need inference to

[10:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=606s) The tools themselves need inference to become more val more more valuable. But

[10:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=608s) become more val more more valuable. But

[10:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=608s) become more val more more valuable. But if you're going to start providing

[10:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=609s) if you're going to start providing

[10:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=609s) if you're going to start providing inference there, then pretty soon you

[10:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=611s) inference there, then pretty soon you

[10:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=611s) inference there, then pretty soon you need multiple steps of inference and all

[10:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=612s) need multiple steps of inference and all

[10:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=612s) need multiple steps of inference and all of a sudden you've recreated another

[10:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=615s) of a sudden you've recreated another

[10:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=615s) of a sudden you've recreated another agent system just within MCP. But even

[10:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=618s) agent system just within MCP. But even

[10:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=618s) agent system just within MCP. But even if you did build a custom harness, there

[10:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=620s) if you did build a custom harness, there

[10:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=620s) if you did build a custom harness, there are still important problems that have

[10:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=622s) are still important problems that have

[10:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=622s) are still important problems that have to be solved. For example, I can't build

[10:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=624s) to be solved. For example, I can't build

[10:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=624s) to be solved. For example, I can't build a custom harness and you build a custom

[10:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=626s) a custom harness and you build a custom

[10:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=626s) a custom harness and you build a custom harness and then we just easily share

[10:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=628s) harness and then we just easily share

[10:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=628s) harness and then we just easily share with each other. It might not run in my

[10:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=630s) with each other. It might not run in my

[10:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=630s) with each other. It might not run in my hosting environment. There's all kinds

[10:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=631s) hosting environment. There's all kinds

[10:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=632s) hosting environment. There's all kinds of questions about how you would

[10:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=633s) of questions about how you would

[10:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=633s) of questions about how you would actually share that with someone else.

[10:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=635s) actually share that with someone else.

[10:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=635s) actually share that with someone else. Or how about composition? How do you

[10:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=637s) Or how about composition? How do you

[10:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=637s) Or how about composition? How do you actually put two of these things

[10:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=638s) actually put two of these things

[10:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=638s) actually put two of these things together and have them work efficiently

[10:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=640s) together and have them work efficiently

[10:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=640s) together and have them work efficiently together? If I built mine in a different

[10:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=642s) together? If I built mine in a different

[10:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=642s) together? If I built mine in a different way than yours, then they're in they're

[10:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=644s) way than yours, then they're in they're

[10:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=644s) way than yours, then they're in they're fundamentally incompatible. And we're

[10:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=646s) fundamentally incompatible. And we're

[10:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=646s) fundamentally incompatible. And we're not building them at scale. Like I don't

[10:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=648s) not building them at scale. Like I don't

[10:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=648s) not building them at scale. Like I don't want to build hundreds of these custom

[10:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=650s) want to build hundreds of these custom

[10:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=650s) want to build hundreds of these custom agents. That's insane. I don't want to

[10:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=652s) agents. That's insane. I don't want to

[10:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=652s) agents. That's insane. I don't want to do that and then ultimately just end up

[10:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=654s) do that and then ultimately just end up

[10:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=654s) do that and then ultimately just end up with Grockbot at the end of the day.

[10:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=655s) with Grockbot at the end of the day.

[10:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=656s) with Grockbot at the end of the day. There has to be something better than

[10:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=657s) There has to be something better than

[10:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=657s) There has to be something better than that. And we see this because even

[11:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=661s) that. And we see this because even

[11:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=661s) that. And we see this because even skills aren't being written entirely by

[11:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=663s) skills aren't being written entirely by

[11:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=663s) skills aren't being written entirely by one person, right? There's an entire

[11:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=665s) one person, right? There's an entire

[11:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=665s) one person, right? There's an entire ecosystem of people's people writing

[11:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=667s) ecosystem of people's people writing

[11:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=667s) ecosystem of people's people writing skills. Again, these are just markdown

[11:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=669s) skills. Again, these are just markdown

[11:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=669s) skills. Again, these are just markdown files. So the idea that one person is or

[11:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=672s) files. So the idea that one person is or

[11:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=672s) files. So the idea that one person is or one business is going to create hundreds

[11:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=674s) one business is going to create hundreds

[11:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=674s) one business is going to create hundreds or thousands of their own agents that

[11:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=675s) or thousands of their own agents that

[11:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=675s) or thousands of their own agents that are interoperable is a little bit silly.

[11:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=677s) are interoperable is a little bit silly.

[11:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=677s) are interoperable is a little bit silly. We need an ecosystem of sharable agents

[11:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=680s) We need an ecosystem of sharable agents

[11:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=680s) We need an ecosystem of sharable agents instead. So the solution is obviously

[11:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=683s) instead. So the solution is obviously

[11:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=684s) instead. So the solution is obviously standards, right? That's the whole point

[11:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=685s) standards, right? That's the whole point

[11:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=685s) standards, right? That's the whole point of my talk. We're talking about standard

[11:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=687s) of my talk. We're talking about standard

[11:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=687s) of my talk. We're talking about standard agents and what's interesting is that we

[11:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=690s) agents and what's interesting is that we

[11:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=690s) agents and what's interesting is that we have standardized agents to a large

[11:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=691s) have standardized agents to a large

[11:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=692s) have standardized agents to a large degree. We've standardized the things

[11:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=693s) degree. We've standardized the things

[11:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=693s) degree. We've standardized the things around them. Right? So for tools we have

[11:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=695s) around them. Right? So for tools we have

[11:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=695s) around them. Right? So for tools we have MCP basically tool distribution

[11:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=698s) MCP basically tool distribution

[11:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=698s) MCP basically tool distribution standards. Uh skills are basically a

[11:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=701s) standards. Uh skills are basically a

[11:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=701s) standards. Uh skills are basically a form of prompts that we have decided we

[11:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=703s) form of prompts that we have decided we

[11:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=703s) form of prompts that we have decided we can standardize. They have agents MD

[11:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=705s) can standardize. They have agents MD

[11:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=705s) can standardize. They have agents MD another form of prompts. We have A2A for

[11:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=707s) another form of prompts. We have A2A for

[11:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=707s) another form of prompts. We have A2A for for intercommunication. We have ACP and

[11:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=710s) for intercommunication. We have ACP and

[11:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=710s) for intercommunication. We have ACP and we've got you know X42 if you want to do

[11:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=712s) we've got you know X42 if you want to do

[11:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=712s) we've got you know X42 if you want to do payments. There's all kinds of standards

[11:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=713s) payments. There's all kinds of standards

[11:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=714s) payments. There's all kinds of standards that are starting to evolve around the

[11:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=716s) that are starting to evolve around the

[11:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=716s) that are starting to evolve around the agent ecosystem, but as of today, there

[11:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=719s) agent ecosystem, but as of today, there

[11:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=719s) agent ecosystem, but as of today, there is nothing for the harness itself. There

[12:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=722s) is nothing for the harness itself. There

[12:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=722s) is nothing for the harness itself. There is no agent runtime. And this is

[12:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=725s) is no agent runtime. And this is

[12:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=725s) is no agent runtime. And this is important because what a spec actually

[12:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=727s) important because what a spec actually

[12:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=727s) important because what a spec actually gets you is incredibly important. First

[12:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=730s) gets you is incredibly important. First

[12:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=730s) gets you is incredibly important. First of all, speed. You don't have to

[12:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=733s) of all, speed. You don't have to

[12:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=733s) of all, speed. You don't have to reinvent the world every time you create

[12:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=735s) reinvent the world every time you create

[12:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=735s) reinvent the world every time you create an agent, right? You can have the exact

[12:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=738s) an agent, right? You can have the exact

[12:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=738s) an agent, right? You can have the exact ampic loop specified. We can know

[12:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=740s) ampic loop specified. We can know

[12:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=740s) ampic loop specified. We can know exactly how to write tools. Our agents

[12:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=743s) exactly how to write tools. Our agents

[12:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=743s) exactly how to write tools. Our agents are not responsible for building that

[12:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=745s) are not responsible for building that

[12:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=745s) are not responsible for building that part of the ecosystem. Consistency.

[12:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=748s) part of the ecosystem. Consistency.

[12:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=748s) part of the ecosystem. Consistency. Every agent should be built exactly the

[12:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=750s) Every agent should be built exactly the

[12:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=750s) Every agent should be built exactly the same way. Now that doesn't mean that

[12:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=752s) same way. Now that doesn't mean that

[12:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=752s) same way. Now that doesn't mean that every agent is just a markdown file. It

[12:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=754s) every agent is just a markdown file. It

[12:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=754s) every agent is just a markdown file. It needs to have deep, deep ability to

[12:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=757s) needs to have deep, deep ability to

[12:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=757s) needs to have deep, deep ability to customize, but those customizations

[12:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=759s) customize, but those customizations

[12:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=759s) customize, but those customizations should automatically work in any

[12:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=762s) should automatically work in any

[12:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=762s) should automatically work in any compatible runtime. There's also

[12:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=764s) compatible runtime. There's also

[12:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=764s) compatible runtime. There's also portability. I need to be able to write

[12:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=765s) portability. I need to be able to write

[12:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=765s) portability. I need to be able to write an agent, pack it up, and literally put

[12:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=767s) an agent, pack it up, and literally put

[12:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=767s) an agent, pack it up, and literally put it on a zip drive if I want to or a USB

[12:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=770s) it on a zip drive if I want to or a USB

[12:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=770s) it on a zip drive if I want to or a USB stick and give it to you. And of course,

[12:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=773s) stick and give it to you. And of course,

[12:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=773s) stick and give it to you. And of course, composability. This is, you know,

[12:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=775s) composability. This is, you know,

[12:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=775s) composability. This is, you know, perhaps a little bit of a vague and

[12:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=776s) perhaps a little bit of a vague and

[12:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=776s) perhaps a little bit of a vague and overused term, but all it means is that

[12:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=778s) overused term, but all it means is that

[12:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=778s) overused term, but all it means is that you're assembling smaller parts into

[13:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=780s) you're assembling smaller parts into

[13:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=780s) you're assembling smaller parts into something larger than itself. And

[13:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=782s) something larger than itself. And

[13:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=782s) something larger than itself. And composability is really a huge key to

[13:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=785s) composability is really a huge key to

[13:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=785s) composability is really a huge key to unlocking how domain specific agents can

[13:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=788s) unlocking how domain specific agents can

[13:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=788s) unlocking how domain specific agents can be brought to the market. So, we need

[13:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=791s) be brought to the market. So, we need

[13:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=791s) be brought to the market. So, we need this. But unfortunately,

[13:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=793s) this. But unfortunately,

[13:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=793s) this. But unfortunately, no such spec exists

[13:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=797s) no such spec exists

[13:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=797s) no such spec exists until today.

