[
  {
    "startMs": 1309,
    "text": "[music]"
  },
  {
    "startMs": 12880,
    "text": "All right. Um, everybody can see. Hey"
  },
  {
    "startMs": 15759,
    "text": "everybody. Um, thank you for being here."
  },
  {
    "startMs": 18720,
    "text": "I'm going to talk about um"
  },
  {
    "startMs": 22160,
    "text": "the fact that if you go ahead and build"
  },
  {
    "startMs": 23519,
    "text": "a company brain, it will um likely leak"
  },
  {
    "startMs": 26400,
    "text": "company secrets. um which is kind of the"
  },
  {
    "startMs": 28640,
    "text": "big fear that we have about building a"
  },
  {
    "startMs": 30400,
    "text": "company brain anyway, right? Which is"
  },
  {
    "startMs": 32320,
    "text": "this case of like intern joins the"
  },
  {
    "startMs": 34399,
    "text": "company and then suddenly gets like comp"
  },
  {
    "startMs": 35920,
    "text": "details and everybody kind of situation,"
  },
  {
    "startMs": 37600,
    "text": "right? You want to you want to guard"
  },
  {
    "startMs": 39120,
    "text": "against that. Um this has kind of been I"
  },
  {
    "startMs": 41760,
    "text": "guess pretty much the biggest thing"
  },
  {
    "startMs": 43280,
    "text": "that's been holding us back from just"
  },
  {
    "startMs": 45760,
    "text": "deploying openclaw and Hermes all over"
  },
  {
    "startMs": 48399,
    "text": "the place, right? It's also kind of the"
  },
  {
    "startMs": 50160,
    "text": "reason it's like this big opportunity"
  },
  {
    "startMs": 51440,
    "text": "that Claude Tag had with it recent"
  },
  {
    "startMs": 53120,
    "text": "launch a few days ago where like it was"
  },
  {
    "startMs": 55120,
    "text": "going to be the company brain but then"
  },
  {
    "startMs": 56399,
    "text": "everybody's like well it's not um it"
  },
  {
    "startMs": 59120,
    "text": "doesn't look like it's going to be the"
  },
  {
    "startMs": 60239,
    "text": "company brain right so I'm going to talk"
  },
  {
    "startMs": 61840,
    "text": "about kind of what makes it challenging"
  },
  {
    "startMs": 63840,
    "text": "so before we get into that let's let's"
  },
  {
    "startMs": 66240,
    "text": "kind of understand and dissect this"
  },
  {
    "startMs": 67680,
    "text": "company brain business a little bit"
  },
  {
    "startMs": 69040,
    "text": "right um I'm Tan I'm the co founderql um"
  },
  {
    "startMs": 73119,
    "text": "you can check promqql out um later but"
  },
  {
    "startMs": 76400,
    "text": "uh the our background as a team building"
  },
  {
    "startMs": 78799,
    "text": "This is we come from um the hustra graph"
  },
  {
    "startMs": 81920,
    "text": "we're creators of the hassur graphql"
  },
  {
    "startMs": 83200,
    "text": "engine which is very popular open source"
  },
  {
    "startMs": 85119,
    "text": "project in the graphql space uh where we"
  },
  {
    "startMs": 87200,
    "text": "solved a lot of data access problems um"
  },
  {
    "startMs": 90320,
    "text": "we deployed everywhere from like apple"
  },
  {
    "startMs": 91759,
    "text": "to meta to JP Morgan etc. uh and um and"
  },
  {
    "startMs": 95040,
    "text": "that kind of gave us a lot of these this"
  },
  {
    "startMs": 96640,
    "text": "grounding uh for uh and and you know"
  },
  {
    "startMs": 100400,
    "text": "kind of like a lovehate relationship"
  },
  {
    "startMs": 102560,
    "text": "with uh data and data security. Um,"
  },
  {
    "startMs": 106960,
    "text": "all right. So,"
  },
  {
    "startMs": 109520,
    "text": "I'm going to show you stuff that we've"
  },
  {
    "startMs": 110720,
    "text": "been working on over the last year and"
  },
  {
    "startMs": 112000,
    "text": "kind of what we've learned from that so"
  },
  {
    "startMs": 113520,
    "text": "that you can kind of take that and"
  },
  {
    "startMs": 115600,
    "text": "exercise that and try it out for"
  },
  {
    "startMs": 117200,
    "text": "yourself. Um, and of course, at the end"
  },
  {
    "startMs": 119840,
    "text": "of the talk, happy to kind of exchange"
  },
  {
    "startMs": 121280,
    "text": "notes and see what works or what might"
  },
  {
    "startMs": 123520,
    "text": "what might not work for you. Um, over"
  },
  {
    "startMs": 126719,
    "text": "the last year, we've only partnered with"
  },
  {
    "startMs": 128319,
    "text": "a small set of people who've exhibited"
  },
  {
    "startMs": 130160,
    "text": "some kind of spike on scale. M so about"
  },
  {
    "startMs": 133120,
    "text": "15 to 20 folks so far and now we're just"
  },
  {
    "startMs": 135760,
    "text": "starting to open it up to other people"
  },
  {
    "startMs": 137840,
    "text": "but over that course of time we've kind"
  },
  {
    "startMs": 140080,
    "text": "of looked at three different types of"
  },
  {
    "startMs": 141360,
    "text": "set of people with very different needs"
  },
  {
    "startMs": 142720,
    "text": "right you have AI native companies that"
  },
  {
    "startMs": 144720,
    "text": "are willing to just do whatever as long"
  },
  {
    "startMs": 146400,
    "text": "as it works you have kind of tech"
  },
  {
    "startMs": 148080,
    "text": "forward companies right folks like"
  },
  {
    "startMs": 149440,
    "text": "Instacart who um like best of breed"
  },
  {
    "startMs": 152400,
    "text": "technology right um so they'll move fast"
  },
  {
    "startMs": 154480,
    "text": "they'll be tolerable to breaking things"
  },
  {
    "startMs": 156560,
    "text": "but it just needs to be really really"
  },
  {
    "startMs": 158080,
    "text": "good right and then you have fortune"
  },
  {
    "startMs": 160080,
    "text": "banks uh who have like a me level"
  },
  {
    "startMs": 162239,
    "text": "security. Uh, thank God that they do"
  },
  {
    "startMs": 164319,
    "text": "because they're my bank. I definitely"
  },
  {
    "startMs": 166000,
    "text": "don't want vibecoded AI agents running"
  },
  {
    "startMs": 168720,
    "text": "inside a bank because that's where my"
  },
  {
    "startMs": 170800,
    "text": "money is. Um, so they have a lot of"
  },
  {
    "startMs": 173360,
    "text": "security rules. Uh, thank you so much."
  },
  {
    "startMs": 175360,
    "text": "Uh, but we're deployed in places like"
  },
  {
    "startMs": 176959,
    "text": "those as well. Um, with kind of the"
  },
  {
    "startMs": 180080,
    "text": "beginnings or like the frontal lobe of a"
  },
  {
    "startMs": 181840,
    "text": "company brain, right? So, we'll kind of"
  },
  {
    "startMs": 183360,
    "text": "talk about those kind of learnings. Our"
  },
  {
    "startMs": 185440,
    "text": "own personal usage of kind of building"
  },
  {
    "startMs": 188959,
    "text": "out our company brain. Um it kind of is"
  },
  {
    "startMs": 192000,
    "text": "about 5,000 pages. So we model it as a"
  },
  {
    "startMs": 194000,
    "text": "wiki. Uh you can model it however you"
  },
  {
    "startMs": 195920,
    "text": "want. You can model it as a set of"
  },
  {
    "startMs": 196959,
    "text": "markdown files on GitHub. You can put it"
  },
  {
    "startMs": 198480,
    "text": "into a remember graph frag. Uh you can"
  },
  {
    "startMs": 201360,
    "text": "model it in a you can model it in"
  },
  {
    "startMs": 202800,
    "text": "knowledge in knowledge graphs. You can"
  },
  {
    "startMs": 204000,
    "text": "do whatever you want. Um so you can you"
  },
  {
    "startMs": 206239,
    "text": "can place it wherever you want. But like"
  },
  {
    "startMs": 207680,
    "text": "it's about 5,000 interconnected pages"
  },
  {
    "startMs": 209599,
    "text": "for us."
