[
  {
    "startMs": 560,
    "text": "Hey, my name is Justin Schroeder. I want"
  },
  {
    "startMs": 2389,
    "text": "Hey, my name is Justin Schroeder. I want"
  },
  {
    "startMs": 2399,
    "text": "Hey, my name is Justin Schroeder. I want to talk to you about standard agents and"
  },
  {
    "startMs": 4630,
    "text": "to talk to you about standard agents and"
  },
  {
    "startMs": 4640,
    "text": "to talk to you about standard agents and specifically standardizing agents. But"
  },
  {
    "startMs": 6869,
    "text": "specifically standardizing agents. But"
  },
  {
    "startMs": 6879,
    "text": "specifically standardizing agents. But before I do, I want to mention an"
  },
  {
    "startMs": 9669,
    "text": "before I do, I want to mention an"
  },
  {
    "startMs": 9679,
    "text": "before I do, I want to mention an interesting observation. Um, right now"
  },
  {
    "startMs": 11589,
    "text": "interesting observation. Um, right now"
  },
  {
    "startMs": 11599,
    "text": "interesting observation. Um, right now I'm noticing that everybody's building"
  },
  {
    "startMs": 13430,
    "text": "I'm noticing that everybody's building"
  },
  {
    "startMs": 13440,
    "text": "I'm noticing that everybody's building agents. Um, if you walk down your street"
  },
  {
    "startMs": 15669,
    "text": "agents. Um, if you walk down your street"
  },
  {
    "startMs": 15679,
    "text": "agents. Um, if you walk down your street today, you're probably going to run into"
  },
  {
    "startMs": 17510,
    "text": "today, you're probably going to run into"
  },
  {
    "startMs": 17520,
    "text": "today, you're probably going to run into people who are building agents to help"
  },
  {
    "startMs": 19349,
    "text": "people who are building agents to help"
  },
  {
    "startMs": 19359,
    "text": "people who are building agents to help power their business. And this is"
  },
  {
    "startMs": 20950,
    "text": "power their business. And this is"
  },
  {
    "startMs": 20960,
    "text": "power their business. And this is actually weird because it goes against"
  },
  {
    "startMs": 23269,
    "text": "actually weird because it goes against"
  },
  {
    "startMs": 23279,
    "text": "actually weird because it goes against the prevailing wisdom of the day. Right"
  },
  {
    "startMs": 25189,
    "text": "the prevailing wisdom of the day. Right"
  },
  {
    "startMs": 25199,
    "text": "the prevailing wisdom of the day. Right now, most people who are deep in AI are"
  },
  {
    "startMs": 27750,
    "text": "now, most people who are deep in AI are"
  },
  {
    "startMs": 27760,
    "text": "now, most people who are deep in AI are going to tell you that the right way to"
  },
  {
    "startMs": 29750,
    "text": "going to tell you that the right way to"
  },
  {
    "startMs": 29760,
    "text": "going to tell you that the right way to put your business and and enable your"
  },
  {
    "startMs": 32229,
    "text": "put your business and and enable your"
  },
  {
    "startMs": 32239,
    "text": "put your business and and enable your business with AI is to build an MCP"
  },
  {
    "startMs": 34549,
    "text": "business with AI is to build an MCP"
  },
  {
    "startMs": 34559,
    "text": "business with AI is to build an MCP server that exposes the pieces and parts"
  },
  {
    "startMs": 36790,
    "text": "server that exposes the pieces and parts"
  },
  {
    "startMs": 36800,
    "text": "server that exposes the pieces and parts of your business and then write some"
  },
  {
    "startMs": 39030,
    "text": "of your business and then write some"
  },
  {
    "startMs": 39040,
    "text": "of your business and then write some markdown files, skill files or uh agents"
  },
  {
    "startMs": 41830,
    "text": "markdown files, skill files or uh agents"
  },
  {
    "startMs": 41840,
    "text": "markdown files, skill files or uh agents MD files, right? You you write some"
  },
  {
    "startMs": 43750,
    "text": "MD files, right? You you write some"
  },
  {
    "startMs": 43760,
    "text": "MD files, right? You you write some markdown files basically documentation"
  },
  {
    "startMs": 45750,
    "text": "markdown files basically documentation"
  },
  {
    "startMs": 45760,
    "text": "markdown files basically documentation and then you give it to a sufficiently"
  },
  {
    "startMs": 47190,
    "text": "and then you give it to a sufficiently"
  },
  {
    "startMs": 47200,
    "text": "and then you give it to a sufficiently smart uh model. So something like you"
  },
  {
    "startMs": 49110,
    "text": "smart uh model. So something like you"
  },
  {
    "startMs": 49120,
    "text": "smart uh model. So something like you know a claude or Grockbot agent,"
  },
  {
    "startMs": 51190,
    "text": "know a claude or Grockbot agent,"
  },
  {
    "startMs": 51200,
    "text": "know a claude or Grockbot agent, something like that and then you call it"
  },
  {
    "startMs": 52470,
    "text": "something like that and then you call it"
  },
  {
    "startMs": 52480,
    "text": "something like that and then you call it a day. this is sufficient and this is"
  },
  {
    "startMs": 54069,
    "text": "a day. this is sufficient and this is"
  },
  {
    "startMs": 54079,
    "text": "a day. this is sufficient and this is going to do the job. And what's"
  },
  {
    "startMs": 56869,
    "text": "going to do the job. And what's"
  },
  {
    "startMs": 56879,
    "text": "going to do the job. And what's interesting is people just aren't doing"
  },
  {
    "startMs": 58389,
    "text": "interesting is people just aren't doing"
  },
  {
    "startMs": 58399,
    "text": "interesting is people just aren't doing this. Well, I mean, people are building"
  },
  {
    "startMs": 59910,
    "text": "this. Well, I mean, people are building"
  },
  {
    "startMs": 59920,
    "text": "this. Well, I mean, people are building MCP, but they're still building agents."
  },
  {
    "startMs": 63110,
    "text": "MCP, but they're still building agents."
  },
  {
    "startMs": 63120,
    "text": "MCP, but they're still building agents. So, we could view this potentially as"
  },
  {
    "startMs": 65590,
    "text": "So, we could view this potentially as"
  },
  {
    "startMs": 65600,
    "text": "So, we could view this potentially as they're just making a mistake. Maybe"
  },
  {
    "startMs": 67109,
    "text": "they're just making a mistake. Maybe"
  },
  {
    "startMs": 67119,
    "text": "they're just making a mistake. Maybe these people are just doing the wrong"
  },
  {
    "startMs": 68950,
    "text": "these people are just doing the wrong"
  },
  {
    "startMs": 68960,
    "text": "these people are just doing the wrong thing and we need to advise them better."
  },
  {
    "startMs": 70469,
    "text": "thing and we need to advise them better."
  },
  {
    "startMs": 70479,
    "text": "thing and we need to advise them better. And that might be true. But I actually"
  },
  {
    "startMs": 72070,
    "text": "And that might be true. But I actually"
  },
  {
    "startMs": 72080,
    "text": "And that might be true. But I actually think that there's some wisdom in what"
  },
  {
    "startMs": 73590,
    "text": "think that there's some wisdom in what"
  },
  {
    "startMs": 73600,
    "text": "think that there's some wisdom in what the market is showing us. There's"
  },
  {
    "startMs": 75190,
    "text": "the market is showing us. There's"
  },
  {
    "startMs": 75200,
    "text": "the market is showing us. There's something more there that I want to talk"
  },
  {
    "startMs": 77030,
    "text": "something more there that I want to talk"
  },
  {
    "startMs": 77040,
    "text": "something more there that I want to talk about. And I think it comes down to"
  },
  {
    "startMs": 78870,
    "text": "about. And I think it comes down to"
  },
  {
    "startMs": 78880,
    "text": "about. And I think it comes down to three factors. I think there's three"
  },
  {
    "startMs": 80870,
    "text": "three factors. I think there's three"
  },
  {
    "startMs": 80880,
    "text": "three factors. I think there's three primary reasons why people are still"
  },
  {
    "startMs": 82469,
    "text": "primary reasons why people are still"
  },
  {
    "startMs": 82479,
    "text": "primary reasons why people are still building agents and I want to walk"
  },
  {
    "startMs": 83590,
    "text": "building agents and I want to walk"
  },
  {
    "startMs": 83600,
    "text": "building agents and I want to walk through them before we get into"
  },
  {
    "startMs": 85270,
    "text": "through them before we get into"
  },
  {
    "startMs": 85280,
    "text": "through them before we get into standards. First is integration."
  },
  {
    "startMs": 88950,
    "text": "standards. First is integration."