[13:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=799s) until today.

[13:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=799s) until today. And I am really excited to tell you

[13:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=802s) And I am really excited to tell you

[13:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=802s) And I am really excited to tell you about the standard agent specification.

[13:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=805s) about the standard agent specification.

[13:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=805s) about the standard agent specification. We are announcing it literally today as

[13:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=807s) We are announcing it literally today as

[13:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=807s) We are announcing it literally today as you are watching this. It is an

[13:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=809s) you are watching this. It is an

[13:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=809s) you are watching this. It is an open-source spec. It's available today

[13:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=812s) open-source spec. It's available today

[13:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=812s) open-source spec. It's available today at standardagentspec.org.

[13:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=814s) at standardagentspec.org.

[13:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=814s) at standardagentspec.org. And I'd like to show it to you a little

[13:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=815s) And I'd like to show it to you a little

[13:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=815s) And I'd like to show it to you a little bit. To start with, we make some claims.

[13:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=818s) bit. To start with, we make some claims.

[13:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=818s) bit. To start with, we make some claims. First, this is our definition of agents.

[13:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=821s) First, this is our definition of agents.

[13:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=821s) First, this is our definition of agents. Agents are deterministic software that

[13:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=823s) Agents are deterministic software that

[13:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=824s) Agents are deterministic software that harness the non-deterministic results

[13:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=826s) harness the non-deterministic results

[13:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=826s) harness the non-deterministic results produced by models in pursuit of a

[13:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=827s) produced by models in pursuit of a

[13:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=828s) produced by models in pursuit of a desired objective. If that sounds a lot

[13:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=830s) desired objective. If that sounds a lot

[13:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=830s) desired objective. If that sounds a lot like a harness, it even has the word

[13:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=831s) like a harness, it even has the word

[13:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=831s) like a harness, it even has the word harness in it. It's intentional. A good

[13:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=834s) harness in it. It's intentional. A good

[13:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=834s) harness in it. It's intentional. A good agent is a good harness. You could

[13:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=836s) agent is a good harness. You could

[13:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=836s) agent is a good harness. You could almost think of an agent like an

[13:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=837s) almost think of an agent like an

[13:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=837s) almost think of an agent like an instance of a harness. And then there

[14:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=840s) instance of a harness. And then there

[14:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=840s) instance of a harness. And then there are five other core principles that the

[14:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=842s) are five other core principles that the

[14:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=842s) are five other core principles that the spec is built on. First of all, agents

[14:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=844s) spec is built on. First of all, agents

[14:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=844s) spec is built on. First of all, agents need to be vendor agnostic. Agents

[14:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=847s) need to be vendor agnostic. Agents

[14:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=847s) need to be vendor agnostic. Agents should be domain specific. Agents should

[14:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=850s) should be domain specific. Agents should

[14:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=850s) should be domain specific. Agents should be coupled to a given model. Agents

[14:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=853s) be coupled to a given model. Agents

[14:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=853s) be coupled to a given model. Agents should be composable. And agents should

[14:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=855s) should be composable. And agents should

[14:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=855s) should be composable. And agents should be portable. I want to talk about two of

[14:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=858s) be portable. I want to talk about two of

[14:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=858s) be portable. I want to talk about two of these that seem like they're

[14:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=859s) these that seem like they're

[14:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=859s) these that seem like they're contradictions. The vendor agnostic

[14:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=861s) contradictions. The vendor agnostic

[14:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=861s) contradictions. The vendor agnostic thing and the couple to a model. Vendor

[14:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=863s) thing and the couple to a model. Vendor

[14:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=863s) thing and the couple to a model. Vendor agnostic means I don't want my agent

[14:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=864s) agnostic means I don't want my agent

[14:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=864s) agnostic means I don't want my agent running exclusively on anthropics

[14:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=867s) running exclusively on anthropics

[14:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=867s) running exclusively on anthropics hardware or exclusively within the

[14:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=869s) hardware or exclusively within the

[14:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=869s) hardware or exclusively within the OpenAI ecosystem. I need to be able to

[14:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=871s) OpenAI ecosystem. I need to be able to

[14:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=871s) OpenAI ecosystem. I need to be able to host it wherever I want to host it and I

[14:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=873s) host it wherever I want to host it and I

[14:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=873s) host it wherever I want to host it and I need to be able to run whatever models I

[14:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=875s) need to be able to run whatever models I

[14:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=875s) need to be able to run whatever models I need to run. That being said, an

[14:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=878s) need to run. That being said, an

[14:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=878s) need to run. That being said, an individual agent is almost always best

[14:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=881s) individual agent is almost always best

[14:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=881s) individual agent is almost always best when it's paired with a specific model.

[14:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=884s) when it's paired with a specific model.

[14:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=884s) when it's paired with a specific model. Now, this starts to be less true on the

[14:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=887s) Now, this starts to be less true on the

[14:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=887s) Now, this starts to be less true on the large model front, but even there it's

[14:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=890s) large model front, but even there it's

[14:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=890s) large model front, but even there it's true. Different harnesses do produce

[14:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=892s) true. Different harnesses do produce

[14:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=892s) true. Different harnesses do produce different results. So, let me give you a

[14:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=894s) different results. So, let me give you a

[14:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=894s) different results. So, let me give you a little bit of a tour here of the

[14:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=896s) little bit of a tour here of the

[14:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=896s) little bit of a tour here of the specification. First, we have the

[14:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=898s) specification. First, we have the

[14:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=898s) specification. First, we have the runtime. An agent runs in a runtime very

[15:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=902s) runtime. An agent runs in a runtime very

[15:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=902s) runtime. An agent runs in a runtime very similar to how a language runs in a

[15:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=903s) similar to how a language runs in a

[15:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=904s) similar to how a language runs in a runtime. The language in this case is

[15:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=905s) runtime. The language in this case is

[15:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=905s) runtime. The language in this case is the definition of the agent and the

[15:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=907s) the definition of the agent and the

[15:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=907s) the definition of the agent and the runtime is what is so highly specified.

[15:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=910s) runtime is what is so highly specified.

[15:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=910s) runtime is what is so highly specified. But if we take a look inside, we'll see

[15:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=912s) But if we take a look inside, we'll see

[15:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=912s) But if we take a look inside, we'll see that agents are really just packages

[15:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=914s) that agents are really just packages

[15:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=914s) that agents are really just packages with lots of pieces and parts which are

[15:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=916s) with lots of pieces and parts which are

[15:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=916s) with lots of pieces and parts which are painfully and excruciatingly detailed in

[15:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=919s) painfully and excruciatingly detailed in

[15:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=919s) painfully and excruciatingly detailed in the specification. So we're going to

[15:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=921s) the specification. So we're going to

[15:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=921s) the specification. So we're going to keep this little map here of model,

[15:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=923s) keep this little map here of model,

[15:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=923s) keep this little map here of model, system prompt, tools, sub aents, agent

[15:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=925s) system prompt, tools, sub aents, agent

[15:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=925s) system prompt, tools, sub aents, agent rules, hooks, effects, and then the

[15:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=927s) rules, hooks, effects, and then the

[15:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=927s) rules, hooks, effects, and then the thread. all of that map and we're going

[15:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=928s) thread. all of that map and we're going

[15:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=928s) thread. all of that map and we're going to walk through some of these piece by

[15:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=930s) to walk through some of these piece by

[15:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=930s) to walk through some of these piece by piece. So first of all, everything in

[15:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=934s) piece. So first of all, everything in

[15:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=934s) piece. So first of all, everything in the specification is intended to be

[15:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=936s) the specification is intended to be

[15:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=936s) the specification is intended to be written as code. Now this is important

[15:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=939s) written as code. Now this is important

[15:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=939s) written as code. Now this is important for two reasons. One, we need to be able

[15:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=941s) for two reasons. One, we need to be able

[15:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=941s) for two reasons. One, we need to be able to pack this up and distribute it. I

[15:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=943s) to pack this up and distribute it. I

[15:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=943s) to pack this up and distribute it. I need to be able to take an agent and

[15:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=945s) need to be able to take an agent and

[15:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=945s) need to be able to take an agent and everything that that means, every piece

[15:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=947s) everything that that means, every piece

[15:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=947s) everything that that means, every piece of information that has to do with that

[15:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=949s) of information that has to do with that

[15:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=949s) of information that has to do with that agent, and I need to be able to pack it

[15:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=951s) agent, and I need to be able to pack it

[15:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=951s) agent, and I need to be able to pack it up, literally put it on a USB stick and

[15:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=954s) up, literally put it on a USB stick and

[15:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=954s) up, literally put it on a USB stick and hand it to you or publish it to a

[15:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=956s) hand it to you or publish it to a

[15:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=956s) hand it to you or publish it to a package registry. And the only way we're

[15:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=959s) package registry. And the only way we're

[15:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=959s) package registry. And the only way we're going to do that is if everything is

[16:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=960s) going to do that is if everything is

[16:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=960s) going to do that is if everything is code. So, first everything has to be

[16:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=962s) code. So, first everything has to be

[16:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=962s) code. So, first everything has to be code. Also, we want to be able to write

[16:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=964s) code. Also, we want to be able to write

[16:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=964s) code. Also, we want to be able to write agents with agents. I don't want to sit

[16:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=967s) agents with agents. I don't want to sit

[16:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=967s) agents with agents. I don't want to sit down and handwrite an agent. That's

[16:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=969s) down and handwrite an agent. That's

[16:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=969s) down and handwrite an agent. That's crazy. So, of course, it needs to be

[16:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=971s) crazy. So, of course, it needs to be

[16:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=971s) crazy. So, of course, it needs to be code. So it is an agent first ecosystem.

[16:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=975s) code. So it is an agent first ecosystem.