  },
  {
    "startMs": 212400,
    "text": "Question for you folks. So suppose you"
  },
  {
    "startMs": 214319,
    "text": "had a company brain that was working. It"
  },
  {
    "startMs": 216799,
    "text": "was working well. It was all set up"
  },
  {
    "startMs": 218799,
    "text": "right. um there would be a kind of daily"
  },
  {
    "startMs": 221120,
    "text": "number of updates that would happen to"
  },
  {
    "startMs": 222640,
    "text": "this com to this company brain, right?"
  },
  {
    "startMs": 224400,
    "text": "Because it was learning stuff from"
  },
  {
    "startMs": 225599,
    "text": "everybody in the company, right? From"
  },
  {
    "startMs": 227680,
    "text": "finance to HR to um your engineers to"
  },
  {
    "startMs": 231280,
    "text": "everybody. So if you were to plot the"
  },
  {
    "startMs": 234239,
    "text": "daily number of updates happening to the"
  },
  {
    "startMs": 236159,
    "text": "company brain, what would it sort of"
  },
  {
    "startMs": 239280,
    "text": "look like? Would it sort of look like a"
  },
  {
    "startMs": 243360,
    "text": "roughly downward trend? Like all of"
  },
  {
    "startMs": 244799,
    "text": "these are like random graphs, but would"
  },
  {
    "startMs": 246000,
    "text": "you would it sort of like start and then"
  },
  {
    "startMs": 248879,
    "text": "go down? Would it kind of be steady"
  },
  {
    "startMs": 250879,
    "text": "going up and down as updates spike or"
  },
  {
    "startMs": 252959,
    "text": "would it kind of steadily increase"
  },
  {
    "startMs": 254400,
    "text": "upwards? Um so kind of think about like"
  },
  {
    "startMs": 257840,
    "text": "what would the commit history to your"
  },
  {
    "startMs": 259280,
    "text": "shared skills repo look like, right? How"
  },
  {
    "startMs": 261600,
    "text": "many updates are happening to a healthy"
  },
  {
    "startMs": 264960,
    "text": "company brain, right? Um every single"
  },
  {
    "startMs": 267600,
    "text": "day, what does that trend look like? Um"
  },
  {
    "startMs": 269360,
    "text": "anybody for option A?"
  },
  {
    "startMs": 271840,
    "text": "Anybody thinks it's option A? Okay,"
  },
  {
    "startMs": 273360,
    "text": "cool. Uh, option B."
  },
  {
    "startMs": 277120,
    "text": "Okay. Option C. Ah, that's nice. Um, and"
  },
  {
    "startMs": 281520,
    "text": "and and so that's so when I kind of"
  },
  {
    "startMs": 283600,
    "text": "plotted our thing, right, to see what a"
  },
  {
    "startMs": 285600,
    "text": "healthy company brain looks like. Um, if"
  },
  {
    "startMs": 287840,
    "text": "you look at number one, it's basically"
  },
  {
    "startMs": 290080,
    "text": "saying we had a lot of enthusiasm. We"
  },
  {
    "startMs": 293440,
    "text": "built the company brain on day one, day"
  },
  {
    "startMs": 296240,
    "text": "two. somebody we gave somebody the task"
  },
  {
    "startMs": 297600,
    "text": "and said build all the shared skills"
  },
  {
    "startMs": 299040,
    "text": "repo scrape all the slack scrape all the"
  },
  {
    "startMs": 301440,
    "text": "emails build it and we'll all use it and"
  },
  {
    "startMs": 303919,
    "text": "then nobody cares right or you have a"
  },
  {
    "startMs": 306479,
    "text": "system which is autolearning maybe you"
  },
  {
    "startMs": 307919,
    "text": "have a Hermes that's deployed internally"
  },
  {
    "startMs": 309280,
    "text": "something like that where it's kind of"
  },
  {
    "startMs": 310639,
    "text": "steadily adding more and more comments"
  },
  {
    "startMs": 312320,
    "text": "so it kind of goes up and down depending"
  },
  {
    "startMs": 313600,
    "text": "on who has enthusiasm right um and then"
  },
  {
    "startMs": 316240,
    "text": "when I plotted our history over just the"
  },
  {
    "startMs": 319039,
    "text": "last uh two months and this is a little"
  },
  {
    "startMs": 321120,
    "text": "bit outdated now this is what we got and"
  },
  {
    "startMs": 325120,
    "text": "I was kind of shocked"
  },
  {
    "startMs": 326400,
    "text": "I was like, why is it continuously"
  },
  {
    "startMs": 329039,
    "text": "increasing? Like it's a gentle curve,"
  },
  {
    "startMs": 332080,
    "text": "right? But why is it gently just going"
  },
  {
    "startMs": 333919,
    "text": "up? Why is the number of updates per day"
  },
  {
    "startMs": 337600,
    "text": "increasing? And that was fascinating for"
  },
  {
    "startMs": 339520,
    "text": "me to see because what I realized was"
  },
  {
    "startMs": 341120,
    "text": "that if you have a system that starts to"
  },
  {
    "startMs": 342560,
    "text": "work, what happens is people start to"
  },
  {
    "startMs": 344960,
    "text": "teach it a lot more. It's like saying if"
  },
  {
    "startMs": 347360,
    "text": "I taught you the skill for quering data"
  },
  {
    "startMs": 350560,
    "text": "then tomorrow I'm going to teach you the"
  },
  {
    "startMs": 352320,
    "text": "skill for interpreting that data and"
  },
  {
    "startMs": 354320,
    "text": "then day after tomorrow I'm going to"
  },
  {
    "startMs": 355919,
    "text": "teach you the skill of how to take an"
  },
  {
    "startMs": 357039,
    "text": "action based on that and then after that"
  },
  {
    "startMs": 358800,
    "text": "I'm going to figure out how to do AB"
  },
  {
    "startMs": 360000,
    "text": "testing based on so people like you"
  },
  {
    "startMs": 361360,
    "text": "continuously add more but because"
  },
  {
    "startMs": 363680,
    "text": "everything is an agent where no amount"
  },
  {
    "startMs": 365360,
    "text": "of learning is perfect everything has"
  },
  {
    "startMs": 367199,
    "text": "its own kind of steady rate as well"
  },
  {
    "startMs": 368800,
    "text": "right so the rates kind of even your"
  },
  {
    "startMs": 370720,
    "text": "steady rates kind of keep adding up and"
  },
  {
    "startMs": 372800,
    "text": "that's what I started to notice in our"
  },
  {
    "startMs": 374560,
    "text": "thing as well this is early. So, who"
  },
  {
    "startMs": 376240,
    "text": "knows if it'll kind of peter out"
  },
  {
    "startMs": 377600,
    "text": "eventually. Maybe it'll start to look"
  },
  {
    "startMs": 378880,
    "text": "more like option B. But a healthy brain,"
  },
  {
    "startMs": 382080,
    "text": "of course, the overall size keeps"
  },
  {
    "startMs": 383680,
    "text": "increasing, but even your daily updates"
  },
  {
    "startMs": 386639,
    "text": "per day kind of keep increasing as well."