  },
  {
    "startMs": 88960,
    "text": "standards. First is integration. Businesses need their processes that are"
  },
  {
    "startMs": 91670,
    "text": "Businesses need their processes that are"
  },
  {
    "startMs": 91680,
    "text": "Businesses need their processes that are deeply embedded inside of their business"
  },
  {
    "startMs": 93910,
    "text": "deeply embedded inside of their business"
  },
  {
    "startMs": 93920,
    "text": "deeply embedded inside of their business to be handled properly. These are not"
  },
  {
    "startMs": 97190,
    "text": "to be handled properly. These are not"
  },
  {
    "startMs": 97200,
    "text": "to be handled properly. These are not small factors for the business. For"
  },
  {
    "startMs": 98710,
    "text": "small factors for the business. For"
  },
  {
    "startMs": 98720,
    "text": "small factors for the business. For example, take something like an HVAC"
  },
  {
    "startMs": 100069,
    "text": "example, take something like an HVAC"
  },
  {
    "startMs": 100079,
    "text": "example, take something like an HVAC repair company. You have all kinds of"
  },
  {
    "startMs": 101910,
    "text": "repair company. You have all kinds of"
  },
  {
    "startMs": 101920,
    "text": "repair company. You have all kinds of business processes that make up that"
  },
  {
    "startMs": 104069,
    "text": "business processes that make up that"
  },
  {
    "startMs": 104079,
    "text": "business processes that make up that organization. Things like, you know,"
  },
  {
    "startMs": 105670,
    "text": "organization. Things like, you know,"
  },
  {
    "startMs": 105680,
    "text": "organization. Things like, you know, managing warranty claims. How do you"
  },
  {
    "startMs": 107109,
    "text": "managing warranty claims. How do you"
  },
  {
    "startMs": 107119,
    "text": "managing warranty claims. How do you know when a warranty claim comes in that"
  },
  {
    "startMs": 108710,
    "text": "know when a warranty claim comes in that"
  },
  {
    "startMs": 108720,
    "text": "know when a warranty claim comes in that it's within the appropriate period or"
  },
  {
    "startMs": 110069,
    "text": "it's within the appropriate period or"
  },
  {
    "startMs": 110079,
    "text": "it's within the appropriate period or that it's one of the things that was"
  },
  {
    "startMs": 111109,
    "text": "that it's one of the things that was"
  },
  {
    "startMs": 111119,
    "text": "that it's one of the things that was guaranteed? How about crew scheduling?"
  },
  {
    "startMs": 113350,
    "text": "guaranteed? How about crew scheduling?"
  },
  {
    "startMs": 113360,
    "text": "guaranteed? How about crew scheduling? Crews are running all over a big city"
  },
  {
    "startMs": 115030,
    "text": "Crews are running all over a big city"
  },
  {
    "startMs": 115040,
    "text": "Crews are running all over a big city trying to perform various operations."
  },
  {
    "startMs": 116710,
    "text": "trying to perform various operations."
  },
  {
    "startMs": 116720,
    "text": "trying to perform various operations. How do you know that the right people"
  },
  {
    "startMs": 117670,
    "text": "How do you know that the right people"
  },
  {
    "startMs": 117680,
    "text": "How do you know that the right people are going to the right places? This is"
  },
  {
    "startMs": 119670,
    "text": "are going to the right places? This is"
  },
  {
    "startMs": 119680,
    "text": "are going to the right places? This is critical for their business to function"
  },
  {
    "startMs": 121190,
    "text": "critical for their business to function"
  },
  {
    "startMs": 121200,
    "text": "critical for their business to function well and they already have lots of"
  },
  {
    "startMs": 123030,
    "text": "well and they already have lots of"
  },
  {
    "startMs": 123040,
    "text": "well and they already have lots of software to help handle this. How about"
  },
  {
    "startMs": 124950,
    "text": "software to help handle this. How about"
  },
  {
    "startMs": 124960,
    "text": "software to help handle this. How about pulling permits from the state? How"
  },
  {
    "startMs": 126789,
    "text": "pulling permits from the state? How"
  },
  {
    "startMs": 126799,
    "text": "pulling permits from the state? How about campaign management or account"
  },
  {
    "startMs": 128710,
    "text": "about campaign management or account"
  },
  {
    "startMs": 128720,
    "text": "about campaign management or account expansion or job materials? There are so"
  },
  {
    "startMs": 131670,
    "text": "expansion or job materials? There are so"
  },
  {
    "startMs": 131680,
    "text": "expansion or job materials? There are so many important processes that a given"
  },
  {
    "startMs": 134630,
    "text": "many important processes that a given"
  },
  {
    "startMs": 134640,
    "text": "many important processes that a given business needs for it to operate"
  },
  {
    "startMs": 136710,
    "text": "business needs for it to operate"
  },
  {
    "startMs": 136720,
    "text": "business needs for it to operate effectively."
  },
  {
    "startMs": 138229,
    "text": "effectively."
  },
  {
    "startMs": 138239,
    "text": "effectively. And it's not just HVAC repair. HVAC"
  },
  {
    "startMs": 140229,
    "text": "And it's not just HVAC repair. HVAC"
  },
  {
    "startMs": 140239,
    "text": "And it's not just HVAC repair. HVAC repair has a bunch, but universities,"
  },
  {
    "startMs": 141830,
    "text": "repair has a bunch, but universities,"
  },
  {
    "startMs": 141840,
    "text": "repair has a bunch, but universities, how about financial aid? How do we make"
  },
  {
    "startMs": 143750,
    "text": "how about financial aid? How do we make"
  },
  {
    "startMs": 143760,
    "text": "how about financial aid? How do we make sure that financial aid is appropriately"
  },
  {
    "startMs": 145510,
    "text": "sure that financial aid is appropriately"
  },
  {
    "startMs": 145520,
    "text": "sure that financial aid is appropriately given out or grant administration or"
  },
  {
    "startMs": 148150,
    "text": "given out or grant administration or"
  },
  {
    "startMs": 148160,
    "text": "given out or grant administration or housing assignments? How about something"
  },
  {
    "startMs": 149990,
    "text": "housing assignments? How about something"
  },
  {
    "startMs": 150000,
    "text": "housing assignments? How about something like a cloud provider? Making sure that"
  },
  {
    "startMs": 152309,
    "text": "like a cloud provider? Making sure that"
  },
  {
    "startMs": 152319,
    "text": "like a cloud provider? Making sure that um we aren't having abuse or billing"
  },
  {
    "startMs": 154949,
    "text": "um we aren't having abuse or billing"
  },
  {
    "startMs": 154959,
    "text": "um we aren't having abuse or billing disputes. There are all kinds of"
  },
  {
    "startMs": 156309,
    "text": "disputes. There are all kinds of"
  },
  {
    "startMs": 156319,
    "text": "disputes. There are all kinds of important processes that are currently"
  },
  {
    "startMs": 158070,
    "text": "important processes that are currently"
  },
  {
    "startMs": 158080,
    "text": "important processes that are currently being handled that if you want to"
  },
  {
    "startMs": 160229,
    "text": "being handled that if you want to"
  },
  {
    "startMs": 160239,
    "text": "being handled that if you want to integrate AI need to be handled properly"
  },
  {
    "startMs": 163430,
    "text": "integrate AI need to be handled properly"
  },
  {
    "startMs": 163440,
    "text": "integrate AI need to be handled properly and it's not just three, it's really any"
  },
  {
    "startMs": 165190,
    "text": "and it's not just three, it's really any"
  },
  {
    "startMs": 165200,
    "text": "and it's not just three, it's really any organization. There's all kinds of other"
  },
  {
    "startMs": 166869,
    "text": "organization. There's all kinds of other"
  },
  {
    "startMs": 166879,
    "text": "organization. There's all kinds of other higher order things like payroll or"
  },
  {
    "startMs": 168790,
    "text": "higher order things like payroll or"
  },
  {
    "startMs": 168800,
    "text": "higher order things like payroll or contract review. All of these are"
  },
  {
    "startMs": 170869,
    "text": "contract review. All of these are"
  },
  {
    "startMs": 170879,
    "text": "contract review. All of these are important processes. It turns out that a"
  },
  {
    "startMs": 173110,
    "text": "important processes. It turns out that a"
  },
  {
    "startMs": 173120,
    "text": "important processes. It turns out that a business is really just its processes."
  },
  {
    "startMs": 177509,
    "text": "business is really just its processes."