[16:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=975s) code. So it is an agent first ecosystem. So let's take a look at how these are

[16:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=977s) So let's take a look at how these are

[16:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=977s) So let's take a look at how these are actually written. We made a really

[16:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=979s) actually written. We made a really

[16:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=979s) actually written. We made a really interesting decision early on. We

[16:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=981s) interesting decision early on. We

[16:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=981s) interesting decision early on. We decided that we needed to have all of

[16:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=983s) decided that we needed to have all of

[16:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=983s) decided that we needed to have all of the agents written according to the

[16:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=985s) the agents written according to the

[16:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=985s) the agents written according to the specification in the same language and

[16:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=987s) specification in the same language and

[16:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=987s) specification in the same language and we chose TypeScript. Now we didn't

[16:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=989s) we chose TypeScript. Now we didn't

[16:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=989s) we chose TypeScript. Now we didn't choose TypeScript because we're big

[16:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=991s) choose TypeScript because we're big

[16:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=991s) choose TypeScript because we're big TypeScript fans. It's fine. Uh we chose

[16:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=993s) TypeScript fans. It's fine. Uh we chose

[16:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=993s) TypeScript fans. It's fine. Uh we chose TypeScript because in today's era,

[16:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=995s) TypeScript because in today's era,

[16:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=995s) TypeScript because in today's era, languages really almost have no value.

[16:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=998s) languages really almost have no value.

[16:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=998s) languages really almost have no value. The only value a language has is the

[16:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1000s) The only value a language has is the

[16:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1000s) The only value a language has is the artifact that it produces at the end.

[16:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1002s) artifact that it produces at the end.

[16:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1002s) artifact that it produces at the end. What's unique about it? And in our

[16:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1003s) What's unique about it? And in our

[16:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1004s) What's unique about it? And in our opinion, there's really only two

[16:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1005s) opinion, there's really only two

[16:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1005s) opinion, there's really only two languages that matter. I know some of

[16:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1007s) languages that matter. I know some of

[16:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1007s) languages that matter. I know some of you are going to disagree with this, but

[16:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1008s) you are going to disagree with this, but

[16:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1008s) you are going to disagree with this, but the two languages are Rust or Rustlike

[16:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1011s) the two languages are Rust or Rustlike

[16:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1011s) the two languages are Rust or Rustlike systems that that write extremely fast

[16:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1014s) systems that that write extremely fast

[16:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1014s) systems that that write extremely fast performant code and TypeScript. Now, why

[16:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1016s) performant code and TypeScript. Now, why

[16:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1016s) performant code and TypeScript. Now, why TypeScript? Typescript because it runs

[16:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1019s) TypeScript? Typescript because it runs

[16:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1019s) TypeScript? Typescript because it runs everywhere, absolutely everywhere. It

[17:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1021s) everywhere, absolutely everywhere. It

[17:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1021s) everywhere, absolutely everywhere. It runs on the edge. It runs on your

[17:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1023s) runs on the edge. It runs on your

[17:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1023s) runs on the edge. It runs on your computer. It runs on your mom's

[17:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1024s) computer. It runs on your mom's

[17:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1024s) computer. It runs on your mom's computer. It runs on your phone. It runs

[17:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1026s) computer. It runs on your phone. It runs

[17:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1026s) computer. It runs on your phone. It runs everywhere. And in this particular case,

[17:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1029s) everywhere. And in this particular case,

[17:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1029s) everywhere. And in this particular case, we want agents to run everywhere. But

[17:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1031s) we want agents to run everywhere. But

[17:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1031s) we want agents to run everywhere. But there is a second reason. Typescript is

[17:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1033s) there is a second reason. Typescript is

[17:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1033s) there is a second reason. Typescript is an interpreted language. Well,

[17:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1034s) an interpreted language. Well,

[17:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1034s) an interpreted language. Well, technically JavaScript is. JavaScript is

[17:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1036s) technically JavaScript is. JavaScript is

[17:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1036s) technically JavaScript is. JavaScript is an interpreted language. And we want

[17:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1038s) an interpreted language. And we want

[17:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1038s) an interpreted language. And we want that because we want our agents to be

[17:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1041s) that because we want our agents to be

[17:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1041s) that because we want our agents to be able to write agents and execute them

[17:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1043s) able to write agents and execute them

[17:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1043s) able to write agents and execute them immediately without a build or a

[17:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1045s) immediately without a build or a

[17:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1045s) immediately without a build or a compilation step. And the only way we're

[17:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1046s) compilation step. And the only way we're

[17:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1046s) compilation step. And the only way we're going to do that is by using an

[17:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1048s) going to do that is by using an

[17:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1048s) going to do that is by using an interpreted language. And as far as

[17:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1049s) interpreted language. And as far as

[17:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1049s) interpreted language. And as far as interpreted languages go, TypeScript is

[17:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1051s) interpreted languages go, TypeScript is

[17:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1051s) interpreted languages go, TypeScript is about as robust, fast, available, and

[17:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1054s) about as robust, fast, available, and

[17:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1054s) about as robust, fast, available, and portable as any of them out there. We

[17:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1057s) portable as any of them out there. We

[17:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1057s) portable as any of them out there. We didn't want to do the MCP thing that

[17:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1060s) didn't want to do the MCP thing that

[17:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1060s) didn't want to do the MCP thing that already exists. MCP requires you to have

[17:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1062s) already exists. MCP requires you to have

[17:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1062s) already exists. MCP requires you to have some sort of server in order to serve

[17:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1065s) some sort of server in order to serve

[17:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1065s) some sort of server in order to serve the tools. We don't want to do that. We

[17:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1067s) the tools. We don't want to do that. We

[17:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1067s) the tools. We don't want to do that. We want to be able to bundle it all

[17:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1069s) want to be able to bundle it all

[17:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1069s) want to be able to bundle it all together. So this is what it looks like.

[17:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1071s) together. So this is what it looks like.

[17:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1071s) together. So this is what it looks like. If you want to define a model, you do

[17:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1073s) If you want to define a model, you do

[17:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1073s) If you want to define a model, you do that in Typescript. All of this is very

[17:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1075s) that in Typescript. All of this is very

[17:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1075s) that in Typescript. All of this is very tightly typed. If you want to define a

[17:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1078s) tightly typed. If you want to define a

[17:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1078s) tightly typed. If you want to define a prompt, you define the prompt using

[18:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1080s) prompt, you define the prompt using

[18:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1080s) prompt, you define the prompt using define prompt. You want to define an

[18:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1081s) define prompt. You want to define an

[18:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1081s) define prompt. You want to define an agent, you do it with define agent. Now,

[18:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1085s) agent, you do it with define agent. Now,

[18:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1085s) agent, you do it with define agent. Now, one really important fact is that models

[18:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1088s) one really important fact is that models

[18:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1088s) one really important fact is that models uh models that are defined in code

[18:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1091s) uh models that are defined in code

[18:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1091s) uh models that are defined in code define the exact model that they are

[18:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1093s) define the exact model that they are

[18:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1093s) define the exact model that they are running on. So, my agent is going to run

[18:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1095s) running on. So, my agent is going to run

[18:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1095s) running on. So, my agent is going to run on a specific model of OpenAI. And of

[18:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1098s) on a specific model of OpenAI. And of

[18:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1098s) on a specific model of OpenAI. And of course, you can have fallback models. So

[18:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1101s) course, you can have fallback models. So

[18:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1101s) course, you can have fallback models. So if my primary model fails then we

[18:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1103s) if my primary model fails then we

[18:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1103s) if my primary model fails then we recommend you go up a level of

[18:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1104s) recommend you go up a level of

[18:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1104s) recommend you go up a level of intelligence and switch to another one.

[18:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1107s) intelligence and switch to another one.

[18:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1107s) intelligence and switch to another one. This gives us a tremendous advantage

[18:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1108s) This gives us a tremendous advantage

[18:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1108s) This gives us a tremendous advantage that we can use the jaggedness of an

[18:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1111s) that we can use the jaggedness of an

[18:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1111s) that we can use the jaggedness of an LLM. So a good example is uh you know we

[18:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1114s) LLM. So a good example is uh you know we

[18:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1114s) LLM. So a good example is uh you know we have this fun project called model zen

[18:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1116s) have this fun project called model zen

[18:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1116s) have this fun project called model zen garden and model zen garden creates lots

[18:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1119s) garden and model zen garden creates lots

[18:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1119s) garden and model zen garden creates lots of different uh 3D zen gardens for

[18:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1121s) of different uh 3D zen gardens for

[18:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1121s) of different uh 3D zen gardens for people to walk through and what we found

[18:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1123s) people to walk through and what we found

[18:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1123s) people to walk through and what we found is one model in particular um 10 cents

[18:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1125s) is one model in particular um 10 cents

[18:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1125s) is one model in particular um 10 cents y3 was spectacular at producing 3D

[18:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1129s) y3 was spectacular at producing 3D

[18:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1129s) y3 was spectacular at producing 3D gardens at a fraction of the cost of all

[18:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1131s) gardens at a fraction of the cost of all

[18:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1131s) gardens at a fraction of the cost of all the others. It wasn't a very good model

[18:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1133s) the others. It wasn't a very good model

[18:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1133s) the others. It wasn't a very good model but this is the jaggedness. it was good

[18:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1135s) but this is the jaggedness. it was good

[18:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1135s) but this is the jaggedness. it was good at that one characteristic and one

[18:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1137s) at that one characteristic and one

[18:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1137s) at that one characteristic and one trait. And for domain specific agents,

[18:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1139s) trait. And for domain specific agents,

[18:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1139s) trait. And for domain specific agents, that actually is a benefit, not a

[19:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1141s) that actually is a benefit, not a

[19:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1141s) that actually is a benefit, not a hindrance. So, it's great to be able to

[19:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1143s) hindrance. So, it's great to be able to

[19:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1143s) hindrance. So, it's great to be able to use a smaller model for a small task

[19:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1146s) use a smaller model for a small task

[19:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1146s) use a smaller model for a small task that it's very, very good at. And right

[19:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1148s) that it's very, very good at. And right

[19:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1148s) that it's very, very good at. And right now, we've sort of all been trained that

[19:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1150s) now, we've sort of all been trained that

[19:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1150s) now, we've sort of all been trained that you write your agent and then you just

[19:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1151s) you write your agent and then you just

[19:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1151s) you write your agent and then you just swap out models willy-nilly and you kind

[19:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1154s) swap out models willy-nilly and you kind

[19:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1154s) swap out models willy-nilly and you kind of hope for the best. That goes against

[19:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1155s) of hope for the best. That goes against

[19:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1155s) of hope for the best. That goes against one of our fundamental principles, which

[19:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1157s) one of our fundamental principles, which

[19:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1157s) one of our fundamental principles, which is efficacy. We need high efficacy. And

[19:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1160s) is efficacy. We need high efficacy. And

[19:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1160s) is efficacy. We need high efficacy. And so it is almost always better to pin a

[19:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1163s) so it is almost always better to pin a

[19:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1163s) so it is almost always better to pin a very specific model running at a

[19:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1165s) very specific model running at a

[19:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1165s) very specific model running at a specific quant by a specific pro

[19:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1167s) specific quant by a specific pro

[19:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1167s) specific quant by a specific pro provider to your agent.