  },
  {
    "startMs": 388160,
    "text": "So, that's a sign"
  },
  {
    "startMs": 390240,
    "text": "of a good brain that you built, right? A"
  },
  {
    "startMs": 392960,
    "text": "healthy brain that you built for your"
  },
  {
    "startMs": 394639,
    "text": "company. Awesome. The use cases for"
  },
  {
    "startMs": 397440,
    "text": "company brains, how we start to analyze"
  },
  {
    "startMs": 399120,
    "text": "how we build a system that won't leak"
  },
  {
    "startMs": 401520,
    "text": "secrets, right? So, two use cases."
  },
  {
    "startMs": 404800,
    "text": "The first use case is there is a company"
  },
  {
    "startMs": 407759,
    "text": "brain. I want to use it in my AI agent"
  },
  {
    "startMs": 412160,
    "text": "whatever to get work done, right? Um"
  },
  {
    "startMs": 415280,
    "text": "I'll show you an example of that, right?"
  },
  {
    "startMs": 416639,
    "text": "It's like I got an email with a security"
  },
  {
    "startMs": 418720,
    "text": "questionnaire I need to answer from a"
  },
  {
    "startMs": 420000,
    "text": "customer and I talk to my AI and I'm"
  },
  {
    "startMs": 421599,
    "text": "like look up the company brain and help"
  },
  {
    "startMs": 423520,
    "text": "me answer this security questionnaire."
  },
  {
    "startMs": 425280,
    "text": "Right? That's a totally valid use case"
  },
  {
    "startMs": 427039,
    "text": "of a company brain. Second, very useful"
  },
  {
    "startMs": 429599,
    "text": "use case, right? because it's other"
  },
  {
    "startMs": 430960,
    "text": "people's knowledge that are that is"
  },
  {
    "startMs": 433199,
    "text": "coming to me. Second use case of a"
  },
  {
    "startMs": 435120,
    "text": "company brain is kind of similar to what"
  },
  {
    "startMs": 437039,
    "text": "uh cloud tag is is a this idea of"
  },
  {
    "startMs": 440639,
    "text": "multiplayer and if you've been putting"
  },
  {
    "startMs": 442800,
    "text": "agents inside slack in places where"
  },
  {
    "startMs": 445440,
    "text": "multiple people can interact with it"
  },
  {
    "startMs": 447039,
    "text": "it's kind of being using using it as a"
  },
  {
    "startMs": 448880,
    "text": "shared AI right to like get stiff stuff"
  },
  {
    "startMs": 451199,
    "text": "done. Um, and an example of that could"
  },
  {
    "startMs": 454240,
    "text": "be collaborative incident management,"
  },
  {
    "startMs": 456800,
    "text": "right? So, for example, you want to say"
  },
  {
    "startMs": 458240,
    "text": "like, hey, I want to fetch logs. I want"
  },
  {
    "startMs": 460960,
    "text": "to investigate the there's an incident,"
  },
  {
    "startMs": 462479,
    "text": "go fetch some logs, investigate the code"
  },
  {
    "startMs": 464160,
    "text": "codebase, raise the PR, deploy to"
  },
  {
    "startMs": 466160,
    "text": "staging, deploy to prod, set up an"
  },
  {
    "startMs": 467759,
    "text": "alert, right? You want like multiple"
  },
  {
    "startMs": 469840,
    "text": "people are doing things with the company"
  },
  {
    "startMs": 471599,
    "text": "brain. So, those are kind of two use"
  },
  {
    "startMs": 472800,
    "text": "cases of the company brain. One is kind"
  },
  {
    "startMs": 474240,
    "text": "of this like shared collaborative"
  },
  {
    "startMs": 476319,
    "text": "knowledge use case and one is like"
  },
  {
    "startMs": 477759,
    "text": "shared AI use case itself, right? Both"
  },
  {
    "startMs": 480800,
    "text": "of those have a huge um security kind of"
  },
  {
    "startMs": 485280,
    "text": "problem, right? Um so"
  },
  {
    "startMs": 490960,
    "text": "to start to secure it, let's kind of"
  },
  {
    "startMs": 493280,
    "text": "define that a little bit more strongly,"
  },
  {
    "startMs": 495360,
    "text": "right? So what exactly is a company"
  },
  {
    "startMs": 498000,
    "text": "brain? And this is my definition of it,"
  },
  {
    "startMs": 499680,
    "text": "right? It's shared context that you'd"
  },
  {
    "startMs": 502400,
    "text": "put in a markdown that you'd put in a"
  },
  {
    "startMs": 503919,
    "text": "set of markdown files, right? and its"
  },
  {
    "startMs": 507440,
    "text": "access control rules for the different"
  },
  {
    "startMs": 509360,
    "text": "data and tools that you want to access"
  },
  {
    "startMs": 511199,
    "text": "as given to a coding agent."
  },
  {
    "startMs": 514800,
    "text": "So that's what I'm calling it for um"
  },
  {
    "startMs": 518240,
    "text": "because I'm speaking so I can define"
  },
  {
    "startMs": 520240,
    "text": "whatever I want. Um that's my"
  },
  {
    "startMs": 522240,
    "text": "definition. So I'm not saying this is"
  },
  {
    "startMs": 523919,
    "text": "knowledge that is pulled into an LLM"
  },
  {
    "startMs": 526480,
    "text": "that will do tool calls, right? It is"
  },
  {
    "startMs": 529040,
    "text": "not a AI that is doing general purpose"
  },
  {
    "startMs": 531360,
    "text": "stuff. It is an AI that is a coding"
  },
  {
    "startMs": 533839,
    "text": "agent that is solving whatever problem"
  },
  {
    "startMs": 536000,
    "text": "you throw at it. Right? And similar to"
  },
  {
    "startMs": 537519,
    "text": "the a little bit of the previous talk"
  },
  {
    "startMs": 539279,
    "text": "that you folks might have heard which is"
  },
  {
    "startMs": 540560,
    "text": "this idea of like can we just use a"
  },
  {
    "startMs": 542160,
    "text": "coding agent to solve general problems."
  },
  {
    "startMs": 544320,
    "text": "It's that right? So in the most trivial"
  },
  {
    "startMs": 546240,
    "text": "case if you say hey write me a tweet"
  },
  {
    "startMs": 549279,
    "text": "you're writing a small script that's"
  },
  {
    "startMs": 550959,
    "text": "making an AI call to write a small tweet"
  },
  {
    "startMs": 553760,
    "text": "right you probably don't need to do"
  },
  {
    "startMs": 554720,
    "text": "that. The AI itself can just like return"
  },
  {
    "startMs": 556480,
    "text": "the tweet back to you but like"
  },
  {
    "startMs": 558399,
    "text": "essentially claude code being used for"
  },
  {
    "startMs": 560080,
    "text": "everything. Cloud co-work is the same"
  },
  {
    "startMs": 561600,
    "text": "architecture. The codeex app is the same"
  },
  {
    "startMs": 563519,
    "text": "architecture which is this realization"
  },
  {
    "startMs": 565040,
    "text": "that you can use coding agents to solve"
  },
  {
    "startMs": 567120,
    "text": "general purpose problems. So we're"
  },
  {
    "startMs": 568640,
    "text": "building the brain for that. We're not"
  },
  {
    "startMs": 570640,
    "text": "building gigantic knowledge graph"
  },
  {
    "startMs": 572480,
    "text": "knowledge base for the company and then"
  },
  {
    "startMs": 573760,
    "text": "trying to secure it that anyway it"
  },
  {
    "startMs": 575440,
    "text": "doesn't hasn't worked won't work. Um,"
  },
  {
    "startMs": 579279,
    "text": "so in terms of how we want to approach"
  },
  {
    "startMs": 581600,
    "text": "designing the company brain, right?"