  },
  {
    "startMs": 177519,
    "text": "business is really just its processes. That is its foundation, its core. In"
  },
  {
    "startMs": 180790,
    "text": "That is its foundation, its core. In"
  },
  {
    "startMs": 180800,
    "text": "That is its foundation, its core. In fact, everything that makes a given"
  },
  {
    "startMs": 182630,
    "text": "fact, everything that makes a given"
  },
  {
    "startMs": 182640,
    "text": "fact, everything that makes a given business valuable is really the result"
  },
  {
    "startMs": 184550,
    "text": "business valuable is really the result"
  },
  {
    "startMs": 184560,
    "text": "business valuable is really the result of the processes that got there. So"
  },
  {
    "startMs": 186309,
    "text": "of the processes that got there. So"
  },
  {
    "startMs": 186319,
    "text": "of the processes that got there. So things like relationships and network"
  },
  {
    "startMs": 187830,
    "text": "things like relationships and network"
  },
  {
    "startMs": 187840,
    "text": "things like relationships and network effects and proprietary data, all of"
  },
  {
    "startMs": 189589,
    "text": "effects and proprietary data, all of"
  },
  {
    "startMs": 189599,
    "text": "effects and proprietary data, all of those come as a result of the process"
  },
  {
    "startMs": 192550,
    "text": "those come as a result of the process"
  },
  {
    "startMs": 192560,
    "text": "those come as a result of the process working really well, whatever that is"
  },
  {
    "startMs": 194309,
    "text": "working really well, whatever that is"
  },
  {
    "startMs": 194319,
    "text": "working really well, whatever that is and however many that is, right? So the"
  },
  {
    "startMs": 196869,
    "text": "and however many that is, right? So the"
  },
  {
    "startMs": 196879,
    "text": "and however many that is, right? So the idea that we're going to use something"
  },
  {
    "startMs": 198790,
    "text": "idea that we're going to use something"
  },
  {
    "startMs": 198800,
    "text": "idea that we're going to use something like Grockbot to start running all of"
  },
  {
    "startMs": 201350,
    "text": "like Grockbot to start running all of"
  },
  {
    "startMs": 201360,
    "text": "like Grockbot to start running all of those processes,"
  },
  {
    "startMs": 203270,
    "text": "those processes,"
  },
  {
    "startMs": 203280,
    "text": "those processes, honestly, it is it's just not palatable."
  },
  {
    "startMs": 208070,
    "text": "honestly, it is it's just not palatable."
  },
  {
    "startMs": 208080,
    "text": "honestly, it is it's just not palatable. People do not want this. Even if it"
  },
  {
    "startMs": 210869,
    "text": "People do not want this. Even if it"
  },
  {
    "startMs": 210879,
    "text": "People do not want this. Even if it works well, which it probably will with"
  },
  {
    "startMs": 212949,
    "text": "works well, which it probably will with"
  },
  {
    "startMs": 212959,
    "text": "works well, which it probably will with some of these really big models. It's"
  },
  {
    "startMs": 215190,
    "text": "some of these really big models. It's"
  },
  {
    "startMs": 215200,
    "text": "some of these really big models. It's too risky. It's too risky to take their"
  },
  {
    "startMs": 217750,
    "text": "too risky. It's too risky to take their"
  },
  {
    "startMs": 217760,
    "text": "too risky. It's too risky to take their business critical process, the thing"
  },
  {
    "startMs": 219190,
    "text": "business critical process, the thing"
  },
  {
    "startMs": 219200,
    "text": "business critical process, the thing that makes them who they are as a"
  },
  {
    "startMs": 220949,
    "text": "that makes them who they are as a"
  },
  {
    "startMs": 220959,
    "text": "that makes them who they are as a business, and hand that over. So, what"
  },
  {
    "startMs": 223750,
    "text": "business, and hand that over. So, what"
  },
  {
    "startMs": 223760,
    "text": "business, and hand that over. So, what businesses really want, and we've found"
  },
  {
    "startMs": 225350,
    "text": "businesses really want, and we've found"
  },
  {
    "startMs": 225360,
    "text": "businesses really want, and we've found this even in our own experience, is they"
  },
  {
    "startMs": 227270,
    "text": "this even in our own experience, is they"
  },
  {
    "startMs": 227280,
    "text": "this even in our own experience, is they really want control. And then they need"
  },
  {
    "startMs": 229589,
    "text": "really want control. And then they need"
  },
  {
    "startMs": 229599,
    "text": "really want control. And then they need to trust the process. They need to have"
  },
  {
    "startMs": 232470,
    "text": "to trust the process. They need to have"
  },
  {
    "startMs": 232480,
    "text": "to trust the process. They need to have reliable execution over time. And it"
  },
  {
    "startMs": 235830,
    "text": "reliable execution over time. And it"
  },
  {
    "startMs": 235840,
    "text": "reliable execution over time. And it needs to be repeatable. It needs to work"
  },
  {
    "startMs": 237830,
    "text": "needs to be repeatable. It needs to work"
  },
  {
    "startMs": 237840,
    "text": "needs to be repeatable. It needs to work the same way for the same claim. Okay?"
  },
  {
    "startMs": 240949,
    "text": "the same way for the same claim. Okay?"
  },
  {
    "startMs": 240959,
    "text": "the same way for the same claim. Okay? And finally, it can't be generic. You"
  },
  {
    "startMs": 242630,
    "text": "And finally, it can't be generic. You"
  },
  {
    "startMs": 242640,
    "text": "And finally, it can't be generic. You just can't use completely generic tools"
  },
  {
    "startMs": 245190,
    "text": "just can't use completely generic tools"
  },
  {
    "startMs": 245200,
    "text": "just can't use completely generic tools to perform this, right? There's a voice."
  },
  {
    "startMs": 247750,
    "text": "to perform this, right? There's a voice."
  },
  {
    "startMs": 247760,
    "text": "to perform this, right? There's a voice. There's a tone that a given business has"
  },
  {
    "startMs": 249509,
    "text": "There's a tone that a given business has"
  },
  {
    "startMs": 249519,
    "text": "There's a tone that a given business has that they want to preserve. So that's"
  },
  {
    "startMs": 251429,
    "text": "that they want to preserve. So that's"
  },
  {
    "startMs": 251439,
    "text": "that they want to preserve. So that's integration. The second part I think"
  },
  {
    "startMs": 254149,
    "text": "integration. The second part I think"
  },
  {
    "startMs": 254159,
    "text": "integration. The second part I think that businesses really need is they need"
  },
  {
    "startMs": 256310,
    "text": "that businesses really need is they need"
  },
  {
    "startMs": 256320,
    "text": "that businesses really need is they need to be able to trust what the agent does."
  },
  {
    "startMs": 259830,
    "text": "to be able to trust what the agent does."
  },
  {
    "startMs": 259840,
    "text": "to be able to trust what the agent does. And what we like to say around here is"
  },
  {
    "startMs": 261270,
    "text": "And what we like to say around here is"
  },
  {
    "startMs": 261280,
    "text": "And what we like to say around here is that if an agent can do anything, it"
  },
  {
    "startMs": 264070,
    "text": "that if an agent can do anything, it"
  },
  {
    "startMs": 264080,
    "text": "that if an agent can do anything, it might do anything. And that is a"
  },
  {
    "startMs": 265990,
    "text": "might do anything. And that is a"
  },
  {
    "startMs": 266000,
    "text": "might do anything. And that is a liability. In fact, that's a really big"
  },
  {
    "startMs": 268390,
    "text": "liability. In fact, that's a really big"
  },
  {
    "startMs": 268400,
    "text": "liability. In fact, that's a really big liability and something that is"
  },
  {
    "startMs": 269990,
    "text": "liability and something that is"
  },
  {
    "startMs": 270000,
    "text": "liability and something that is untenable."
  },
  {
    "startMs": 271510,
    "text": "untenable."