[19:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1170s) provider to your agent.

[19:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1170s) provider to your agent. Next are prompts. Prompts are what they

[19:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1172s) Next are prompts. Prompts are what they

[19:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1172s) Next are prompts. Prompts are what they sound like. These are the system

[19:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1173s) sound like. These are the system

[19:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1173s) sound like. These are the system prompts. But interestingly, they own one

[19:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1176s) prompts. But interestingly, they own one

[19:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1176s) prompts. But interestingly, they own one side of the conversation. So

[19:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1177s) side of the conversation. So

[19:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1177s) side of the conversation. So conversations for agents are basically

[19:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1180s) conversations for agents are basically

[19:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1180s) conversations for agents are basically always two-sided. You have the assistant

[19:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1181s) always two-sided. You have the assistant

[19:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1182s) always two-sided. You have the assistant and you have the user. And in this case,

[19:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1184s) and you have the user. And in this case,

[19:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1184s) and you have the user. And in this case, the prompt is owning one side of that

[19:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1187s) the prompt is owning one side of that

[19:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1187s) the prompt is owning one side of that conversation. And another interesting

[19:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1189s) conversation. And another interesting

[19:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1189s) conversation. And another interesting thing you can do is you can include

[19:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1191s) thing you can do is you can include

[19:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1191s) thing you can do is you can include prompts inside of other prompts. They

[19:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1193s) prompts inside of other prompts. They

[19:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1193s) prompts inside of other prompts. They are effectively rendered at runtime. So

[19:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1196s) are effectively rendered at runtime. So

[19:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1196s) are effectively rendered at runtime. So if you have environment variables that

[19:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1198s) if you have environment variables that

[19:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1198s) if you have environment variables that are public or things like that that you

[19:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1199s) are public or things like that that you

[19:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1199s) are public or things like that that you want to get written into the prompt at

[20:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1201s) want to get written into the prompt at

[20:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1201s) want to get written into the prompt at runtime, that is completely possible. Or

[20:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1205s) runtime, that is completely possible. Or

[20:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1205s) runtime, that is completely possible. Or perhaps you have something like a tone

[20:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1207s) perhaps you have something like a tone

[20:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1207s) perhaps you have something like a tone prompt where you have got lots of

[20:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1209s) prompt where you have got lots of

[20:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1209s) prompt where you have got lots of different sub aents and all those sub

[20:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1210s) different sub aents and all those sub

[20:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1210s) different sub aents and all those sub aents need to speak to users in a

[20:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1212s) aents need to speak to users in a

[20:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1212s) aents need to speak to users in a particular way. That's not a problem.

[20:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1214s) particular way. That's not a problem.

[20:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1214s) particular way. That's not a problem. you can just make that happen uh by

[20:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1216s) you can just make that happen uh by

[20:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1216s) you can just make that happen uh by including a singular prompt in all of

[20:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1219s) including a singular prompt in all of

[20:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1219s) including a singular prompt in all of them that says hey you're going to speak

[20:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1220s) them that says hey you're going to speak

[20:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1220s) them that says hey you're going to speak this way.

[20:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1222s) this way.

[20:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1222s) this way. Now tools are basically one of three

[20:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1225s) Now tools are basically one of three

[20:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1225s) Now tools are basically one of three kinds. You either have a function where

[20:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1227s) kinds. You either have a function where

[20:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1227s) kinds. You either have a function where you actually run some code in Typescript

[20:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1230s) you actually run some code in Typescript

[20:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1230s) you actually run some code in Typescript or it's a prompt. So this is really

[20:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1232s) or it's a prompt. So this is really

[20:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1232s) or it's a prompt. So this is really useful when you need to perform a little

[20:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1233s) useful when you need to perform a little

[20:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1234s) useful when you need to perform a little bit of inference somewhere else like I

[20:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1235s) bit of inference somewhere else like I

[20:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1235s) bit of inference somewhere else like I need to just use nano banana to produce

[20:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1238s) need to just use nano banana to produce

[20:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1238s) need to just use nano banana to produce an image but I don't need a full sub

[20:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1240s) an image but I don't need a full sub

[20:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1240s) an image but I don't need a full sub aent to do that. um or this one model is

[20:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1243s) aent to do that. um or this one model is

[20:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1243s) aent to do that. um or this one model is actually better than my primary model at

[20:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1245s) actually better than my primary model at

[20:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1245s) actually better than my primary model at sounding like a human. So, one of my

[20:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1247s) sounding like a human. So, one of my

[20:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1247s) sounding like a human. So, one of my tools is actually a prompt. It's just a

[20:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1248s) tools is actually a prompt. It's just a

[20:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1248s) tools is actually a prompt. It's just a subprompt, not a sub aent. And then the

[20:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1250s) subprompt, not a sub aent. And then the

[20:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1250s) subprompt, not a sub aent. And then the third type of tool is an entire agent, a

[20:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1253s) third type of tool is an entire agent, a

[20:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1253s) third type of tool is an entire agent, a whole sub agent. So, I can call an agent

[20:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1257s) whole sub agent. So, I can call an agent

[20:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1257s) whole sub agent. So, I can call an agent as a tool and it will just work. This is

[20:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1259s) as a tool and it will just work. This is

[20:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1259s) as a tool and it will just work. This is all part of the specification.

[21:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1261s) all part of the specification.

[21:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1261s) all part of the specification. Now, remember I said that all

[21:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1263s) Now, remember I said that all

[21:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1263s) Now, remember I said that all conversations in AI have two sides, side

[21:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1265s) conversations in AI have two sides, side

[21:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1265s) conversations in AI have two sides, side A and side B. And there's a bunch of

[21:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1266s) A and side B. And there's a bunch of

[21:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1266s) A and side B. And there's a bunch of different ways according to the spec

[21:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1268s) different ways according to the spec

[21:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1268s) different ways according to the spec that you can mix and match these. The

[21:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1269s) that you can mix and match these. The

[21:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1269s) that you can mix and match these. The one we're the most familiar with is a

[21:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1272s) one we're the most familiar with is a

[21:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1272s) one we're the most familiar with is a prompt speaking to a human. In other

[21:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1274s) prompt speaking to a human. In other

[21:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1274s) prompt speaking to a human. In other words, you have an AI talking to a

[21:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1275s) words, you have an AI talking to a

[21:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1275s) words, you have an AI talking to a human. This is like chat GBT. But you

[21:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1277s) human. This is like chat GBT. But you

[21:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1278s) human. This is like chat GBT. But you can also have two AIs speaking to each

[21:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1280s) can also have two AIs speaking to each

[21:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1280s) can also have two AIs speaking to each other. Where side A and side B are

[21:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1283s) other. Where side A and side B are

[21:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1283s) other. Where side A and side B are actually both AI and side A is, you

[21:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1287s) actually both AI and side A is, you

[21:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1287s) actually both AI and side A is, you know, writing thinking it's speaking to

[21:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1288s) know, writing thinking it's speaking to

[21:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1288s) know, writing thinking it's speaking to a human and side B is writing thinking

[21:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1290s) a human and side B is writing thinking

[21:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1290s) a human and side B is writing thinking it's speaking to a human and they're

[21:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1292s) it's speaking to a human and they're

[21:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1292s) it's speaking to a human and they're both performing the operation together.

[21:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1294s) both performing the operation together.

[21:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1294s) both performing the operation together. Now, this works wonderfully as built-in

[21:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1297s) Now, this works wonderfully as built-in

[21:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1297s) Now, this works wonderfully as built-in eval built-in QA. I ask, you know, side

[21:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1300s) eval built-in QA. I ask, you know, side

[21:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1300s) eval built-in QA. I ask, you know, side A to to generate some kind of asset. It

[21:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1303s) A to to generate some kind of asset. It

[21:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1303s) A to to generate some kind of asset. It produces an image, let's say, and and

[21:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1304s) produces an image, let's say, and and

[21:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1304s) produces an image, let's say, and and there's a watermark on it. It thinks it

[21:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1306s) there's a watermark on it. It thinks it

[21:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1306s) there's a watermark on it. It thinks it looks great. So, it passes it to side B.

[21:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1308s) looks great. So, it passes it to side B.

[21:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1308s) looks great. So, it passes it to side B. Side B looks at that and says, "Hey,

[21:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1310s) Side B looks at that and says, "Hey,

[21:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1310s) Side B looks at that and says, "Hey, there's a watermark on there. What are

[21:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1311s) there's a watermark on there. What are

[21:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1311s) there's a watermark on there. What are you doing?" Side A says, "Oh my

[21:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1312s) you doing?" Side A says, "Oh my

[21:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1312s) you doing?" Side A says, "Oh my goodness, I'm so sorry about that.

[21:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1313s) goodness, I'm so sorry about that.

[21:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1313s) goodness, I'm so sorry about that. You're absolutely right." And then it

[21:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1315s) You're absolutely right." And then it

[21:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1315s) You're absolutely right." And then it regenerates it. So, those work really

[21:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1318s) regenerates it. So, those work really

[21:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1318s) regenerates it. So, those work really great for built-in uh evalu.

[22:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1321s) great for built-in uh evalu.

[22:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1321s) great for built-in uh evalu. And then we have a handler. A handler is

[22:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1325s) And then we have a handler. A handler is

[22:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1325s) And then we have a handler. A handler is basically just code. So the simplest

[22:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1327s) basically just code. So the simplest

[22:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1327s) basically just code. So the simplest form you could imagine a piece of code

[22:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1329s) form you could imagine a piece of code

[22:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1329s) form you could imagine a piece of code runs on one side that just says continue

[22:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1331s) runs on one side that just says continue

[22:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1331s) runs on one side that just says continue and you type something to it and it says

[22:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1332s) and you type something to it and it says

[22:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1332s) and you type something to it and it says continue. You type something says

[22:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1334s) continue. You type something says

[22:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1334s) continue. You type something says continue. So in that case you could

[22:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1336s) continue. So in that case you could

[22:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1336s) continue. So in that case you could actually create an agent with no AI

[22:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1338s) actually create an agent with no AI

[22:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1338s) actually create an agent with no AI involved at all where you have

[22:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1339s) involved at all where you have

[22:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1339s) involved at all where you have deterministic code speaking to a human.