  },
  {
    "startMs": 585920,
    "text": "Should we build a company brain?"
  },
  {
    "startMs": 590399,
    "text": "So, if you're an enterprise and you're"
  },
  {
    "startMs": 592959,
    "text": "paid to twiddle your thumbs, then you"
  },
  {
    "startMs": 595279,
    "text": "like this idea of building a company"
  },
  {
    "startMs": 597120,
    "text": "brain because you're like, \"Yes, let me"
  },
  {
    "startMs": 598399,
    "text": "take on a two-year project and I will"
  },
  {
    "startMs": 600240,
    "text": "build the company brain for JP Morgan.\""
  },
  {
    "startMs": 602959,
    "text": "That's not going to happen. You can't"
  },
  {
    "startMs": 604080,
    "text": "build a company brain for an"
  },
  {
    "startMs": 605120,
    "text": "organization that's like 100 years old,"
  },
  {
    "startMs": 606959,
    "text": "right? you can barely build it for your"
  },
  {
    "startMs": 608560,
    "text": "own family, right? Which might just be"
  },
  {
    "startMs": 611440,
    "text": "months or years old, right? So, so the"
  },
  {
    "startMs": 613920,
    "text": "idea and the way that we want to build a"
  },
  {
    "startMs": 615200,
    "text": "company brain is we want each person who"
  },
  {
    "startMs": 617519,
    "text": "does a little bit of the work in the"
  },
  {
    "startMs": 618959,
    "text": "company to own and build their part of"
  },
  {
    "startMs": 621600,
    "text": "the company brain, right? That's the way"
  },
  {
    "startMs": 624560,
    "text": "we should build it. So, that's kind of"
  },
  {
    "startMs": 626240,
    "text": "constraint number two that I'm putting."
  },
  {
    "startMs": 628000,
    "text": "One was the definition of the company"
  },
  {
    "startMs": 629040,
    "text": "brain and second is how the approach"
  },
  {
    "startMs": 630880,
    "text": "that we want to take for how a company"
  },
  {
    "startMs": 632720,
    "text": "brain is built."
  },
  {
    "startMs": 635440,
    "text": "I like kind of this way of phrasing it,"
  },
  {
    "startMs": 636800,
    "text": "which is that we're going to grow a"
  },
  {
    "startMs": 638399,
    "text": "company brain. We're not going to build"
  },
  {
    "startMs": 640640,
    "text": "one, right? We're going to like let it"
  },
  {
    "startMs": 643200,
    "text": "let it come together. The system needs"
  },
  {
    "startMs": 644640,
    "text": "to come together otherwise it'll it'll"
  },
  {
    "startMs": 646079,
    "text": "it's not it's not possible to build. All"
  },
  {
    "startMs": 647920,
    "text": "right. Um"
  },
  {
    "startMs": 651440,
    "text": "broadly, we want to let each person"
  },
  {
    "startMs": 652880,
    "text": "self-s serve their bit of the company"
  },
  {
    "startMs": 654320,
    "text": "brain. Um and so these are kind of like"
  },
  {
    "startMs": 656640,
    "text": "the various steps that you want to"
  },
  {
    "startMs": 657839,
    "text": "follow. I'll come back to this in more"
  },
  {
    "startMs": 659519,
    "text": "detail if we have time. But let's start"
  },
  {
    "startMs": 661600,
    "text": "with a particular use case, right? So in"
  },
  {
    "startMs": 664079,
    "text": "this particular use case, what I have is"
  },
  {
    "startMs": 666880,
    "text": "this kind of situation where"
  },
  {
    "startMs": 669519,
    "text": "this is kind of the tangible example I"
  },
  {
    "startMs": 671040,
    "text": "want to take for you folks. Um I got an"
  },
  {
    "startMs": 672959,
    "text": "email just a security questionnaire"
  },
  {
    "startMs": 674560,
    "text": "example, right? Hey, I got an email from"
  },
  {
    "startMs": 677360,
    "text": "Dave at StitchFix. Um and that has a"
  },
  {
    "startMs": 679680,
    "text": "bunch of questions I want to answer,"
  },
  {
    "startMs": 680959,
    "text": "right? So it pulls up my email. It says"
  },
  {
    "startMs": 683360,
    "text": "the email has a screenshot of their"
  },
  {
    "startMs": 685200,
    "text": "security onboarding and then it starts"
  },
  {
    "startMs": 687839,
    "text": "to kind of answer those questions,"
  },
  {
    "startMs": 689680,
    "text": "right? Um I have no idea how it knew. I"
  },
  {
    "startMs": 692640,
    "text": "was kind of very surprised to see that"
  },
  {
    "startMs": 694000,
    "text": "it answered all of the questions on"
  },
  {
    "startMs": 695519,
    "text": "like, hey, this is our trust center."
  },
  {
    "startMs": 697360,
    "text": "This is how our security stuff looks."
  },
  {
    "startMs": 699279,
    "text": "Um, they have a gateway, right? It does"
  },
  {
    "startMs": 701279,
    "text": "something. All of this is kind of coming"
  },
  {
    "startMs": 703279,
    "text": "from the company brain, right? Which is"
  },
  {
    "startMs": 706000,
    "text": "the answer to that. And then kind of go"
  },
  {
    "startMs": 707760,
    "text": "ahead and I'm like, hey, just go ahead"
  },
  {
    "startMs": 710079,
    "text": "and send this. I like this draft. Go"
  },
  {
    "startMs": 712160,
    "text": "ahead and send this draft to Dave,"
  },
  {
    "startMs": 713440,
    "text": "right? And then goes and sends that"
  },
  {
    "startMs": 715040,
    "text": "email. Really simple example of what I"
  },
  {
    "startMs": 716640,
    "text": "want to do. Now, the challenge here,"
  },
  {
    "startMs": 720000,
    "text": "right? And the issue is that how do we"
  },
  {
    "startMs": 723200,
    "text": "build a system right which somebody else"
  },
  {
    "startMs": 727200,
    "text": "can contribute to"
  },
  {
    "startMs": 729760,
    "text": "that a third person kind of uses"
  },
  {
    "startMs": 733680,
    "text": "how did this knowledge about what our"
  },
  {
    "startMs": 735760,
    "text": "security thing is come in presumably"
  },
  {
    "startMs": 739120,
    "text": "somebody else had been working on the"
  },
  {
    "startMs": 740720,
    "text": "same security questionnaire right so"
  },
  {
    "startMs": 742639,
    "text": "they had let's say a Hermes agent or"
  },
  {
    "startMs": 744000,
    "text": "whatever they were working on it you"
  },
  {
    "startMs": 746160,
    "text": "autosaved some memory maybe somebody"
  },
  {
    "startMs": 747920,
    "text": "wrote down a skill somehow that piece"
  },
  {
    "startMs": 750000,
    "text": "piece has to come to my AI agent. How"
  },
  {
    "startMs": 753279,
    "text": "are we going to make that possible right"
  },
  {
    "startMs": 755760,
    "text": "now? Um let's try obvious thing uh"
  },
  {
    "startMs": 758639,
    "text": "number one right which is that everybody"
  },
  {
    "startMs": 760880,
    "text": "writes shared skills for each other on"
  },
  {
    "startMs": 762320,
    "text": "GitHub. So the first time the security"
  },
  {
    "startMs": 763920,
    "text": "questionnaire was answered by your"
  },
  {
    "startMs": 766079,
    "text": "security person everybody visualize like"
  },
  {
    "startMs": 768079,
    "text": "your security and compliance person in"
  },
  {
    "startMs": 769760,
    "text": "your head right now. Imagine that they"
  },
  {
    "startMs": 773040,
    "text": "after answering the questionnaire, it"
  },
  {
    "startMs": 775200,
    "text": "sucks to answer questionnaires. After"
  },
  {
    "startMs": 777440,
    "text": "answering this gigantic Excel sheet of a"
  },
  {
    "startMs": 779440,
    "text": "of a questionnaire, they then went to"
  },
  {
    "startMs": 781360,
    "text": "GitHub and updated a shared skill,"
  },
  {
    "startMs": 784880,
    "text": "right? Many of you are fortunate to work"
  },
  {
    "startMs": 787920,
    "text": "with people who are modeled after our"
  },
  {
    "startMs": 790480,
    "text": "Lord and Savior Christ, who are so nice,"
  },
  {
    "startMs": 792560,
    "text": "who will go and update shared skills in"
  },
  {
    "startMs": 795839,
    "text": "a GitHub repo, right? Most people will"
  },
  {
    "startMs": 798639,
    "text": "not. Nobody is going to write skills for"
  },
  {
    "startMs": 801839,
    "text": "another person in GitHub like that is"
  },
  {
    "startMs": 804880,
    "text": "not that is not something that is"
  },
  {
    "startMs": 806800,
    "text": "natural to us right in the dayto-day of"
  },
  {
    "startMs": 809120,
    "text": "doing work we don't suddenly decide that"
  },
  {
    "startMs": 811839,
    "text": "ooh this might be really useful for"
  },
  {
    "startMs": 814959,
    "text": "somebody else I don't even know I'm not"
  },
  {
    "startMs": 817519,
    "text": "connected to in this situation in the"
  },
  {
    "startMs": 819360,
    "text": "future not happening I can barely get it"
  },
  {
    "startMs": 821920,
    "text": "to like curate my own memory and my"
  },
  {
    "startMs": 823920,
    "text": "context I do not have the time to send"
  },
  {
    "startMs": 825920,
    "text": "it to somebody else um to write it down"
  },
  {
    "startMs": 828000,
    "text": "for somebody"
  },
  {
    "startMs": 829239,
    "text": "[snorts]"
  },
  {
    "startMs": 829839,
    "text": "Second, instead of having a company"
  },
  {
    "startMs": 832399,
    "text": "brain, why don't you do a team brain?"