  },
  {
    "startMs": 271520,
    "text": "untenable. So, you really need to restrict what"
  },
  {
    "startMs": 274550,
    "text": "So, you really need to restrict what"
  },
  {
    "startMs": 274560,
    "text": "So, you really need to restrict what Grockbot can do down to something"
  },
  {
    "startMs": 277189,
    "text": "Grockbot can do down to something"
  },
  {
    "startMs": 277199,
    "text": "Grockbot can do down to something really, really fine-tuned, right? You"
  },
  {
    "startMs": 278950,
    "text": "really, really fine-tuned, right? You"
  },
  {
    "startMs": 278960,
    "text": "really, really fine-tuned, right? You know, I mean, here this I'm obviously in"
  },
  {
    "startMs": 280469,
    "text": "know, I mean, here this I'm obviously in"
  },
  {
    "startMs": 280479,
    "text": "know, I mean, here this I'm obviously in Jest, but you know, hey, did you get the"
  },
  {
    "startMs": 282230,
    "text": "Jest, but you know, hey, did you get the"
  },
  {
    "startMs": 282240,
    "text": "Jest, but you know, hey, did you get the warranty claim? Yeah, couldn't sign into"
  },
  {
    "startMs": 284310,
    "text": "warranty claim? Yeah, couldn't sign into"
  },
  {
    "startMs": 284320,
    "text": "warranty claim? Yeah, couldn't sign into the warranty portal, so I made a new"
  },
  {
    "startMs": 285510,
    "text": "the warranty portal, so I made a new"
  },
  {
    "startMs": 285520,
    "text": "the warranty portal, so I made a new account, right? I mean, it's not out of"
  },
  {
    "startMs": 287189,
    "text": "account, right? I mean, it's not out of"
  },
  {
    "startMs": 287199,
    "text": "account, right? I mean, it's not out of the question that Grockpot would do"
  },
  {
    "startMs": 288390,
    "text": "the question that Grockpot would do"
  },
  {
    "startMs": 288400,
    "text": "the question that Grockpot would do something like that or I replied to some"
  },
  {
    "startMs": 290230,
    "text": "something like that or I replied to some"
  },
  {
    "startMs": 290240,
    "text": "something like that or I replied to some emails while I was at it. I read up on"
  },
  {
    "startMs": 291670,
    "text": "emails while I was at it. I read up on"
  },
  {
    "startMs": 291680,
    "text": "emails while I was at it. I read up on the election results, so on and so"
  },
  {
    "startMs": 292870,
    "text": "the election results, so on and so"
  },
  {
    "startMs": 292880,
    "text": "the election results, so on and so forth. And the reason of course is just"
  },
  {
    "startMs": 294070,
    "text": "forth. And the reason of course is just"
  },
  {
    "startMs": 294080,
    "text": "forth. And the reason of course is just because it has those tools. It has the"
  },
  {
    "startMs": 295510,
    "text": "because it has those tools. It has the"
  },
  {
    "startMs": 295520,
    "text": "because it has those tools. It has the ability to do that. Now, usually these"
  },
  {
    "startMs": 297590,
    "text": "ability to do that. Now, usually these"
  },
  {
    "startMs": 297600,
    "text": "ability to do that. Now, usually these smart models don't make those result,"
  },
  {
    "startMs": 299430,
    "text": "smart models don't make those result,"
  },
  {
    "startMs": 299440,
    "text": "smart models don't make those result, those errors, those those kinds of"
  },
  {
    "startMs": 301030,
    "text": "those errors, those those kinds of"
  },
  {
    "startMs": 301040,
    "text": "those errors, those those kinds of mistakes, but it absolutely can happen,"
  },
  {
    "startMs": 304070,
    "text": "mistakes, but it absolutely can happen,"
  },
  {
    "startMs": 304080,
    "text": "mistakes, but it absolutely can happen, right? So, Grockbot has the ability to"
  },
  {
    "startMs": 307029,
    "text": "right? So, Grockbot has the ability to"
  },
  {
    "startMs": 307039,
    "text": "right? So, Grockbot has the ability to go check an X account while it's in the"
  },
  {
    "startMs": 309510,
    "text": "go check an X account while it's in the"
  },
  {
    "startMs": 309520,
    "text": "go check an X account while it's in the middle of performing some other"
  },
  {
    "startMs": 311110,
    "text": "middle of performing some other"
  },
  {
    "startMs": 311120,
    "text": "middle of performing some other operation. And businesses don't want"
  },
  {
    "startMs": 313350,
    "text": "operation. And businesses don't want"
  },
  {
    "startMs": 313360,
    "text": "operation. And businesses don't want that. They don't want that. Now,"
  },
  {
    "startMs": 315430,
    "text": "that. They don't want that. Now,"
  },
  {
    "startMs": 315440,
    "text": "that. They don't want that. Now, instead, what they want is a very clear"
  },
  {
    "startMs": 318230,
    "text": "instead, what they want is a very clear"
  },
  {
    "startMs": 318240,
    "text": "instead, what they want is a very clear workflow where some claim is, you know,"
  },
  {
    "startMs": 321110,
    "text": "workflow where some claim is, you know,"
  },
  {
    "startMs": 321120,
    "text": "workflow where some claim is, you know, warranty claim is triggering a given"
  },
  {
    "startMs": 322950,
    "text": "warranty claim is triggering a given"
  },
  {
    "startMs": 322960,
    "text": "warranty claim is triggering a given agent to pick up some work. And that"
  },
  {
    "startMs": 324790,
    "text": "agent to pick up some work. And that"
  },
  {
    "startMs": 324800,
    "text": "agent to pick up some work. And that agent has very specific tools like"
  },
  {
    "startMs": 327029,
    "text": "agent has very specific tools like"
  },
  {
    "startMs": 327039,
    "text": "agent has very specific tools like looking up equipment, attaching photos,"
  },
  {
    "startMs": 328870,
    "text": "looking up equipment, attaching photos,"
  },
  {
    "startMs": 328880,
    "text": "looking up equipment, attaching photos, submitting a claim. Now, these are full"
  },
  {
    "startMs": 331350,
    "text": "submitting a claim. Now, these are full"
  },
  {
    "startMs": 331360,
    "text": "submitting a claim. Now, these are full agents. They have multi-turns. They can"
  },
  {
    "startMs": 334070,
    "text": "agents. They have multi-turns. They can"
  },
  {
    "startMs": 334080,
    "text": "agents. They have multi-turns. They can perform real work. They can do"
  },
  {
    "startMs": 335430,
    "text": "perform real work. They can do"
  },
  {
    "startMs": 335440,
    "text": "perform real work. They can do evaluation. They have their own context,"
  },
  {
    "startMs": 337430,
    "text": "evaluation. They have their own context,"
  },
  {
    "startMs": 337440,
    "text": "evaluation. They have their own context, but they are limited in their scope to"
  },
  {
    "startMs": 339189,
    "text": "but they are limited in their scope to"
  },
  {
    "startMs": 339199,
    "text": "but they are limited in their scope to what they can actually perform. We're"
  },
  {
    "startMs": 341590,
    "text": "what they can actually perform. We're"
  },
  {
    "startMs": 341600,
    "text": "what they can actually perform. We're not just trusting that a model's not"
  },
  {
    "startMs": 343510,
    "text": "not just trusting that a model's not"
  },
  {
    "startMs": 343520,
    "text": "not just trusting that a model's not going to go do that."
  },
  {
    "startMs": 345110,
    "text": "going to go do that."
  },
  {
    "startMs": 345120,
    "text": "going to go do that. So trust number two absolutely critical."
  },
  {
    "startMs": 349749,
    "text": "So trust number two absolutely critical."
  },
  {
    "startMs": 349759,
    "text": "So trust number two absolutely critical. Number three is efficacy not efficiency"
  },
  {
    "startMs": 353670,
    "text": "Number three is efficacy not efficiency"
  },
  {
    "startMs": 353680,
    "text": "Number three is efficacy not efficiency efficacy. This is the most important of"
  },
  {
    "startMs": 356390,
    "text": "efficacy. This is the most important of"
  },
  {
    "startMs": 356400,
    "text": "efficacy. This is the most important of the three perhaps. We need to make sure"
  },
  {
    "startMs": 358390,
    "text": "the three perhaps. We need to make sure"
  },
  {
    "startMs": 358400,
    "text": "the three perhaps. We need to make sure that the job is done and it's done well."
  },
  {
    "startMs": 360790,
    "text": "that the job is done and it's done well."
  },
  {
    "startMs": 360800,
    "text": "that the job is done and it's done well. You know it's it's not enough to say"
  },
  {
    "startMs": 362550,
    "text": "You know it's it's not enough to say"
  },
  {
    "startMs": 362560,
    "text": "You know it's it's not enough to say like is my model smart enough but can it"
  },
  {
    "startMs": 364790,
    "text": "like is my model smart enough but can it"
  },
  {
    "startMs": 364800,
    "text": "like is my model smart enough but can it do the task it's been given? Can it do"
  },
  {
    "startMs": 366469,
    "text": "do the task it's been given? Can it do"
  },
  {
    "startMs": 366479,
    "text": "do the task it's been given? Can it do it efficiently? And in the in the"
  },
  {
    "startMs": 368790,
    "text": "it efficiently? And in the in the"
  },
  {
    "startMs": 368800,
    "text": "it efficiently? And in the in the totality, does it improve the"
  },
  {
    "startMs": 370390,
    "text": "totality, does it improve the"
  },
  {
    "startMs": 370400,
    "text": "totality, does it improve the performance of the business or of that"
  },
  {
    "startMs": 372309,
    "text": "performance of the business or of that"
  },
  {
    "startMs": 372319,
    "text": "performance of the business or of that process over what we were previously"
  },
  {
    "startMs": 374390,
    "text": "process over what we were previously"
  },
  {
    "startMs": 374400,
    "text": "process over what we were previously doing? That is absolutely important. So,"
  },
  {
    "startMs": 377430,
    "text": "doing? That is absolutely important. So,"
  },
  {
    "startMs": 377440,
    "text": "doing? That is absolutely important. So, think about, you know, our HVAC uh"
  },
  {
    "startMs": 379430,
    "text": "think about, you know, our HVAC uh"
  },
  {
    "startMs": 379440,
    "text": "think about, you know, our HVAC uh warranty claim. Our warranty claim"
  },
  {
    "startMs": 381350,
    "text": "warranty claim. Our warranty claim"
  },
  {
    "startMs": 381360,
    "text": "warranty claim. Our warranty claim itself, that's a small task for an"
  },
  {
    "startMs": 383430,
    "text": "itself, that's a small task for an"
  },
  {
    "startMs": 383440,
    "text": "itself, that's a small task for an agent, but what we're saying is that"
  },
  {
    "startMs": 385749,
    "text": "agent, but what we're saying is that"
  },
  {
    "startMs": 385759,
    "text": "agent, but what we're saying is that would actually make a great agent. That"
  },
  {
    "startMs": 388150,
    "text": "would actually make a great agent. That"
  },
  {
    "startMs": 388160,
    "text": "would actually make a great agent. That entire thing, just the warranty claim"
  },
  {
    "startMs": 390309,
    "text": "entire thing, just the warranty claim"
  },
  {
    "startMs": 390319,
    "text": "entire thing, just the warranty claim would be an agent. It's not a workflow."