[22:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1341s) deterministic code speaking to a human.

[22:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1341s) deterministic code speaking to a human. That's fine within our spec. And then uh

[22:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1344s) That's fine within our spec. And then uh

[22:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1344s) That's fine within our spec. And then uh ultimately you could have an a prompt

[22:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1346s) ultimately you could have an a prompt

[22:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1346s) ultimately you could have an a prompt and a human talking to each other where

[22:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1348s) and a human talking to each other where

[22:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1348s) and a human talking to each other where one of them is actually a sub agent.

[22:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1351s) one of them is actually a sub agent.

[22:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1351s) one of them is actually a sub agent. This gets a little bit confusing but

[22:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1353s) This gets a little bit confusing but

[22:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1353s) This gets a little bit confusing but rest assured your coding agent will

[22:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1355s) rest assured your coding agent will

[22:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1355s) rest assured your coding agent will figure out when you need to use these.

[22:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1357s) figure out when you need to use these.

[22:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1357s) figure out when you need to use these. So handlers here's an example of a

[22:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1359s) So handlers here's an example of a

[22:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1359s) So handlers here's an example of a handler. In this particular case the

[22:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1361s) handler. In this particular case the

[22:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1361s) handler. In this particular case the handler is speaking uh deterministically

[22:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1363s) handler is speaking uh deterministically

[22:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1363s) handler is speaking uh deterministically back to a human or even to an AI. In

[22:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1367s) back to a human or even to an AI. In

[22:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1367s) back to a human or even to an AI. In this case we have uh two agents speaking

[22:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1369s) this case we have uh two agents speaking

[22:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1369s) this case we have uh two agents speaking to each other. So you have a side A and

[22:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1371s) to each other. So you have a side A and

[22:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1371s) to each other. So you have a side A and a side B. And here you can see that

[22:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1372s) a side B. And here you can see that

[22:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1372s) a side B. And here you can see that we're defining which prompt each side

[22:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1375s) we're defining which prompt each side

[22:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1375s) we're defining which prompt each side has. So we have the asset worker and

[22:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1377s) has. So we have the asset worker and

[22:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1377s) has. So we have the asset worker and then the asset reviewer side of the

[22:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1379s) then the asset reviewer side of the

[22:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1379s) then the asset reviewer side of the conversation.

[23:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1381s) conversation.

[23:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1381s) conversation. Now sub aents sub aents are exactly what

[23:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1385s) Now sub aents sub aents are exactly what

[23:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1385s) Now sub aents sub aents are exactly what they sound like. They are entire agents

[23:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1387s) they sound like. They are entire agents

[23:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1387s) they sound like. They are entire agents with their own side A and side B. And

[23:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1390s) with their own side A and side B. And

[23:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1390s) with their own side A and side B. And here you can see that we have the

[23:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1391s) here you can see that we have the

[23:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1392s) here you can see that we have the calendar agent and in this case we have

[23:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1394s) calendar agent and in this case we have

[23:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1394s) calendar agent and in this case we have two instances of the same agent. A one

[23:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1396s) two instances of the same agent. A one

[23:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1396s) two instances of the same agent. A one is a work calendar and one is personal

[23:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1398s) is a work calendar and one is personal

[23:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1398s) is a work calendar and one is personal calendar but ultimately they have the

[23:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1400s) calendar but ultimately they have the

[23:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1400s) calendar but ultimately they have the same agent backing both of them the same

[23:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1403s) same agent backing both of them the same

[23:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1403s) same agent backing both of them the same prompt the calendar agent.

[23:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1406s) prompt the calendar agent.

[23:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1406s) prompt the calendar agent. Now parent hooks are a fascinating

[23:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1409s) Now parent hooks are a fascinating

[23:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1409s) Now parent hooks are a fascinating concept in the specification. They allow

[23:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1412s) concept in the specification. They allow

[23:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1412s) concept in the specification. They allow a child sub agent to get installed under

[23:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1414s) a child sub agent to get installed under

[23:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1414s) a child sub agent to get installed under a parent and when they get installed

[23:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1417s) a parent and when they get installed

[23:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1417s) a parent and when they get installed they automatically expose and modify the

[23:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1419s) they automatically expose and modify the

[23:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1419s) they automatically expose and modify the hooks of the parent. This allows a

[23:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1422s) hooks of the parent. This allows a

[23:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1422s) hooks of the parent. This allows a composition without having to do any

[23:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1425s) composition without having to do any

[23:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1425s) composition without having to do any additional configuration or telling the

[23:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1427s) additional configuration or telling the

[23:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1427s) additional configuration or telling the parent prompt, hey, by the way, you have

[23:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1429s) parent prompt, hey, by the way, you have

[23:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1429s) parent prompt, hey, by the way, you have this subprompt that does something. No,

[23:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1431s) this subprompt that does something. No,

[23:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1431s) this subprompt that does something. No, not necessary. Just installing the Gmail

[23:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1433s) not necessary. Just installing the Gmail

[23:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1433s) not necessary. Just installing the Gmail agent, for example, automatically can

[23:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1436s) agent, for example, automatically can

[23:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1436s) agent, for example, automatically can let the parent know how to use it. Hooks

[24:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1440s) let the parent know how to use it. Hooks

[24:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1440s) let the parent know how to use it. Hooks are what they sound like. They are

[24:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1441s) are what they sound like. They are

[24:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1441s) are what they sound like. They are deterministic events, stuff like filter

[24:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1443s) deterministic events, stuff like filter

[24:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1443s) deterministic events, stuff like filter messages, before tool call, after update

[24:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1446s) messages, before tool call, after update

[24:06](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1446s) messages, before tool call, after update message that run at very specific

[24:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1448s) message that run at very specific

[24:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1448s) message that run at very specific moments in time throughout the life

[24:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1450s) moments in time throughout the life

[24:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1450s) moments in time throughout the life cycle of the agent running. And these

[24:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1452s) cycle of the agent running. And these

[24:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1452s) cycle of the agent running. And these are all defined in the specification.

[24:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1454s) are all defined in the specification.

[24:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1454s) are all defined in the specification. Effects are basically scheduled code.

[24:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1457s) Effects are basically scheduled code.

[24:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1457s) Effects are basically scheduled code. You write a chunk of code that needs to

[24:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1459s) You write a chunk of code that needs to

[24:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1459s) You write a chunk of code that needs to occur at some other point. This could be

[24:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1462s) occur at some other point. This could be

[24:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1462s) occur at some other point. This could be something simple like an alarm clock.

[24:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1464s) something simple like an alarm clock.

[24:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1464s) something simple like an alarm clock. You could have a define effect for an

[24:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1466s) You could have a define effect for an

[24:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1466s) You could have a define effect for an alarm clock or you could define an

[24:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1467s) alarm clock or you could define an

[24:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1467s) alarm clock or you could define an effect to uh send an email. And when you

[24:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1470s) effect to uh send an email. And when you

[24:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1470s) effect to uh send an email. And when you define this effect, you can then

[24:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1472s) define this effect, you can then

[24:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1472s) define this effect, you can then schedule it to occur at some other time.

[24:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1474s) schedule it to occur at some other time.

[24:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1474s) schedule it to occur at some other time. Obviously, you are often going to

[24:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1476s) Obviously, you are often going to

[24:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1476s) Obviously, you are often going to schedule the effect inside of a tool

[24:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1478s) schedule the effect inside of a tool

[24:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1478s) schedule the effect inside of a tool call. So you could have a tool call that

[24:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1480s) call. So you could have a tool call that

[24:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1480s) call. So you could have a tool call that schedules an effect to happen at some

[24:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1481s) schedules an effect to happen at some

[24:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1481s) schedules an effect to happen at some point in the future. This is effectively

[24:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1483s) point in the future. This is effectively

[24:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1483s) point in the future. This is effectively like if I'm talking to Grockbot and I

[24:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1484s) like if I'm talking to Grockbot and I

[24:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1484s) like if I'm talking to Grockbot and I say, "Hey, please, you know, don't don't

[24:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1487s) say, "Hey, please, you know, don't don't

[24:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1487s) say, "Hey, please, you know, don't don't let me forget my my kids piano recital

[24:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1489s) let me forget my my kids piano recital

[24:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1489s) let me forget my my kids piano recital tomorrow." Okay, great. No problem. It's

[24:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1491s) tomorrow." Okay, great. No problem. It's

[24:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1491s) tomorrow." Okay, great. No problem. It's going to then set some sort of a

[24:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1493s) going to then set some sort of a

[24:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1493s) going to then set some sort of a reminder to to trigger. This is how a

[24:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1496s) reminder to to trigger. This is how a

[24:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1496s) reminder to to trigger. This is how a tool would be able to do something like

[24:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1497s) tool would be able to do something like

[24:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1497s) tool would be able to do something like that within the specification. You have

[25:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1500s) that within the specification. You have

[25:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1500s) that within the specification. You have an effect that you define and then later

[25:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1502s) an effect that you define and then later

[25:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1502s) an effect that you define and then later you schedule it to occur at some point

[25:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1503s) you schedule it to occur at some point

[25:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1503s) you schedule it to occur at some point in the future. Now every thread

[25:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1507s) in the future. Now every thread

[25:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1508s) in the future. Now every thread according to the specification is a full

[25:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1510s) according to the specification is a full

[25:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1510s) according to the specification is a full little environment. You could think

[25:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1511s) little environment. You could think

[25:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1511s) little environment. You could think about each one like a little sandbox. It

[25:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1513s) about each one like a little sandbox. It

[25:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1513s) about each one like a little sandbox. It has its own messages and and everything

[25:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1515s) has its own messages and and everything

[25:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1515s) has its own messages and and everything to do with its messages stored there.

[25:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1517s) to do with its messages stored there.

[25:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1517s) to do with its messages stored there. All of its own tools are stored there.

[25:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1519s) All of its own tools are stored there.