  },
  {
    "startMs": 833760,
    "text": "Why don't you all just use one shared?"
  },
  {
    "startMs": 835920,
    "text": "Why doesn't the security team kind of"
  },
  {
    "startMs": 837760,
    "text": "use one more"
  },
  {
    "startMs": 840160,
    "text": "shared silo where you can do this,"
  },
  {
    "startMs": 841519,
    "text": "right? So, build an agent and have it"
  },
  {
    "startMs": 842880,
    "text": "kind of save to memory itself, right?"
  },
  {
    "startMs": 845040,
    "text": "Um, and that's kind of the architecture"
  },
  {
    "startMs": 846480,
    "text": "that I I'm guessing a lot of you folks"
  },
  {
    "startMs": 847839,
    "text": "have with maybe something like a Hermes"
  },
  {
    "startMs": 849519,
    "text": "added to Slack. Does anybody have kind"
  },
  {
    "startMs": 851040,
    "text": "of a team team brain situation going"
  },
  {
    "startMs": 853600,
    "text": "where you have an AI that multiple"
  },
  {
    "startMs": 855199,
    "text": "people use that autosaves memory and"
  },
  {
    "startMs": 857199,
    "text": "auto adds context? Does anybody have"
  },
  {
    "startMs": 858880,
    "text": "kind of like a skill that does that"
  },
  {
    "startMs": 860720,
    "text": "already just for a small team? One."
  },
  {
    "startMs": 863600,
    "text": "Anybody else? Okay. Okay. A few of you"
  },
  {
    "startMs": 865279,
    "text": "have that. That's cool. Um this is nice"
  },
  {
    "startMs": 867920,
    "text": "but the problem is it's still not a"
  },
  {
    "startMs": 869360,
    "text": "company brain because it's still"
  },
  {
    "startMs": 870800,
    "text": "isolated, right? So it's like one more"
  },
  {
    "startMs": 873199,
    "text": "silo, right? Like for example um if this"
  },
  {
    "startMs": 875760,
    "text": "gets like with claw tag um it it has a"
  },
  {
    "startMs": 879440,
    "text": "per channel memory right so in every"
  },
  {
    "startMs": 881760,
    "text": "channel it gets saved but now it's"
  },
  {
    "startMs": 884240,
    "text": "another silo in that one channel right"
  },
  {
    "startMs": 886720,
    "text": "so now it's again locked into one place"
  },
  {
    "startMs": 889120,
    "text": "that can't be used anywhere else so if"
  },
  {
    "startMs": 890959,
    "text": "somebody got added to that channel it"
  },
  {
    "startMs": 892240,
    "text": "would work but otherwise it wouldn't"
  },
  {
    "startMs": 893760,
    "text": "work right um and so"
  },
  {
    "startMs": 897199,
    "text": "this is the third option"
  },
  {
    "startMs": 899680,
    "text": "the third option is saying all context"
  },
  {
    "startMs": 902320,
    "text": "text goes into a single shared wiki. A"
  },
  {
    "startMs": 906240,
    "text": "wiki is a set of markdown files and"
  },
  {
    "startMs": 907680,
    "text": "markdown files can link to each other."
  },
  {
    "startMs": 908880,
    "text": "So imagine a gigantic folder. The folder"
  },
  {
    "startMs": 911519,
    "text": "has lots of markdown files, right? And"
  },
  {
    "startMs": 914079,
    "text": "markdown files can link to each other."
  },
  {
    "startMs": 916240,
    "text": "So all all context instead of saving it"
  },
  {
    "startMs": 919279,
    "text": "inside a folder, siloing it, you put it"
  },
  {
    "startMs": 922399,
    "text": "in a markdown file, the equivalent of a"
  },
  {
    "startMs": 924240,
    "text": "markdown file, and you let it link with"
  },
  {
    "startMs": 927040,
    "text": "each other."
  },
  {
    "startMs": 928560,
    "text": "The second thing that you do is you"
  },
  {
    "startMs": 930639,
    "text": "allow each file to have scopes on who"
  },
  {
    "startMs": 933920,
    "text": "can have readwrite access to that file."
  },
  {
    "startMs": 938959,
    "text": "The third thing that you do which is the"
  },
  {
    "startMs": 940720,
    "text": "most important,"
  },
  {
    "startMs": 942720,
    "text": "you don't let the agent auto add the"
  },
  {
    "startMs": 945360,
    "text": "memory."
  },
  {
    "startMs": 949519,
    "text": "You don't let it auto add because if it"
  },
  {
    "startMs": 951680,
    "text": "auto adds,"
  },
  {
    "startMs": 953519,
    "text": "you have no idea what happened, right?"
  },
  {
    "startMs": 955839,
    "text": "You can't"
  },
  {
    "startMs": 957600,
    "text": "the we we're back to kind of the same"
  },
  {
    "startMs": 959360,
    "text": "world where some stuff is getting added"
  },
  {
    "startMs": 960720,
    "text": "and as long as you're in that agent's"
  },
  {
    "startMs": 962800,
    "text": "memory, you're lucky, right? So, the"
  },
  {
    "startMs": 965199,
    "text": "third thing that you do is instead of"
  },
  {
    "startMs": 966720,
    "text": "letting the agent auto add, do something"
  },
  {
    "startMs": 969759,
    "text": "that allows your agent to suggest what"
  },
  {
    "startMs": 973199,
    "text": "is added with what scopes"
  },
  {
    "startMs": 976399,
    "text": "and then have the human"
  },
  {
    "startMs": 979360,
    "text": "accept or reject."