  },
  {
    "startMs": 392950,
    "text": "would be an agent. It's not a workflow."
  },
  {
    "startMs": 392960,
    "text": "would be an agent. It's not a workflow. It has multiple turns. It is a"
  },
  {
    "startMs": 394790,
    "text": "It has multiple turns. It is a"
  },
  {
    "startMs": 394800,
    "text": "It has multiple turns. It is a legitimate agent. And what's really cool"
  },
  {
    "startMs": 396230,
    "text": "legitimate agent. And what's really cool"
  },
  {
    "startMs": 396240,
    "text": "legitimate agent. And what's really cool about this is you can take all of your"
  },
  {
    "startMs": 397590,
    "text": "about this is you can take all of your"
  },
  {
    "startMs": 397600,
    "text": "about this is you can take all of your business processes and then you can eval"
  },
  {
    "startMs": 399749,
    "text": "business processes and then you can eval"
  },
  {
    "startMs": 399759,
    "text": "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"
  },
  {
    "startMs": 408160,
    "text": "form of benchmaxing over time where it"
  },
  {
    "startMs": 410710,
    "text": "form of benchmaxing over time where it"
  },
  {
    "startMs": 410720,
    "text": "form of benchmaxing over time where it tries to get really good at the things"
  },
  {
    "startMs": 412150,
    "text": "tries to get really good at the things"
  },
  {
    "startMs": 412160,
    "text": "tries to get really good at the things that are being observed. That's not a"
  },
  {
    "startMs": 413909,
    "text": "that are being observed. That's not a"
  },
  {
    "startMs": 413919,
    "text": "that are being observed. That's not a bad thing. It's just bad if what you are"
  },
  {
    "startMs": 416870,
    "text": "bad thing. It's just bad if what you are"
  },
  {
    "startMs": 416880,
    "text": "bad thing. It's just bad if what you are wanting out of it is not one of those"
  },
  {
    "startMs": 418710,
    "text": "wanting out of it is not one of those"
  },
  {
    "startMs": 418720,
    "text": "wanting out of it is not one of those things. But with an agent that is"
  },
  {
    "startMs": 420710,
    "text": "things. But with an agent that is"
  },
  {
    "startMs": 420720,
    "text": "things. But with an agent that is fine-tuned for a very specific task,"
  },
  {
    "startMs": 423270,
    "text": "fine-tuned for a very specific task,"
  },
  {
    "startMs": 423280,
    "text": "fine-tuned for a very specific task, that benchmaxing is actually a positive."
  },
  {
    "startMs": 425430,
    "text": "that benchmaxing is actually a positive."
  },
  {
    "startMs": 425440,
    "text": "that benchmaxing is actually a positive. It's a good thing for an individual"
  },
  {
    "startMs": 427990,
    "text": "It's a good thing for an individual"
  },
  {
    "startMs": 428000,
    "text": "It's a good thing for an individual model with an individual prompt with an"
  },
  {
    "startMs": 430230,
    "text": "model with an individual prompt with an"
  },
  {
    "startMs": 430240,
    "text": "model with an individual prompt with an with individual tools to have a very"
  },
  {
    "startMs": 432629,
    "text": "with individual tools to have a very"
  },
  {
    "startMs": 432639,
    "text": "with individual tools to have a very high efficacy rate and a very high eval"
  },
  {
    "startMs": 435029,
    "text": "high efficacy rate and a very high eval"
  },
  {
    "startMs": 435039,
    "text": "high efficacy rate and a very high eval pass rate if that's all that they're"
  },
  {
    "startMs": 436950,
    "text": "pass rate if that's all that they're"
  },
  {
    "startMs": 436960,
    "text": "pass rate if that's all that they're being asked to do."
  },
  {
    "startMs": 440150,
    "text": "being asked to do."
  },
  {
    "startMs": 440160,
    "text": "being asked to do. So the current state of affairs is that"
  },
  {
    "startMs": 442230,
    "text": "So the current state of affairs is that"
  },
  {
    "startMs": 442240,
    "text": "So the current state of affairs is that we use super super smart models like you"
  },
  {
    "startMs": 444870,
    "text": "we use super super smart models like you"
  },
  {
    "startMs": 444880,
    "text": "we use super super smart models like you know opus 55 which is a spectacular"
  },
  {
    "startMs": 447430,
    "text": "know opus 55 which is a spectacular"
  },
  {
    "startMs": 447440,
    "text": "know opus 55 which is a spectacular model and and then we just give it more"
  },
  {
    "startMs": 449670,
    "text": "model and and then we just give it more"
  },
  {
    "startMs": 449680,
    "text": "model and and then we just give it more tools and more skills and I don't want"
  },
  {
    "startMs": 451909,
    "text": "tools and more skills and I don't want"
  },
  {
    "startMs": 451919,
    "text": "tools and more skills and I don't want to say that this doesn't work because we"
  },
  {
    "startMs": 453749,
    "text": "to say that this doesn't work because we"
  },
  {
    "startMs": 453759,
    "text": "to say that this doesn't work because we have created an ecosystem where this"
  },
  {
    "startMs": 455430,
    "text": "have created an ecosystem where this"
  },
  {
    "startMs": 455440,
    "text": "have created an ecosystem where this works tremendously well however it can"
  },
  {
    "startMs": 458629,
    "text": "works tremendously well however it can"
  },
  {
    "startMs": 458639,
    "text": "works tremendously well however it can it is also very very large as opposed to"
  },
  {
    "startMs": 462629,
    "text": "it is also very very large as opposed to"
  },
  {
    "startMs": 462639,
    "text": "it is also very very large as opposed to creating something with you know"
  },
  {
    "startMs": 464070,
    "text": "creating something with you know"
  },
  {
    "startMs": 464080,
    "text": "creating something with you know deepseek v4.1 flash that is only"
  },
  {
    "startMs": 467430,
    "text": "deepseek v4.1 flash that is only"
  },
  {
    "startMs": 467440,
    "text": "deepseek v4.1 flash that is only performing one operation something"
  },
  {
    "startMs": 469430,
    "text": "performing one operation something"
  },
  {
    "startMs": 469440,
    "text": "performing one operation something something like the warranty claims"
  },
  {
    "startMs": 470870,
    "text": "something like the warranty claims"
  },
  {
    "startMs": 470880,
    "text": "something like the warranty claims agent. So fundamentally a Gmail agent"
  },
  {
    "startMs": 474070,
    "text": "agent. So fundamentally a Gmail agent"
  },
  {
    "startMs": 474080,
    "text": "agent. So fundamentally a Gmail agent beats a Gmail skill. It's not that both"
  },
  {
    "startMs": 476869,
    "text": "beats a Gmail skill. It's not that both"
  },
  {
    "startMs": 476879,
    "text": "beats a Gmail skill. It's not that both of them don't work. Of course, Claude"
  },
  {
    "startMs": 478950,
    "text": "of them don't work. Of course, Claude"
  },
  {
    "startMs": 478960,
    "text": "of them don't work. Of course, Claude can very easily use a skill to go check"
  },
  {
    "startMs": 480950,
    "text": "can very easily use a skill to go check"
  },
  {
    "startMs": 480960,
    "text": "can very easily use a skill to go check Gmail or probably do it without a skill."
  },
  {
    "startMs": 483189,
    "text": "Gmail or probably do it without a skill."
  },
  {
    "startMs": 483199,
    "text": "Gmail or probably do it without a skill. But Deepseek v4.1 Flash can actually do"
  },
  {
    "startMs": 485830,
    "text": "But Deepseek v4.1 Flash can actually do"
  },
  {
    "startMs": 485840,
    "text": "But Deepseek v4.1 Flash can actually do a tremendous job of this. So it's"
  },
  {
    "startMs": 488629,
    "text": "a tremendous job of this. So it's"
  },
  {
    "startMs": 488639,
    "text": "a tremendous job of this. So it's definitely going to be cheaper."