[25:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1519s) All of its own tools are stored there. Its sub aents are stored there. It has

[25:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1521s) Its sub aents are stored there. It has

[25:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1521s) Its sub aents are stored there. It has its own KV store. It has its own file

[25:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1524s) its own KV store. It has its own file

[25:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1524s) its own KV store. It has its own file system. It even has an ability to write

[25:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1527s) system. It even has an ability to write

[25:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1527s) system. It even has an ability to write its own code. and then run that code if

[25:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1530s) its own code. and then run that code if

[25:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1530s) its own code. and then run that code if you choose to give it the ability to do

[25:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1532s) you choose to give it the ability to do

[25:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1532s) you choose to give it the ability to do that, of course. So, let's take a little

[25:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1534s) that, of course. So, let's take a little

[25:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1534s) that, of course. So, let's take a little bit of a look at threads. First, there's

[25:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1536s) bit of a look at threads. First, there's

[25:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1536s) bit of a look at threads. First, there's code execution. Here you can see I can

[25:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1538s) code execution. Here you can see I can

[25:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1538s) code execution. Here you can see I can write some code. It can be just a text

[25:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1540s) write some code. It can be just a text

[25:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1540s) write some code. It can be just a text code. My agent can write some code,

[25:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1541s) code. My agent can write some code,

[25:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1541s) code. My agent can write some code, store it to the file system that I just

[25:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1543s) store it to the file system that I just

[25:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1543s) store it to the file system that I just told you exists. And then it could read

[25:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1545s) told you exists. And then it could read

[25:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1545s) told you exists. And then it could read that code and run it. And then you

[25:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1548s) that code and run it. And then you

[25:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1548s) that code and run it. And then you specify exactly what it has access to.

[25:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1550s) specify exactly what it has access to.

[25:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1550s) specify exactly what it has access to. You can even say you don't have access

[25:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1552s) You can even say you don't have access

[25:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1552s) You can even say you don't have access to the internet when you run it. That is

[25:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1555s) to the internet when you run it. That is

[25:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1555s) to the internet when you run it. That is all part of the specification. Instead,

[25:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1557s) all part of the specification. Instead,

[25:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1557s) all part of the specification. Instead, you say, "These are the things that you

[25:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1559s) you say, "These are the things that you

[26:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1560s) you say, "These are the things that you can import. These are the things that

[26:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1561s) can import. These are the things that

[26:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1561s) can import. These are the things that are allowed." And by doing this, you can

[26:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1563s) are allowed." And by doing this, you can

[26:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1563s) are allowed." And by doing this, you can allow agents to have tremendous latitude

[26:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1567s) allow agents to have tremendous latitude

[26:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1567s) allow agents to have tremendous latitude to operate within their own ecosystem.

[26:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1569s) to operate within their own ecosystem.

[26:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1569s) to operate within their own ecosystem. You could also write uh an agent to use

[26:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1571s) You could also write uh an agent to use

[26:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1572s) You could also write uh an agent to use code mode. The spec is very

[26:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1574s) code mode. The spec is very

[26:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1574s) code mode. The spec is very unopinionated about things like that.

[26:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1576s) unopinionated about things like that.

[26:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1576s) unopinionated about things like that. But personally, I use code mode all the

[26:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1578s) But personally, I use code mode all the

[26:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1578s) But personally, I use code mode all the time with the standard agent

[26:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1579s) time with the standard agent

[26:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1579s) time with the standard agent specification. By doing this, threads

[26:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1582s) specification. By doing this, threads

[26:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1582s) specification. By doing this, threads can also use decision models. In this

[26:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1584s) can also use decision models. In this

[26:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1584s) can also use decision models. In this case, we're using Typesafe AI's Jev to

[26:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1586s) case, we're using Typesafe AI's Jev to

[26:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1586s) case, we're using Typesafe AI's Jev to determine if the customer is being, you

[26:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1588s) determine if the customer is being, you

[26:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1588s) determine if the customer is being, you know, is happy or is upset. What's their

[26:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1590s) know, is happy or is upset. What's their

[26:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1590s) know, is happy or is upset. What's their sentiment right now? Do we need to

[26:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1591s) sentiment right now? Do we need to

[26:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1591s) sentiment right now? Do we need to escalate this to a human? That is part

[26:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1593s) escalate this to a human? That is part

[26:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1593s) escalate this to a human? That is part of the runtime in the thread execution.

[26:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1597s) of the runtime in the thread execution.

[26:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1597s) of the runtime in the thread execution. Threads can also expose endpoints. This

[26:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1600s) Threads can also expose endpoints. This

[26:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1600s) Threads can also expose endpoints. This is part of the specification. It doesn't

[26:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1602s) is part of the specification. It doesn't

[26:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1602s) is part of the specification. It doesn't have to, but a given agent should have

[26:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1605s) have to, but a given agent should have

[26:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1605s) have to, but a given agent should have the ability to expose its own endpoints.

[26:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1608s) the ability to expose its own endpoints.

[26:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1608s) the ability to expose its own endpoints. This would allow you to create something

[26:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1610s) This would allow you to create something

[26:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1610s) This would allow you to create something like Grockbot that's completely open-

[26:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1612s) like Grockbot that's completely open-

[26:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1612s) like Grockbot that's completely open- source where you can host it on your own

[26:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1615s) source where you can host it on your own

[26:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1615s) source where you can host it on your own service and it would expose its own ooth

[26:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1618s) service and it would expose its own ooth

[26:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1618s) service and it would expose its own ooth endpoints for example or host its own

[27:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1621s) endpoints for example or host its own

[27:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1621s) endpoints for example or host its own API. So you could create something uh

[27:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1623s) API. So you could create something uh

[27:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1623s) API. So you could create something uh like cloud artifacts

[27:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1627s) like cloud artifacts

[27:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1627s) like cloud artifacts and then agents must be able to be

[27:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1629s) and then agents must be able to be

[27:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1630s) and then agents must be able to be packed. The idea is you can pack these

[27:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1632s) packed. The idea is you can pack these

[27:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1632s) packed. The idea is you can pack these down into something like an npm package

[27:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1634s) down into something like an npm package

[27:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1634s) down into something like an npm package or literally an npm package, publish it,

[27:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1637s) or literally an npm package, publish it,

[27:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1637s) or literally an npm package, publish it, and anyone can install it, anyone can

[27:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1640s) and anyone can install it, anyone can

[27:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1640s) and anyone can install it, anyone can load it, and it just works.

[27:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1644s) load it, and it just works.

[27:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1644s) load it, and it just works. The runtime is the magic behind it just

[27:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1647s) The runtime is the magic behind it just

[27:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1647s) The runtime is the magic behind it just working. Of course, once you have an

[27:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1649s) working. Of course, once you have an

[27:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1649s) working. Of course, once you have an agent in a runtime, there are explicit

[27:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1651s) agent in a runtime, there are explicit

[27:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1651s) agent in a runtime, there are explicit rules in the specification for how it

[27:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1654s) rules in the specification for how it

[27:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1654s) rules in the specification for how it needs to run. Now everything is really

[27:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1656s) needs to run. Now everything is really

[27:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1656s) needs to run. Now everything is really unopinionated and it never says what

[27:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1658s) unopinionated and it never says what

[27:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1658s) unopinionated and it never says what kinds of implementations you need to

[27:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1660s) kinds of implementations you need to

[27:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1660s) kinds of implementations you need to have. What it says is how you handle the

[27:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1664s) have. What it says is how you handle the

[27:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1664s) have. What it says is how you handle the different runtime states like how do you

[27:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1666s) different runtime states like how do you

[27:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1666s) different runtime states like how do you handle a step of the agent, right? How

[27:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1669s) handle a step of the agent, right? How

[27:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1669s) handle a step of the agent, right? How do you enforce safety across uh your run

[27:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1673s) do you enforce safety across uh your run

[27:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1673s) do you enforce safety across uh your run code? How do you how do you store files?

[27:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1675s) code? How do you how do you store files?

[27:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1675s) code? How do you how do you store files? So for example, there is a a basically a

[27:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1678s) So for example, there is a a basically a

[27:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1678s) So for example, there is a a basically a thread state readad file. Well, it

[28:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1681s) thread state readad file. Well, it

[28:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1681s) thread state readad file. Well, it doesn't say how the file should be read.

[28:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1683s) doesn't say how the file should be read.

[28:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1683s) doesn't say how the file should be read. In our case, we actually host this on

[28:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1685s) In our case, we actually host this on

[28:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1685s) In our case, we actually host this on Cloudflare in durable objects and we

[28:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1687s) Cloudflare in durable objects and we

[28:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1687s) Cloudflare in durable objects and we implement read file as reading to a

[28:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1689s) implement read file as reading to a

[28:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1689s) implement read file as reading to a database. There actually is no file

[28:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1691s) database. There actually is no file

[28:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1691s) database. There actually is no file system, but the thread sees there being

[28:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1693s) system, but the thread sees there being

[28:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1693s) system, but the thread sees there being a file system there. That is all part of

[28:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1695s) a file system there. That is all part of

[28:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1695s) a file system there. That is all part of the runtime contract that is really,

[28:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1696s) the runtime contract that is really,

[28:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1696s) the runtime contract that is really, really critical.

[28:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1699s) really critical.

[28:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1699s) really critical. So, in the end, you can build almost any

[28:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1701s) So, in the end, you can build almost any

[28:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1701s) So, in the end, you can build almost any agent system you can think of. You could

[28:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1703s) agent system you can think of. You could

[28:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1703s) agent system you can think of. You could build really small ones or you could

[28:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1705s) build really small ones or you could

[28:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1705s) build really small ones or you could build entire coding agents. So, we

[28:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1708s) build entire coding agents. So, we

[28:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1708s) build entire coding agents. So, we actually did this a while ago. We built

[28:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1709s) actually did this a while ago. We built

[28:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1709s) actually did this a while ago. We built a full coding agent made up of lots of

[28:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1711s) a full coding agent made up of lots of

[28:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1711s) a full coding agent made up of lots of individual tiny little sub aents that

[28:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1714s) individual tiny little sub aents that

[28:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1714s) individual tiny little sub aents that were all working together and it worked

[28:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1716s) were all working together and it worked

[28:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1716s) were all working together and it worked great. And what was awesome about it is

[28:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1718s) great. And what was awesome about it is

[28:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1718s) great. And what was awesome about it is because they were all standard agents,

[28:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1720s) because they were all standard agents,

[28:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1720s) because they were all standard agents, we could go and install another standard

[28:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1722s) we could go and install another standard

[28:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1722s) we could go and install another standard agent that was out in the ecosystem and

[28:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1725s) agent that was out in the ecosystem and

[28:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1725s) agent that was out in the ecosystem and just add them to our coding agent like

[28:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1727s) just add them to our coding agent like

[28:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1727s) just add them to our coding agent like you would add skills except these are

[28:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1729s) you would add skills except these are

[28:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1729s) you would add skills except these are full agents with their own ability to

[28:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1731s) full agents with their own ability to

[28:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1731s) full agents with their own ability to perform execution. But there's one more

[28:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1733s) perform execution. But there's one more

[28:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1733s) perform execution. But there's one more thing I want to talk about. We're also

[28:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1735s) thing I want to talk about. We're also

[28:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1735s) thing I want to talk about. We're also releasing standard agent builder. This

[28:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1738s) releasing standard agent builder. This

[28:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1738s) releasing standard agent builder. This is the first public runtime for the

[29:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1741s) is the first public runtime for the

[29:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1741s) is the first public runtime for the standard agent specification. We have

[29:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1743s) standard agent specification. We have

[29:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1743s) standard agent specification. We have already been using this in production

[29:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1745s) already been using this in production

[29:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1745s) already been using this in production for some time and it's working great.