  },
  {
    "startMs": 981920,
    "text": "So it's not as heavy as GitHub where I"
  },
  {
    "startMs": 985120,
    "text": "have to go and write this update a"
  },
  {
    "startMs": 987279,
    "text": "shared skill do a PR review and then get"
  },
  {
    "startMs": 989839,
    "text": "it merged but it's also not as yolo as"
  },
  {
    "startMs": 993360,
    "text": "the memory just kind of being"
  },
  {
    "startMs": 994800,
    "text": "autowritten by the agent right it's kind"
  },
  {
    "startMs": 997199,
    "text": "of the sweet spot where while you are"
  },
  {
    "startMs": 999360,
    "text": "working you pop it up suggest the right"
  },
  {
    "startMs": 1003040,
    "text": "scopes and let somebody add it so now"
  },
  {
    "startMs": 1005600,
    "text": "what happens is with this very simple"
  },
  {
    "startMs": 1007360,
    "text": "addition right you are able to let"
  },
  {
    "startMs": 1011440,
    "text": "people add to a gigantic wiki, but you"
  },
  {
    "startMs": 1014000,
    "text": "let that person take on responsibility"
  },
  {
    "startMs": 1016000,
    "text": "for what they can see or not. So, if I'm"
  },
  {
    "startMs": 1018079,
    "text": "adding something to the finance wiki, I"
  },
  {
    "startMs": 1019920,
    "text": "want to make sure I'm adding something"
  },
  {
    "startMs": 1021600,
    "text": "that's sensitive, I want to make sure it"
  },
  {
    "startMs": 1022880,
    "text": "has a finance scope. If I'm adding"
  },
  {
    "startMs": 1024559,
    "text": "something that's personal, I want to"
  },
  {
    "startMs": 1025679,
    "text": "make sure that that's personal scope."
  },
  {
    "startMs": 1026959,
    "text": "Let me show you an example UX of what"
  },
  {
    "startMs": 1028480,
    "text": "that might look like. This is what we"
  },
  {
    "startMs": 1029679,
    "text": "do."
  },
  {
    "startMs": 1045520,
    "text": "This was a recent email that I got um"
  },
  {
    "startMs": 1050400,
    "text": "from one of our sales reps adding me"
  },
  {
    "startMs": 1052160,
    "text": "onto a call. I looked at that email,"
  },
  {
    "startMs": 1054240,
    "text": "helped answer it, and then"
  },
  {
    "startMs": 1057919,
    "text": "I got a little box that suggested a"
  },
  {
    "startMs": 1059520,
    "text": "bunch of bullets that told me what it's"
  },
  {
    "startMs": 1061760,
    "text": "going to add, right? And when I hit add"
  },
  {
    "startMs": 1064720,
    "text": "to wiki and and so now it's much easier"
  },
  {
    "startMs": 1066400,
    "text": "for me to review what is getting added."
  },
  {
    "startMs": 1067919,
    "text": "I don't care I don't care if it gets"
  },
  {
    "startMs": 1070080,
    "text": "added into this markdown file, that"
  },
  {
    "startMs": 1072400,
    "text": "markdown file, what links that the agent"
  },
  {
    "startMs": 1074080,
    "text": "takes care of. What I care about is are"
  },
  {
    "startMs": 1076000,
    "text": "these facts correct?"
  },
  {
    "startMs": 1078640,
    "text": "If these facts are correct, I'm going to"
  },
  {
    "startMs": 1080640,
    "text": "hit add to wiki and I'm going to be"
  },
  {
    "startMs": 1081919,
    "text": "done, right? And and during the time of"
  },
  {
    "startMs": 1084160,
    "text": "add to wiki, I can choose what scopes"
  },
  {
    "startMs": 1085919,
    "text": "need to be added per wiki page or not."
  },
  {
    "startMs": 1088640,
    "text": "Right? So each wiki page itself can get"
  },
  {
    "startMs": 1091120,
    "text": "a certain set of scopes that you want to"
  },
  {
    "startMs": 1092720,
    "text": "decide who gets access to what for"
  },
  {
    "startMs": 1094240,
    "text": "example right so for example my email"
  },
  {
    "startMs": 1097120,
    "text": "this is the wiki page that I have for my"
  },
  {
    "startMs": 1098640,
    "text": "emails and how my emails are prioritized"
  },
  {
    "startMs": 1100480,
    "text": "and I can now decide who gets access to"
  },
  {
    "startMs": 1102400,
    "text": "this who are the owners for this and"
  },
  {
    "startMs": 1104400,
    "text": "what the artback for this is. So"
  },
  {
    "startMs": 1105360,
    "text": "whatever the system looks like is up to"
  },
  {
    "startMs": 1107440,
    "text": "you folks but the core idea is that you"
  },
  {
    "startMs": 1110559,
    "text": "want to get the agent to suggest a"
  },
  {
    "startMs": 1112080,
    "text": "change instead of doing the change. All"
  },
  {
    "startMs": 1114240,
    "text": "right. So, two rules. One, make sure"
  },
  {
    "startMs": 1117280,
    "text": "that everything goes into one"
  },
  {
    "startMs": 1118480,
    "text": "companywide wiki. Don't back down from"
  },
  {
    "startMs": 1120160,
    "text": "this rule. Second, make sure that like"
  },
  {
    "startMs": 1123200,
    "text": "as a part of that, every change is"
  },
  {
    "startMs": 1125600,
    "text": "backed by a human's name. Nothing should"
  },
  {
    "startMs": 1128160,
    "text": "be allowed inside the wiki that is"
  },
  {
    "startMs": 1130559,
    "text": "Claude added this or like your AI agent"
  },
  {
    "startMs": 1133520,
    "text": "added this or Hermes added this. No,"
  },
  {
    "startMs": 1135360,
    "text": "Tanme added this. that that name needs"
  },
  {
    "startMs": 1137200,
    "text": "to be there so that you can tie it back"
  },
  {
    "startMs": 1139520,
    "text": "to this is the person who screwed up and"
  },
  {
    "startMs": 1142400,
    "text": "like allowed everybody to see like"
  },
  {
    "startMs": 1144960,
    "text": "everybody's comp right and like whatever"
  },
  {
    "startMs": 1147600,
    "text": "now you can take remedial action uh"
  },
  {
    "startMs": 1149520,
    "text": "right whatever that is put them on a pip"
  },
  {
    "startMs": 1151840,
    "text": "um you didn't know how to edit a wiki so"
  },
  {
    "startMs": 1153919,
    "text": "so that is very very important and rule"
  },
  {
    "startMs": 1155600,
    "text": "number two once you decide that you can"
  },
  {
    "startMs": 1158320,
    "text": "then go to the second scope of like okay"
  },
  {
    "startMs": 1159679,
    "text": "you've got to make it easy for them to"
  },
  {
    "startMs": 1160880,
    "text": "do that which is where this business of"
  },
  {
    "startMs": 1162559,
    "text": "scopes come in where you want to scope"
  },
  {
    "startMs": 1164160,
    "text": "each file according to who gets access"
  },
  {
    "startMs": 1166160,
    "text": "you to build kind of a system around it."