  },
  {
    "startMs": 489830,
    "text": "definitely going to be cheaper."
  },
  {
    "startMs": 489840,
    "text": "definitely going to be cheaper. Obviously Flash is incredibly cheap. Um"
  },
  {
    "startMs": 491990,
    "text": "Obviously Flash is incredibly cheap. Um"
  },
  {
    "startMs": 492000,
    "text": "Obviously Flash is incredibly cheap. Um but you can actually eval that tiny"
  },
  {
    "startMs": 493670,
    "text": "but you can actually eval that tiny"
  },
  {
    "startMs": 493680,
    "text": "but you can actually eval that tiny little agent. And if you guys remember"
  },
  {
    "startMs": 495670,
    "text": "little agent. And if you guys remember"
  },
  {
    "startMs": 495680,
    "text": "little agent. And if you guys remember the Jeepa paper from uh several months"
  },
  {
    "startMs": 498070,
    "text": "the Jeepa paper from uh several months"
  },
  {
    "startMs": 498080,
    "text": "the Jeepa paper from uh several months ago, it said that fine-tuning an agent"
  },
  {
    "startMs": 501029,
    "text": "ago, it said that fine-tuning an agent"
  },
  {
    "startMs": 501039,
    "text": "ago, it said that fine-tuning an agent is actually more effective fine-tuning"
  },
  {
    "startMs": 502710,
    "text": "is actually more effective fine-tuning"
  },
  {
    "startMs": 502720,
    "text": "is actually more effective fine-tuning the prompt of an agent than fine-tuning"
  },
  {
    "startMs": 504390,
    "text": "the prompt of an agent than fine-tuning"
  },
  {
    "startMs": 504400,
    "text": "the prompt of an agent than fine-tuning a model. And that is absolutely true. We"
  },
  {
    "startMs": 506629,
    "text": "a model. And that is absolutely true. We"
  },
  {
    "startMs": 506639,
    "text": "a model. And that is absolutely true. We can get DeepSeek V, you know, 4.1 Flash"
  },
  {
    "startMs": 509110,
    "text": "can get DeepSeek V, you know, 4.1 Flash"
  },
  {
    "startMs": 509120,
    "text": "can get DeepSeek V, you know, 4.1 Flash to do a tremendous job, an incredible"
  },
  {
    "startMs": 511670,
    "text": "to do a tremendous job, an incredible"
  },
  {
    "startMs": 511680,
    "text": "to do a tremendous job, an incredible job of just being a Gmail agent. That's"
  },
  {
    "startMs": 513589,
    "text": "job of just being a Gmail agent. That's"
  },
  {
    "startMs": 513599,
    "text": "job of just being a Gmail agent. That's very simple. It only falls apart when"
  },
  {
    "startMs": 515190,
    "text": "very simple. It only falls apart when"
  },
  {
    "startMs": 515200,
    "text": "very simple. It only falls apart when you ask it to be way more than that. And"
  },
  {
    "startMs": 517509,
    "text": "you ask it to be way more than that. And"
  },
  {
    "startMs": 517519,
    "text": "you ask it to be way more than that. And then finally, you can compose it into a"
  },
  {
    "startMs": 519350,
    "text": "then finally, you can compose it into a"
  },
  {
    "startMs": 519360,
    "text": "then finally, you can compose it into a larger system. You could even expose the"
  },
  {
    "startMs": 521829,
    "text": "larger system. You could even expose the"
  },
  {
    "startMs": 521839,
    "text": "larger system. You could even expose the Gmail agent as an MCP server to Opus 55."
  },
  {
    "startMs": 525110,
    "text": "Gmail agent as an MCP server to Opus 55."
  },
  {
    "startMs": 525120,
    "text": "Gmail agent as an MCP server to Opus 55. Or you could create an hierarchy of"
  },
  {
    "startMs": 528230,
    "text": "Or you could create an hierarchy of"
  },
  {
    "startMs": 528240,
    "text": "Or you could create an hierarchy of these smaller agents all working"
  },
  {
    "startMs": 530150,
    "text": "these smaller agents all working"
  },
  {
    "startMs": 530160,
    "text": "these smaller agents all working together under some larger agent that"
  },
  {
    "startMs": 533030,
    "text": "together under some larger agent that"
  },
  {
    "startMs": 533040,
    "text": "together under some larger agent that has a defined task as well. So if these"
  },
  {
    "startMs": 537670,
    "text": "has a defined task as well. So if these"
  },
  {
    "startMs": 537680,
    "text": "has a defined task as well. So if these smaller domain specific agents are so"
  },
  {
    "startMs": 539430,
    "text": "smaller domain specific agents are so"
  },
  {
    "startMs": 539440,
    "text": "smaller domain specific agents are so great, why aren't they everywhere? Why"
  },
  {
    "startMs": 541750,
    "text": "great, why aren't they everywhere? Why"
  },
  {
    "startMs": 541760,
    "text": "great, why aren't they everywhere? Why isn't everybody using them everywhere?"
  },
  {
    "startMs": 544230,
    "text": "isn't everybody using them everywhere?"
  },
  {
    "startMs": 544240,
    "text": "isn't everybody using them everywhere? Well, they sort of are, right? Because"
  },
  {
    "startMs": 546150,
    "text": "Well, they sort of are, right? Because"
  },
  {
    "startMs": 546160,
    "text": "Well, they sort of are, right? Because everybody kind of is building agents"
  },
  {
    "startMs": 548470,
    "text": "everybody kind of is building agents"
  },
  {
    "startMs": 548480,
    "text": "everybody kind of is building agents right now. The problem is that they're"
  },
  {
    "startMs": 550550,
    "text": "right now. The problem is that they're"
  },
  {
    "startMs": 550560,
    "text": "right now. The problem is that they're just a mess. Everybody's writing them in"
  },
  {
    "startMs": 552470,
    "text": "just a mess. Everybody's writing them in"
  },
  {
    "startMs": 552480,
    "text": "just a mess. Everybody's writing them in all kinds of different languages,"
  },
  {
    "startMs": 553670,
    "text": "all kinds of different languages,"
  },
  {
    "startMs": 553680,
    "text": "all kinds of different languages, writing all kinds of different tools,"
  },
  {
    "startMs": 555190,
    "text": "writing all kinds of different tools,"
  },
  {
    "startMs": 555200,
    "text": "writing all kinds of different tools, all kinds of different uh agentic loops."
  },
  {
    "startMs": 557350,
    "text": "all kinds of different uh agentic loops."