[29:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1748s) for some time and it's working great.

[29:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1748s) for some time and it's working great. You can clone this literally today onto

[29:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1751s) You can clone this literally today onto

[29:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1751s) You can clone this literally today onto your machines and start using it. Then

[29:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1753s) your machines and start using it. Then

[29:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1753s) your machines and start using it. Then you just ask your coding agent to create

[29:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1756s) you just ask your coding agent to create

[29:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1756s) you just ask your coding agent to create some new agent for you and it will know

[29:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1759s) some new agent for you and it will know

[29:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1759s) some new agent for you and it will know exactly how to do that. It knows it does

[29:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1761s) exactly how to do that. It knows it does

[29:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1761s) exactly how to do that. It knows it does not need to reinvent every part of the

[29:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1763s) not need to reinvent every part of the

[29:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1763s) not need to reinvent every part of the harness, but it knows exactly how to

[29:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1765s) harness, but it knows exactly how to

[29:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1765s) harness, but it knows exactly how to define deterministically the pieces and

[29:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1767s) define deterministically the pieces and

[29:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1767s) define deterministically the pieces and parts that need to be there. And then

[29:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1769s) parts that need to be there. And then

[29:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1769s) parts that need to be there. And then you can run it at anywhere. You can run

[29:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1771s) you can run it at anywhere. You can run

[29:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1771s) you can run it at anywhere. You can run it for free locally and if you push it,

[29:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1773s) it for free locally and if you push it,

[29:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1773s) it for free locally and if you push it, we have a cloud you can push it to if

[29:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1774s) we have a cloud you can push it to if

[29:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1774s) we have a cloud you can push it to if you want to put it in production. But

[29:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1776s) you want to put it in production. But

[29:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1776s) you want to put it in production. But again, it's an open specification. You

[29:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1778s) again, it's an open specification. You

[29:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1778s) again, it's an open specification. You can just point your coding agent at the

[29:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1779s) can just point your coding agent at the

[29:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1779s) can just point your coding agent at the spec and say, "Build me a runtime for

[29:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1782s) spec and say, "Build me a runtime for

[29:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1782s) spec and say, "Build me a runtime for this specification." We will even host

[29:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1784s) this specification." We will even host

[29:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1784s) this specification." We will even host and put links on the spec site to your

[29:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1786s) and put links on the spec site to your

[29:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1786s) and put links on the spec site to your runtime because we really do want this

[29:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1788s) runtime because we really do want this

[29:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1788s) runtime because we really do want this to be an open ecosystem. Okay, with all

[29:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1791s) to be an open ecosystem. Okay, with all

[29:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1791s) to be an open ecosystem. Okay, with all that, I want to do a little bit of demo

[29:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1793s) that, I want to do a little bit of demo

[29:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1793s) that, I want to do a little bit of demo time. Earlier today, I had Claude Code

[29:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1796s) time. Earlier today, I had Claude Code

[29:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1796s) time. Earlier today, I had Claude Code create a battery warranty claim. So,

[29:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1799s) create a battery warranty claim. So,

[29:59](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1799s) create a battery warranty claim. So, this is very similar to the HVAC example

[30:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1800s) this is very similar to the HVAC example

[30:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1800s) this is very similar to the HVAC example that we were doing. I gave it a full PDF

[30:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1803s) that we were doing. I gave it a full PDF

[30:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1803s) that we were doing. I gave it a full PDF of the process that it needed to go

[30:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1805s) of the process that it needed to go

[30:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1805s) of the process that it needed to go through. Now, I'm fast forwarding this

[30:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1807s) through. Now, I'm fast forwarding this

[30:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1807s) through. Now, I'm fast forwarding this so that way you guys don't have to sit

[30:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1808s) so that way you guys don't have to sit

[30:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1808s) so that way you guys don't have to sit here and watch while Opus does its work.

[30:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1810s) here and watch while Opus does its work.

[30:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1810s) here and watch while Opus does its work. But right now it is reading um

[30:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1813s) But right now it is reading um

[30:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1813s) But right now it is reading um everything that that PDF defines as part

[30:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1815s) everything that that PDF defines as part

[30:15](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1815s) everything that that PDF defines as part of its process. Then it's going to write

[30:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1817s) of its process. Then it's going to write

[30:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1817s) of its process. Then it's going to write specific tools and define specific

[30:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1819s) specific tools and define specific

[30:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1819s) specific tools and define specific models in order to fulfill that specific

[30:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1822s) models in order to fulfill that specific

[30:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1822s) models in order to fulfill that specific task. And then it's going to write those

[30:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1825s) task. And then it's going to write those

[30:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1825s) task. And then it's going to write those in code. And while it's doing this, it

[30:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1829s) in code. And while it's doing this, it

[30:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1829s) in code. And while it's doing this, it knows that it the architecture is

[30:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1831s) knows that it the architecture is

[30:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1831s) knows that it the architecture is already solved for it. So it can do this

[30:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1833s) already solved for it. So it can do this

[30:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1833s) already solved for it. So it can do this way way way faster than you're

[30:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1834s) way way way faster than you're

[30:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1834s) way way way faster than you're traditionally used to. Um so you can see

[30:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1837s) traditionally used to. Um so you can see

[30:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1837s) traditionally used to. Um so you can see here this is in real time now. So, we

[30:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1840s) here this is in real time now. So, we

[30:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1840s) here this is in real time now. So, we fast forwarded. It's now telling me it's

[30:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1842s) fast forwarded. It's now telling me it's

[30:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1842s) fast forwarded. It's now telling me it's done. Okay. So, in real time, it took 5

[30:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1844s) done. Okay. So, in real time, it took 5

[30:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1844s) done. Okay. So, in real time, it took 5 minutes and 21 seconds in order to

[30:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1847s) minutes and 21 seconds in order to

[30:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1847s) minutes and 21 seconds in order to produce this agent. And I want to show

[30:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1848s) produce this agent. And I want to show

[30:48](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1848s) produce this agent. And I want to show you what it actually made in 5 minutes

[30:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1849s) you what it actually made in 5 minutes

[30:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1849s) you what it actually made in 5 minutes and 21 seconds. So, this is the file

[30:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1852s) and 21 seconds. So, this is the file

[30:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1852s) and 21 seconds. So, this is the file system. Here you can see it created

[30:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1853s) system. Here you can see it created

[30:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1853s) system. Here you can see it created these files. So, battery warranty agent

[30:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1856s) these files. So, battery warranty agent

[30:56](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1856s) these files. So, battery warranty agent with prompts and then specific tools.

[30:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1858s) with prompts and then specific tools.

[30:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1858s) with prompts and then specific tools. Check battery, escalate to lead. And

[31:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1860s) Check battery, escalate to lead. And

[31:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1860s) Check battery, escalate to lead. And here you can see what the agent itself

[31:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1862s) here you can see what the agent itself

[31:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1862s) here you can see what the agent itself looks like. Now, this is a side A is a

[31:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1864s) looks like. Now, this is a side A is a

[31:04](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1864s) looks like. Now, this is a side A is a prompt and side B is a human. Here's the

[31:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1867s) prompt and side B is a human. Here's the

[31:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1867s) prompt and side B is a human. Here's the actual prompt that it wrote. Here

[31:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1872s) is the model. So, it created a model

[31:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1874s) is the model. So, it created a model

[31:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1874s) is the model. So, it created a model called warranty, which is Deepseek V4.1

[31:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1877s) called warranty, which is Deepseek V4.1

[31:17](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1877s) called warranty, which is Deepseek V4.1 flash. And in this case, it's also

[31:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1879s) flash. And in this case, it's also

[31:19](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1879s) flash. And in this case, it's also showing uh the here we're looking at the

[31:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1881s) showing uh the here we're looking at the

[31:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1881s) showing uh the here we're looking at the tools that it created in order to do its

[31:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1883s) tools that it created in order to do its

[31:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1883s) tools that it created in order to do its job. Stuff like offer tradein, check

[31:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1885s) job. Stuff like offer tradein, check

[31:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1885s) job. Stuff like offer tradein, check battery, uh report safety issue. All of

[31:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1888s) battery, uh report safety issue. All of

[31:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1888s) battery, uh report safety issue. All of those tools are explicit tools just for

[31:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1891s) those tools are explicit tools just for

[31:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1891s) those tools are explicit tools just for that process. They are not tools that

[31:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1893s) that process. They are not tools that

[31:33](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1893s) that process. They are not tools that were created in any which way to go

[31:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1895s) were created in any which way to go

[31:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1895s) were created in any which way to go check on the latest, you know, politics

[31:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1897s) check on the latest, you know, politics

[31:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1897s) check on the latest, you know, politics or anything like that. These can only do

[31:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1899s) or anything like that. These can only do

[31:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1899s) or anything like that. These can only do the work that they've been assigned.

[31:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1901s) the work that they've been assigned.

[31:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1901s) the work that they've been assigned. Now, here it is inside of agent builder.

[31:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1903s) Now, here it is inside of agent builder.

[31:43](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1903s) Now, here it is inside of agent builder. We have our actual battery warranty.

[31:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1905s) We have our actual battery warranty.