  },
  {
    "startMs": 1167440,
    "text": "This is what an architecture diagram of"
  },
  {
    "startMs": 1169200,
    "text": "that looks like where you have users um"
  },
  {
    "startMs": 1172240,
    "text": "users talk to the agent uh agent when"
  },
  {
    "startMs": 1175120,
    "text": "it's reading context uses that"
  },
  {
    "startMs": 1177919,
    "text": "particular user's claims right so if I"
  },
  {
    "startMs": 1180080,
    "text": "am reading something for solving a"
  },
  {
    "startMs": 1182799,
    "text": "finance problem it's using the finance"
  },
  {
    "startMs": 1185120,
    "text": "claim to read as me because I had access"
  },
  {
    "startMs": 1187919,
    "text": "to the finance wiki so I can read it and"
  },
  {
    "startMs": 1190320,
    "text": "that is done every single time right so"
  },
  {
    "startMs": 1193200,
    "text": "the agent is always using the user's"
  },
  {
    "startMs": 1194960,
    "text": "credential to read the right part of the"
  },
  {
    "startMs": 1197280,
    "text": "wiki. Um,"
  },
  {
    "startMs": 1200559,
    "text": "all right. I am um I'm fairly out of"
  },
  {
    "startMs": 1203919,
    "text": "time for the second use case. So, what"
  },
  {
    "startMs": 1205600,
    "text": "I'm going to do is give you a quick"
  },
  {
    "startMs": 1206960,
    "text": "flavor of the second use case, but"
  },
  {
    "startMs": 1208320,
    "text": "extend this idea. This is the daddy use"
  },
  {
    "startMs": 1212400,
    "text": "case. This is like this is the big daddy"
  },
  {
    "startMs": 1214080,
    "text": "use case. This is a really complicated"
  },
  {
    "startMs": 1215840,
    "text": "use case because now it's not just one"
  },
  {
    "startMs": 1218720,
    "text": "person answering an email. It's a bunch"
  },
  {
    "startMs": 1221600,
    "text": "of us using the shared context to solve"
  },
  {
    "startMs": 1226480,
    "text": "a problem with various different"
  },
  {
    "startMs": 1228320,
    "text": "escalation like privilege levels at the"
  },
  {
    "startMs": 1230240,
    "text": "same time, right? And these are kind of"
  },
  {
    "startMs": 1232880,
    "text": "the these are the these are the"
  },
  {
    "startMs": 1234799,
    "text": "interactions AI where the most amount of"
  },
  {
    "startMs": 1236880,
    "text": "company brain knowledge is created,"
  },
  {
    "startMs": 1239520,
    "text": "right? For example, I'm going to show"
  },
  {
    "startMs": 1241840,
    "text": "you a quick real life example of um what"
  },
  {
    "startMs": 1245280,
    "text": "it looks like for us. Um so this was a"
  },
  {
    "startMs": 1247679,
    "text": "case from an SR situation where um"
  },
  {
    "startMs": 1251120,
    "text": "somebody was like hey our autolearning"
  },
  {
    "startMs": 1253760,
    "text": "our wiki learning uh fairly meta was"
  },
  {
    "startMs": 1256640,
    "text": "failing it wasn't working what's going"
  },
  {
    "startMs": 1258480,
    "text": "on right and then it starts doing the"
  },
  {
    "startMs": 1260640,
    "text": "investigation and it sucks cuz it's it"
  },
  {
    "startMs": 1262960,
    "text": "didn't have a skill it failed so like"
  },
  {
    "startMs": 1265280,
    "text": "bro don't do this please use this open"
  },
  {
    "startMs": 1267120,
    "text": "telemetry span name used an open"
  },
  {
    "startMs": 1268880,
    "text": "telemetry span name it did a slightly"
  },
  {
    "startMs": 1270720,
    "text": "better job but was still really slow so"
  },
  {
    "startMs": 1273840,
    "text": "he looked at the code and he's like oh"
  },
  {
    "startMs": 1275760,
    "text": "you're using a like query. You're you're"
  },
  {
    "startMs": 1277520,
    "text": "a you're a dumbass. This is Opus 4.5. Um"
  },
  {
    "startMs": 1280799,
    "text": "we like like don't do this. Right? So"
  },
  {
    "startMs": 1283039,
    "text": "then he's like don't use a like query."
  },
  {
    "startMs": 1284799,
    "text": "Use an equals to query. Right? And then"
  },
  {
    "startMs": 1286799,
    "text": "it does equals to query and it surfaces"
  },
  {
    "startMs": 1288640,
    "text": "some details and it and then he says oh"
  },
  {
    "startMs": 1290720,
    "text": "dig deeper into this and it says"
  },
  {
    "startMs": 1292000,
    "text": "whatever this is a line of code where"
  },
  {
    "startMs": 1293520,
    "text": "the error is coming from. Simple stuff"
  },
  {
    "startMs": 1295840,
    "text": "right? This is now where it surfaces"
  },
  {
    "startMs": 1298000,
    "text": "some knowledge and says aha I learned"
  },
  {
    "startMs": 1301039,
    "text": "that I should use equals to and not"
  },
  {
    "startMs": 1302640,
    "text": "like. Right? I learned that if you have"
  },
  {
    "startMs": 1305039,
    "text": "a custom prefix added to wiki page"
  },
  {
    "startMs": 1307360,
    "text": "names, it can cause issues, right? Um,"
  },
  {
    "startMs": 1309760,
    "text": "so it offers these learnings that you"
  },
  {
    "startMs": 1311200,
    "text": "can choose to accept."
  },
  {
    "startMs": 1313120,
    "text": "So he kind of went dug in deeper um into"
  },
  {
    "startMs": 1315840,
    "text": "what the problem was. Somebody else"
  },
  {
    "startMs": 1317440,
    "text": "joined the conversation, right? And said"
  },
  {
    "startMs": 1321200,
    "text": "the technical decision that we've made"
  },
  {
    "startMs": 1322559,
    "text": "here is wrong. Why is this happening?"
  },
  {
    "startMs": 1324640,
    "text": "And now two people start to have an"
  },
  {
    "startMs": 1326799,
    "text": "argument, right? They have an argument"
  },
  {
    "startMs": 1329520,
    "text": "saying, hey, it should not be like this."