  },
  {
    "startMs": 557360,
    "text": "all kinds of different uh agentic loops. It's it's a bit of a mess. And the truth"
  },
  {
    "startMs": 559110,
    "text": "It's it's a bit of a mess. And the truth"
  },
  {
    "startMs": 559120,
    "text": "It's it's a bit of a mess. And the truth is that agents are actually hard. The"
  },
  {
    "startMs": 560710,
    "text": "is that agents are actually hard. The"
  },
  {
    "startMs": 560720,
    "text": "is that agents are actually hard. The base is really simple, right? You just"
  },
  {
    "startMs": 562230,
    "text": "base is really simple, right? You just"
  },
  {
    "startMs": 562240,
    "text": "base is really simple, right? You just have a model, then you've got a system"
  },
  {
    "startMs": 564310,
    "text": "have a model, then you've got a system"
  },
  {
    "startMs": 564320,
    "text": "have a model, then you've got a system prompt of some kind. You put some tools"
  },
  {
    "startMs": 566070,
    "text": "prompt of some kind. You put some tools"
  },
  {
    "startMs": 566080,
    "text": "prompt of some kind. You put some tools in there, then you have a message"
  },
  {
    "startMs": 567670,
    "text": "in there, then you have a message"
  },
  {
    "startMs": 567680,
    "text": "in there, then you have a message histories. Uh but in reality, of course,"
  },
  {
    "startMs": 569829,
    "text": "histories. Uh but in reality, of course,"
  },
  {
    "startMs": 569839,
    "text": "histories. Uh but in reality, of course, it's actually very hard. There are so"
  },
  {
    "startMs": 571750,
    "text": "it's actually very hard. There are so"
  },
  {
    "startMs": 571760,
    "text": "it's actually very hard. There are so many things to worry about. Um there's,"
  },
  {
    "startMs": 574230,
    "text": "many things to worry about. Um there's,"
  },
  {
    "startMs": 574240,
    "text": "many things to worry about. Um there's, you know, the actual orchestration of"
  },
  {
    "startMs": 575590,
    "text": "you know, the actual orchestration of"
  },
  {
    "startMs": 575600,
    "text": "you know, the actual orchestration of the loops, how many steps it can take"
  },
  {
    "startMs": 577110,
    "text": "the loops, how many steps it can take"
  },
  {
    "startMs": 577120,
    "text": "the loops, how many steps it can take before there's a problem. You have"
  },
  {
    "startMs": 578310,
    "text": "before there's a problem. You have"
  },
  {
    "startMs": 578320,
    "text": "before there's a problem. You have parallel tool execution where you need"
  },
  {
    "startMs": 580310,
    "text": "parallel tool execution where you need"
  },
  {
    "startMs": 580320,
    "text": "parallel tool execution where you need some sort of async system to handle"
  },
  {
    "startMs": 582070,
    "text": "some sort of async system to handle"
  },
  {
    "startMs": 582080,
    "text": "some sort of async system to handle those. You need durability so we can"
  },
  {
    "startMs": 583829,
    "text": "those. You need durability so we can"
  },
  {
    "startMs": 583839,
    "text": "those. You need durability so we can pick up after errors. There is a lot"
  },
  {
    "startMs": 585509,
    "text": "pick up after errors. There is a lot"
  },
  {
    "startMs": 585519,
    "text": "pick up after errors. There is a lot that goes into building an agent. And"
  },
  {
    "startMs": 587750,
    "text": "that goes into building an agent. And"
  },
  {
    "startMs": 587760,
    "text": "that goes into building an agent. And really in order to build an agent, what"
  },
  {
    "startMs": 589350,
    "text": "really in order to build an agent, what"
  },
  {
    "startMs": 589360,
    "text": "really in order to build an agent, what you're really doing is you're building a"
  },
  {
    "startMs": 591190,
    "text": "you're really doing is you're building a"
  },
  {
    "startMs": 591200,
    "text": "you're really doing is you're building a harness. And even if you did go down the"
  },
  {
    "startMs": 593829,
    "text": "harness. And even if you did go down the"
  },
  {
    "startMs": 593839,
    "text": "harness. And even if you did go down the MCP path and all you were doing was MCP,"
  },
  {
    "startMs": 596949,
    "text": "MCP path and all you were doing was MCP,"
  },
  {
    "startMs": 596959,
    "text": "MCP path and all you were doing was MCP, well often you're going to find and a"
  },
  {
    "startMs": 598949,
    "text": "well often you're going to find and a"
  },
  {
    "startMs": 598959,
    "text": "well often you're going to find and a lot of businesses that we talked to are"
  },
  {
    "startMs": 600790,
    "text": "lot of businesses that we talked to are"
  },
  {
    "startMs": 600800,
    "text": "lot of businesses that we talked to are finding that they also need inference."
  },
  {
    "startMs": 604070,
    "text": "finding that they also need inference."
  },
  {
    "startMs": 604080,
    "text": "finding that they also need inference. The tools themselves need inference to"
  },
  {
    "startMs": 606070,
    "text": "The tools themselves need inference to"
  },
  {
    "startMs": 606080,
    "text": "The tools themselves need inference to become more val more more valuable. But"
  },
  {
    "startMs": 608230,
    "text": "become more val more more valuable. But"
  },
  {
    "startMs": 608240,
    "text": "become more val more more valuable. But if you're going to start providing"
  },
  {
    "startMs": 609430,
    "text": "if you're going to start providing"
  },
  {
    "startMs": 609440,
    "text": "if you're going to start providing inference there, then pretty soon you"
  },
  {
    "startMs": 611110,
    "text": "inference there, then pretty soon you"
  },
  {
    "startMs": 611120,
    "text": "inference there, then pretty soon you need multiple steps of inference and all"
  },
  {
    "startMs": 612790,
    "text": "need multiple steps of inference and all"
  },
  {
    "startMs": 612800,
    "text": "need multiple steps of inference and all of a sudden you've recreated another"
  },
  {
    "startMs": 615110,
    "text": "of a sudden you've recreated another"
  },
  {
    "startMs": 615120,
    "text": "of a sudden you've recreated another agent system just within MCP. But even"
  },
  {
    "startMs": 618470,
    "text": "agent system just within MCP. But even"
  },
  {
    "startMs": 618480,
    "text": "agent system just within MCP. But even if you did build a custom harness, there"
  },
  {
    "startMs": 620630,
    "text": "if you did build a custom harness, there"
  },
  {
    "startMs": 620640,
    "text": "if you did build a custom harness, there are still important problems that have"
  },
  {
    "startMs": 622710,
    "text": "are still important problems that have"
  },
  {
    "startMs": 622720,
    "text": "are still important problems that have to be solved. For example, I can't build"
  },
  {
    "startMs": 624630,
    "text": "to be solved. For example, I can't build"
  },
  {
    "startMs": 624640,
    "text": "to be solved. For example, I can't build a custom harness and you build a custom"
  },
  {
    "startMs": 626470,
    "text": "a custom harness and you build a custom"
  },
  {
    "startMs": 626480,
    "text": "a custom harness and you build a custom harness and then we just easily share"
  },
  {
    "startMs": 628710,
    "text": "harness and then we just easily share"
  },
  {
    "startMs": 628720,
    "text": "harness and then we just easily share with each other. It might not run in my"
  },
  {
    "startMs": 630550,
    "text": "with each other. It might not run in my"
  },
  {
    "startMs": 630560,
    "text": "with each other. It might not run in my hosting environment. There's all kinds"
  },
  {
    "startMs": 631990,
    "text": "hosting environment. There's all kinds"
  },
  {
    "startMs": 632000,
    "text": "hosting environment. There's all kinds of questions about how you would"
  },
  {
    "startMs": 633430,
    "text": "of questions about how you would"
  },
  {
    "startMs": 633440,
    "text": "of questions about how you would actually share that with someone else."
  },
  {
    "startMs": 635430,
    "text": "actually share that with someone else."
  },
  {
    "startMs": 635440,
    "text": "actually share that with someone else. Or how about composition? How do you"
  },
  {
    "startMs": 637350,
    "text": "Or how about composition? How do you"
  },
  {
    "startMs": 637360,
    "text": "Or how about composition? How do you actually put two of these things"
  },
  {
    "startMs": 638870,
    "text": "actually put two of these things"
  },
  {
    "startMs": 638880,
    "text": "actually put two of these things together and have them work efficiently"
  },
  {
    "startMs": 640949,
    "text": "together and have them work efficiently"
  },
  {
    "startMs": 640959,
    "text": "together and have them work efficiently together? If I built mine in a different"
  },
  {
    "startMs": 642949,
    "text": "together? If I built mine in a different"
  },
  {
    "startMs": 642959,
    "text": "together? If I built mine in a different way than yours, then they're in they're"
  },
  {
    "startMs": 644310,
    "text": "way than yours, then they're in they're"
  },
  {
    "startMs": 644320,
    "text": "way than yours, then they're in they're fundamentally incompatible. And we're"
  },
  {
    "startMs": 646550,
    "text": "fundamentally incompatible. And we're"
  },
  {
    "startMs": 646560,
    "text": "fundamentally incompatible. And we're not building them at scale. Like I don't"
  },
  {
    "startMs": 648470,
    "text": "not building them at scale. Like I don't"
  },
  {
    "startMs": 648480,
    "text": "not building them at scale. Like I don't want to build hundreds of these custom"
  },
  {
    "startMs": 650790,
    "text": "want to build hundreds of these custom"
  },
  {
    "startMs": 650800,
    "text": "want to build hundreds of these custom agents. That's insane. I don't want to"
  },
  {
    "startMs": 652790,
    "text": "agents. That's insane. I don't want to"
  },
  {
    "startMs": 652800,
    "text": "agents. That's insane. I don't want to do that and then ultimately just end up"
  },
  {
    "startMs": 654550,
    "text": "do that and then ultimately just end up"
  },
  {
    "startMs": 654560,
    "text": "do that and then ultimately just end up with Grockbot at the end of the day."
  },
  {
    "startMs": 655990,
    "text": "with Grockbot at the end of the day."