[31:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1905s) We have our actual battery warranty. Then we can see all of the threads and

[31:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1907s) Then we can see all of the threads and

[31:47](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1907s) Then we can see all of the threads and this is like the admin view into your

[31:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1909s) this is like the admin view into your

[31:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1909s) this is like the admin view into your agent. Now, you can actually interact

[31:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1911s) agent. Now, you can actually interact

[31:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1911s) agent. Now, you can actually interact with it directly here, although most of

[31:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1913s) with it directly here, although most of

[31:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1913s) with it directly here, although most of your users are not going to be using the

[31:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1914s) your users are not going to be using the

[31:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1914s) your users are not going to be using the agent here, but you get incredible

[31:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1917s) agent here, but you get incredible

[31:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1917s) agent here, but you get incredible detail on everything that happened. So,

[32:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1920s) detail on everything that happened. So,

[32:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1920s) detail on everything that happened. So, we can see all of the tools that were

[32:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1921s) we can see all of the tools that were

[32:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1921s) we can see all of the tools that were called. We can see exactly the models,

[32:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1923s) called. We can see exactly the models,

[32:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1923s) called. We can see exactly the models, exactly the cost, how many tokens were

[32:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1925s) exactly the cost, how many tokens were

[32:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1925s) exactly the cost, how many tokens were sent, what our cash rate hit was, 94% in

[32:07](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1927s) sent, what our cash rate hit was, 94% in

[32:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1928s) sent, what our cash rate hit was, 94% in this case. We can see the tools that we

[32:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1929s) this case. We can see the tools that we

[32:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1930s) this case. We can see the tools that we sent. Um, so in this case, we sent these

[32:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1932s) sent. Um, so in this case, we sent these

[32:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1932s) sent. Um, so in this case, we sent these six tools for it to choose from, and you

[32:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1934s) six tools for it to choose from, and you

[32:14](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1934s) six tools for it to choose from, and you know, in in our particular case, it

[32:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1936s) know, in in our particular case, it

[32:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1936s) know, in in our particular case, it shows one of those tools to call. Um,

[32:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1938s) shows one of those tools to call. Um,

[32:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1938s) shows one of those tools to call. Um, you can also see the full request body,

[32:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1940s) you can also see the full request body,

[32:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1940s) you can also see the full request body, every little detail about what was

[32:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1942s) every little detail about what was

[32:22](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1942s) every little detail about what was actually sent to the LLM. This is super

[32:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1944s) actually sent to the LLM. This is super

[32:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1944s) actually sent to the LLM. This is super valuable for when you're building out

[32:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1946s) valuable for when you're building out

[32:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1946s) valuable for when you're building out your tool. And then ultimately, we can

[32:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1947s) your tool. And then ultimately, we can

[32:28](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1948s) your tool. And then ultimately, we can see that it called the ship replacement

[32:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1950s) see that it called the ship replacement

[32:30](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1950s) see that it called the ship replacement tool.

[32:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1952s) tool.

[32:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1952s) tool. And then finally, the way your users are

[32:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1954s) And then finally, the way your users are

[32:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1954s) And then finally, the way your users are actually going to interact with this is

[32:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1956s) actually going to interact with this is

[32:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1956s) actually going to interact with this is manifold. In this case, we put a little

[32:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1957s) manifold. In this case, we put a little

[32:37](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1957s) manifold. In this case, we put a little chatbot on a website. Now, this is the

[32:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1959s) chatbot on a website. Now, this is the

[32:39](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1959s) chatbot on a website. Now, this is the actual agent behind the scenes because

[32:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1961s) actual agent behind the scenes because

[32:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1961s) actual agent behind the scenes because an HTTP API and a websocket API are both

[32:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1965s) an HTTP API and a websocket API are both

[32:45](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1965s) an HTTP API and a websocket API are both part of the specification. They both

[32:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1966s) part of the specification. They both

[32:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1966s) part of the specification. They both need to be exposed. So, here we can see

[32:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1969s) need to be exposed. So, here we can see

[32:49](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1969s) need to be exposed. So, here we can see that we could very easily build an

[32:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1971s) that we could very easily build an

[32:51](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1971s) that we could very easily build an online support bot that is able to do

[32:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1973s) online support bot that is able to do

[32:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1973s) online support bot that is able to do this. But again, we could expose the

[32:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1975s) this. But again, we could expose the

[32:55](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1975s) this. But again, we could expose the same agent because it's a standard as an

[32:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1978s) same agent because it's a standard as an

[32:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1978s) same agent because it's a standard as an MCP server. So if somebody is using our

[33:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1980s) MCP server. So if somebody is using our

[33:00](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1980s) MCP server. So if somebody is using our website with chatgbt or something like

[33:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1982s) website with chatgbt or something like

[33:02](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1982s) website with chatgbt or something like that, they could automatically have uh

[33:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1985s) that, they could automatically have uh

[33:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1985s) that, they could automatically have uh their agent talk to our agent. So that

[33:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1989s) their agent talk to our agent. So that

[33:09](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1989s) their agent talk to our agent. So that is a little brief preview of how the

[33:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1991s) is a little brief preview of how the

[33:11](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1991s) is a little brief preview of how the standard agent builder works that's out

[33:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1993s) standard agent builder works that's out

[33:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1993s) standard agent builder works that's out and available right now. So I know that

[33:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1996s) and available right now. So I know that

[33:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1996s) and available right now. So I know that was a lot. It was a lot of information,

[33:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1998s) was a lot. It was a lot of information,

[33:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=1998s) was a lot. It was a lot of information, but I hope you were able to get

[33:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2000s) but I hope you were able to get

[33:20](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2000s) but I hope you were able to get something from that. We are really

[33:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2001s) something from that. We are really

[33:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2001s) something from that. We are really excited to see people start building

[33:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2003s) excited to see people start building

[33:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2003s) excited to see people start building runtimes. Um, if you would like to build

[33:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2005s) runtimes. Um, if you would like to build

[33:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2005s) runtimes. Um, if you would like to build a runtime, build it in whatever language

[33:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2007s) a runtime, build it in whatever language

[33:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2007s) a runtime, build it in whatever language you want, as long as it can execute the

[33:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2009s) you want, as long as it can execute the

[33:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2009s) you want, as long as it can execute the TypeScript that's in the spec. Um, you

[33:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2011s) TypeScript that's in the spec. Um, you

[33:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2011s) TypeScript that's in the spec. Um, you could build the runtime in Rust, you

[33:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2012s) could build the runtime in Rust, you

[33:32](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2012s) could build the runtime in Rust, you could build it in Go, you could build in

[33:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2014s) could build it in Go, you could build in

[33:34](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2014s) could build it in Go, you could build in whatever language you want. The runtime

[33:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2016s) whatever language you want. The runtime

[33:36](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2016s) whatever language you want. The runtime is totally up for grabs as long as it

[33:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2018s) is totally up for grabs as long as it

[33:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2018s) is totally up for grabs as long as it complies with the spec. Then start

[33:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2020s) complies with the spec. Then start

[33:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2020s) complies with the spec. Then start building some agents. I'm super excited

[33:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2022s) building some agents. I'm super excited

[33:42](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2022s) building some agents. I'm super excited to see an ecosystem of domain specific

[33:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2024s) to see an ecosystem of domain specific

[33:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2024s) to see an ecosystem of domain specific agents emerge. Um, whatever you want to

[33:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2026s) agents emerge. Um, whatever you want to

[33:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2026s) agents emerge. Um, whatever you want to build, we would love to see it. And then

[33:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2030s) build, we would love to see it. And then

[33:50](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2030s) build, we would love to see it. And then try breaking the spec a little bit. Um,

[33:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2032s) try breaking the spec a little bit. Um,

[33:52](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2032s) try breaking the spec a little bit. Um, we are by no means coming with a

[33:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2033s) we are by no means coming with a

[33:53](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2033s) we are by no means coming with a finished solution. We're looking for

[33:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2034s) finished solution. We're looking for

[33:54](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2034s) finished solution. We're looking for people to help push the spec forward.

[33:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2037s) people to help push the spec forward.

[33:57](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2037s) people to help push the spec forward. This very much reminds me of the early

[33:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2038s) This very much reminds me of the early

[33:58](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2038s) This very much reminds me of the early days of the web, right? When each

[34:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2041s) days of the web, right? When each

[34:01](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2041s) days of the web, right? When each browser was trying to push its own

[34:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2043s) browser was trying to push its own

[34:03](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2043s) browser was trying to push its own features. Hey, you should use Mozilla

[34:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2045s) features. Hey, you should use Mozilla

[34:05](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2045s) features. Hey, you should use Mozilla because we have this crazy new thing

[34:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2048s) because we have this crazy new thing

[34:08](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2048s) because we have this crazy new thing called JavaScript or something like that

[34:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2050s) called JavaScript or something like that

[34:10](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2050s) called JavaScript or something like that that nobody else has. That's a little

[34:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2052s) that nobody else has. That's a little

[34:12](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2052s) that nobody else has. That's a little bit like the world we're in right now.

[34:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2053s) bit like the world we're in right now.

[34:13](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2053s) bit like the world we're in right now. And it took a ragtag group of spec

[34:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2056s) And it took a ragtag group of spec

[34:16](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2056s) And it took a ragtag group of spec enthusiasts [clears throat] to get a

[34:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2058s) enthusiasts [clears throat] to get a

[34:18](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2058s) enthusiasts [clears throat] to get a spec that was uh owned by the entire

[34:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2061s) spec that was uh owned by the entire

[34:21](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2061s) spec that was uh owned by the entire world by the entire ecosystem and really

[34:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2063s) world by the entire ecosystem and really

[34:23](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2063s) world by the entire ecosystem and really push the web forward. We want the same

[34:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2064s) push the web forward. We want the same

[34:24](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2064s) push the web forward. We want the same thing to happen right now with agents.

[34:25](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2065s) thing to happen right now with agents.

[34:26](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2066s) thing to happen right now with agents. So I hope that some people out there

[34:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2067s) So I hope that some people out there

[34:27](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2067s) So I hope that some people out there would be excited to help us on that

[34:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2069s) would be excited to help us on that

[34:29](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2069s) would be excited to help us on that journey and then start your coding

[34:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2071s) journey and then start your coding

[34:31](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2071s) journey and then start your coding agent. Boot it up, add a skill to it and

[34:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2075s) agent. Boot it up, add a skill to it and

[34:35](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2075s) agent. Boot it up, add a skill to it and start writing new stuff today. Okay.

[34:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2078s) start writing new stuff today. Okay.

[34:38](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2078s) start writing new stuff today. Okay. Thank you very much. You can follow me

[34:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2080s) Thank you very much. You can follow me

[34:40](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2080s) Thank you very much. You can follow me on X. You can go to

[34:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2081s) on X. You can go to

[34:41](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2081s) on X. You can go to standardagentspec.org or to hear more.

[34:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2084s) standardagentspec.org or to hear more.

[34:44](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2084s) standardagentspec.org or to hear more. All of this is available to you and I

[34:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2086s) All of this is available to you and I

[34:46](https://www.youtube.com/watch?v=3Krz7Rdd4JI&t=2086s) All of this is available to you and I cannot wait to see what you all build.