  },
  {
    "startMs": 1330720,
    "text": "it should be like this but why is it"
  },
  {
    "startMs": 1331840,
    "text": "like this but it should be like this"
  },
  {
    "startMs": 1332960,
    "text": "right that argument creates knowledge"
  },
  {
    "startMs": 1335360,
    "text": "because the actual problem was that"
  },
  {
    "startMs": 1336799,
    "text": "somebody made a technical decision that"
  },
  {
    "startMs": 1338320,
    "text": "was not documented right when they"
  },
  {
    "startMs": 1340720,
    "text": "decide to fix that issue and they"
  },
  {
    "startMs": 1342880,
    "text": "observe that that is indeed the root"
  },
  {
    "startMs": 1344240,
    "text": "cause and they decide that this is the"
  },
  {
    "startMs": 1345840,
    "text": "way it's going to be fixed hey we should"
  },
  {
    "startMs": 1347600,
    "text": "remove this prefix that's causing a"
  },
  {
    "startMs": 1349039,
    "text": "problem whatever whatever the thing is"
  },
  {
    "startMs": 1351760,
    "text": "that creates the highest quality context"
  },
  {
    "startMs": 1354000,
    "text": "to be added to your brain because the"
  },
  {
    "startMs": 1356480,
    "text": "previous suggestion was to say uh pages"
  },
  {
    "startMs": 1359679,
    "text": "should not pages have a prefix. But the"
  },
  {
    "startMs": 1361679,
    "text": "fact that pages have a prefix is a"
  },
  {
    "startMs": 1363280,
    "text": "problem. Right? So now the thing that"
  },
  {
    "startMs": 1365919,
    "text": "you're documenting in the brain is pages"
  },
  {
    "startMs": 1367679,
    "text": "should not have a prefix. If they have a"
  },
  {
    "startMs": 1369840,
    "text": "prefix, it can cause lookup issues and"
  },
  {
    "startMs": 1371440,
    "text": "prod. This happens when multiple people"
  },
  {
    "startMs": 1374320,
    "text": "talk to each other, right? And solve"
  },
  {
    "startMs": 1376799,
    "text": "problems together. This is what happens"
  },
  {
    "startMs": 1377840,
    "text": "in a Slack thread. When two people talk"
  },
  {
    "startMs": 1379679,
    "text": "to each other and solve a problem, it"
  },
  {
    "startMs": 1381039,
    "text": "creates the highest quality context. But"
  },
  {
    "startMs": 1384080,
    "text": "and so so that's kind of what you want"
  },
  {
    "startMs": 1385840,
    "text": "here. But the challenge is that the priv"
  },
  {
    "startMs": 1388159,
    "text": "privilege escalation around this becomes"
  },
  {
    "startMs": 1390480,
    "text": "very very serious. If you if you're"
  },
  {
    "startMs": 1393840,
    "text": "building an agent that can do everything"
  },
  {
    "startMs": 1397120,
    "text": "surrounded by multiple people, that's"
  },
  {
    "startMs": 1398960,
    "text": "scary because the engineer was allowed"
  },
  {
    "startMs": 1400799,
    "text": "to do the PR work but now I can use the"
  },
  {
    "startMs": 1403120,
    "text": "same agent to deploy to prod. That's too"
  },
  {
    "startMs": 1405039,
    "text": "scary. I can't have a conversation where"
  },
  {
    "startMs": 1407440,
    "text": "I debug and"
  },
  {
    "startMs": 1409919,
    "text": "deploy securely, right? Especially if"
  },
  {
    "startMs": 1413039,
    "text": "you're in a bank, right? like the people"
  },
  {
    "startMs": 1414559,
    "text": "who are debugging, deploying to staging,"
  },
  {
    "startMs": 1416720,
    "text": "setting up an alert and deploying are"
  },
  {
    "startMs": 1418240,
    "text": "not the same. But but being the same has"
  },
  {
    "startMs": 1420720,
    "text": "a lot of value because that's where all"
  },
  {
    "startMs": 1421919,
    "text": "the knowledge is, right? And so that"
  },
  {
    "startMs": 1424080,
    "text": "kind of brings us to the second"
  },
  {
    "startMs": 1425600,
    "text": "architecture which I'm not going to get"
  },
  {
    "startMs": 1426799,
    "text": "into too much detail with, but think of"
  },
  {
    "startMs": 1429120,
    "text": "it as the same idea where user"
  },
  {
    "startMs": 1431760,
    "text": "credentials and claims were used to read"
  },
  {
    "startMs": 1433440,
    "text": "context. Instead of that, also use user"
  },
  {
    "startMs": 1437120,
    "text": "credentials, right, when the code is"
  },
  {
    "startMs": 1440640,
    "text": "executing tools. So never store"
  },
  {
    "startMs": 1443520,
    "text": "credentials in the sandbox."
  },
  {
    "startMs": 1445760,
    "text": "Instead of that at the HTTP layer, at"
  },
  {
    "startMs": 1448159,
    "text": "the SQL layer, inject the user's"
  },
  {
    "startMs": 1450640,
    "text": "credentials, allowing the AI to behave"
  },
  {
    "startMs": 1453520,
    "text": "as the human in a particular"
  },
  {
    "startMs": 1454880,
    "text": "interaction, right? Um so there's"
  },
  {
    "startMs": 1457840,
    "text": "interesting details here. Um but that is"
  },
  {
    "startMs": 1460080,
    "text": "what allows a shared AI to work with"
  },
  {
    "startMs": 1462480,
    "text": "shared context, right? And those are"
  },
  {
    "startMs": 1463919,
    "text": "kind of the two um key pieces to work"
  },
  {
    "startMs": 1466159,
    "text": "with. So I would summarize and you'll"
  },
  {
    "startMs": 1468159,
    "text": "this architecture is not particularly"
  },
  {
    "startMs": 1469440,
    "text": "complicated, but it's very simple to"
  },
  {
    "startMs": 1470799,
    "text": "work back from these two rules. Do not"
  },
  {
    "startMs": 1472559,
    "text": "store credentials in the cloud sandbox."
  },
  {
    "startMs": 1474480,
    "text": "And second,"
  },
  {
    "startMs": 1476720,
    "text": "virtualize all interactions with real"
  },
  {
    "startMs": 1478799,
    "text": "data. Proxy it, virtualize it, whatever"
  },
  {
    "startMs": 1481200,
    "text": "word you want to use. And let users"
  },
  {
    "startMs": 1483200,
    "text": "control them. So the user who adds a"
  },
  {
    "startMs": 1485279,
    "text": "particular tool should control who gets"
  },
  {
    "startMs": 1487840,
    "text": "access uh to that particular tool. So"
  },
  {
    "startMs": 1490080,
    "text": "you can derive this entire thing if you"
  },
  {
    "startMs": 1492400,
    "text": "just kind of follow these four"
  },
  {
    "startMs": 1493520,
    "text": "principles and work backwards from that."
  },
  {
    "startMs": 1494880,
    "text": "there's only one architecture that is"
  },
  {
    "startMs": 1496320,
    "text": "possible that makes sense uh in how you"
  },
  {
    "startMs": 1498720,
    "text": "manage context and what constraints you"
  },
  {
    "startMs": 1500159,
    "text": "set up and how you manage tools and what"
  },
  {
    "startMs": 1501840,
    "text": "security rules you set up. Um that is my"
  },
  {
    "startMs": 1505039,
    "text": "time um and and so um happy to chat more"
  },
  {
    "startMs": 1508720,
    "text": "um after the talk um we have a booth as"
  },
  {
    "startMs": 1510559,
    "text": "well so happy to chat more through that"
  },
  {
    "startMs": 1512400,
    "text": "on what the nuances inside this"
  },
  {
    "startMs": 1514640,
    "text": "architecture are. I'm Tanme on Twitter."
  },
  {
    "startMs": 1516880,
    "text": "Um we're called PromQL. Um do check us"
  },
  {
    "startMs": 1519120,
    "text": "out um at the end of the day um with the"
  },
  {
    "startMs": 1523279,
    "text": "AI engineering community. We're going to"
  },
  {
    "startMs": 1525120,
    "text": "do a product launch. Uh and so I would"
  },
  {
    "startMs": 1528240,
    "text": "love to share that folks share that with"
  },
  {
    "startMs": 1530240,
    "text": "everybody. I'm going to take a picture"
  },
  {
    "startMs": 1532400,
    "text": "with everybody on stage so that I can uh"
  },
  {
    "startMs": 1534880,
    "text": "I can share that. And so let me let me"
  },
  {
    "startMs": 1537200,
    "text": "do that while I'm here."
  },
  {
    "startMs": 1540559,
    "text": "All right. Do folks want to say cheese?"
  },
  {
    "startMs": 1543197,
    "text": "[laughter]"
  },
  {
    "startMs": 1546000,
    "text": "Thank you so much. Um so watch out for"
  },
  {
    "startMs": 1548240,
    "text": "that. Um it's our approach to um claude"
  },
  {
    "startMs": 1551279,
    "text": "tag which is prompt tag which is very"
  },
  {
    "startMs": 1552880,
    "text": "similar to the ideas that we tag chatted"
  },
  {
    "startMs": 1555679,
    "text": "about here except that you're not stuck"
  },
  {
    "startMs": 1557679,
    "text": "to cloud you can use GLM and you can use"
  },
  {
    "startMs": 1559600,
    "text": "GPT and then soul comes out and we can"
  },
  {
    "startMs": 1561520,
    "text": "use that and have a lot of fun. Um so do"
  },
  {
    "startMs": 1563760,
    "text": "check that out and otherwise I'll see"
  },
  {
    "startMs": 1565679,
    "text": "you folks soon."
  }
]