  },
  {
    "startMs": 656000,
    "text": "with Grockbot at the end of the day. There has to be something better than"
  },
  {
    "startMs": 657590,
    "text": "There has to be something better than"
  },
  {
    "startMs": 657600,
    "text": "There has to be something better than that. And we see this because even"
  },
  {
    "startMs": 661350,
    "text": "that. And we see this because even"
  },
  {
    "startMs": 661360,
    "text": "that. And we see this because even skills aren't being written entirely by"
  },
  {
    "startMs": 663829,
    "text": "skills aren't being written entirely by"
  },
  {
    "startMs": 663839,
    "text": "skills aren't being written entirely by one person, right? There's an entire"
  },
  {
    "startMs": 665509,
    "text": "one person, right? There's an entire"
  },
  {
    "startMs": 665519,
    "text": "one person, right? There's an entire ecosystem of people's people writing"
  },
  {
    "startMs": 667750,
    "text": "ecosystem of people's people writing"
  },
  {
    "startMs": 667760,
    "text": "ecosystem of people's people writing skills. Again, these are just markdown"
  },
  {
    "startMs": 669829,
    "text": "skills. Again, these are just markdown"
  },
  {
    "startMs": 669839,
    "text": "skills. Again, these are just markdown files. So the idea that one person is or"
  },
  {
    "startMs": 672470,
    "text": "files. So the idea that one person is or"
  },
  {
    "startMs": 672480,
    "text": "files. So the idea that one person is or one business is going to create hundreds"
  },
  {
    "startMs": 674230,
    "text": "one business is going to create hundreds"
  },
  {
    "startMs": 674240,
    "text": "one business is going to create hundreds or thousands of their own agents that"
  },
  {
    "startMs": 675750,
    "text": "or thousands of their own agents that"
  },
  {
    "startMs": 675760,
    "text": "or thousands of their own agents that are interoperable is a little bit silly."
  },
  {
    "startMs": 677750,
    "text": "are interoperable is a little bit silly."
  },
  {
    "startMs": 677760,
    "text": "are interoperable is a little bit silly. We need an ecosystem of sharable agents"
  },
  {
    "startMs": 680630,
    "text": "We need an ecosystem of sharable agents"
  },
  {
    "startMs": 680640,
    "text": "We need an ecosystem of sharable agents instead. So the solution is obviously"
  },
  {
    "startMs": 683990,
    "text": "instead. So the solution is obviously"
  },
  {
    "startMs": 684000,
    "text": "instead. So the solution is obviously standards, right? That's the whole point"
  },
  {
    "startMs": 685190,
    "text": "standards, right? That's the whole point"
  },
  {
    "startMs": 685200,
    "text": "standards, right? That's the whole point of my talk. We're talking about standard"
  },
  {
    "startMs": 687590,
    "text": "of my talk. We're talking about standard"
  },
  {
    "startMs": 687600,
    "text": "of my talk. We're talking about standard agents and what's interesting is that we"
  },
  {
    "startMs": 690230,
    "text": "agents and what's interesting is that we"
  },
  {
    "startMs": 690240,
    "text": "agents and what's interesting is that we have standardized agents to a large"
  },
  {
    "startMs": 691990,
    "text": "have standardized agents to a large"
  },
  {
    "startMs": 692000,
    "text": "have standardized agents to a large degree. We've standardized the things"
  },
  {
    "startMs": 693430,
    "text": "degree. We've standardized the things"
  },
  {
    "startMs": 693440,
    "text": "degree. We've standardized the things around them. Right? So for tools we have"
  },
  {
    "startMs": 695750,
    "text": "around them. Right? So for tools we have"
  },
  {
    "startMs": 695760,
    "text": "around them. Right? So for tools we have MCP basically tool distribution"
  },
  {
    "startMs": 698310,
    "text": "MCP basically tool distribution"
  },
  {
    "startMs": 698320,
    "text": "MCP basically tool distribution standards. Uh skills are basically a"
  },
  {
    "startMs": 701269,
    "text": "standards. Uh skills are basically a"
  },
  {
    "startMs": 701279,
    "text": "standards. Uh skills are basically a form of prompts that we have decided we"
  },
  {
    "startMs": 703269,
    "text": "form of prompts that we have decided we"
  },
  {
    "startMs": 703279,
    "text": "form of prompts that we have decided we can standardize. They have agents MD"
  },
  {
    "startMs": 705350,
    "text": "can standardize. They have agents MD"
  },
  {
    "startMs": 705360,
    "text": "can standardize. They have agents MD another form of prompts. We have A2A for"
  },
  {
    "startMs": 707509,
    "text": "another form of prompts. We have A2A for"
  },
  {
    "startMs": 707519,
    "text": "another form of prompts. We have A2A for for intercommunication. We have ACP and"
  },
  {
    "startMs": 710069,
    "text": "for intercommunication. We have ACP and"
  },
  {
    "startMs": 710079,
    "text": "for intercommunication. We have ACP and we've got you know X42 if you want to do"
  },
  {
    "startMs": 712550,
    "text": "we've got you know X42 if you want to do"
  },
  {
    "startMs": 712560,
    "text": "we've got you know X42 if you want to do payments. There's all kinds of standards"
  },
  {
    "startMs": 713990,
    "text": "payments. There's all kinds of standards"
  },
  {
    "startMs": 714000,
    "text": "payments. There's all kinds of standards that are starting to evolve around the"
  },
  {
    "startMs": 716069,
    "text": "that are starting to evolve around the"
  },
  {
    "startMs": 716079,
    "text": "that are starting to evolve around the agent ecosystem, but as of today, there"
  },
  {
    "startMs": 719670,
    "text": "agent ecosystem, but as of today, there"
  },
  {
    "startMs": 719680,
    "text": "agent ecosystem, but as of today, there is nothing for the harness itself. There"
  },
  {
    "startMs": 722310,
    "text": "is nothing for the harness itself. There"
  },
  {
    "startMs": 722320,
    "text": "is nothing for the harness itself. There is no agent runtime. And this is"
  },
  {
    "startMs": 725829,
    "text": "is no agent runtime. And this is"
  },
  {
    "startMs": 725839,
    "text": "is no agent runtime. And this is important because what a spec actually"
  },
  {
    "startMs": 727509,
    "text": "important because what a spec actually"
  },
  {
    "startMs": 727519,
    "text": "important because what a spec actually gets you is incredibly important. First"
  },
  {
    "startMs": 730949,
    "text": "gets you is incredibly important. First"
  },
  {
    "startMs": 730959,
    "text": "gets you is incredibly important. First of all, speed. You don't have to"
  },
  {
    "startMs": 733509,
    "text": "of all, speed. You don't have to"
  },
  {
    "startMs": 733519,
    "text": "of all, speed. You don't have to reinvent the world every time you create"
  },
  {
    "startMs": 735590,
    "text": "reinvent the world every time you create"
  },
  {
    "startMs": 735600,
    "text": "reinvent the world every time you create an agent, right? You can have the exact"
  },
  {
    "startMs": 738310,
    "text": "an agent, right? You can have the exact"
  },
  {
    "startMs": 738320,
    "text": "an agent, right? You can have the exact ampic loop specified. We can know"
  },
  {
    "startMs": 740870,
    "text": "ampic loop specified. We can know"
  },
  {
    "startMs": 740880,
    "text": "ampic loop specified. We can know exactly how to write tools. Our agents"
  },
  {
    "startMs": 743190,
    "text": "exactly how to write tools. Our agents"
  },
  {
    "startMs": 743200,
    "text": "exactly how to write tools. Our agents are not responsible for building that"
  },
  {
    "startMs": 745350,
    "text": "are not responsible for building that"
  },
  {
    "startMs": 745360,
    "text": "are not responsible for building that part of the ecosystem. Consistency."
  },
  {
    "startMs": 748710,
    "text": "part of the ecosystem. Consistency."
  },
  {
    "startMs": 748720,
    "text": "part of the ecosystem. Consistency. Every agent should be built exactly the"
  },
  {
    "startMs": 750949,
    "text": "Every agent should be built exactly the"
  },
  {
    "startMs": 750959,
    "text": "Every agent should be built exactly the same way. Now that doesn't mean that"
  },
  {
    "startMs": 752790,
    "text": "same way. Now that doesn't mean that"
  },
  {
    "startMs": 752800,
    "text": "same way. Now that doesn't mean that every agent is just a markdown file. It"
  },
  {
    "startMs": 754870,
    "text": "every agent is just a markdown file. It"
  },
  {
    "startMs": 754880,
    "text": "every agent is just a markdown file. It needs to have deep, deep ability to"
  },
  {
    "startMs": 757750,
    "text": "needs to have deep, deep ability to"
  },
  {
    "startMs": 757760,
    "text": "needs to have deep, deep ability to customize, but those customizations"
  },
  {
    "startMs": 759829,
    "text": "customize, but those customizations"
  },
  {
    "startMs": 759839,
    "text": "customize, but those customizations should automatically work in any"
  },
  {
    "startMs": 762069,
    "text": "should automatically work in any"
  },
  {
    "startMs": 762079,
    "text": "should automatically work in any compatible runtime. There's also"
  },
  {
    "startMs": 764069,
    "text": "compatible runtime. There's also"
  },
  {
    "startMs": 764079,
    "text": "compatible runtime. There's also portability. I need to be able to write"
  },
  {
    "startMs": 765670,
    "text": "portability. I need to be able to write"
  },
  {
    "startMs": 765680,
    "text": "portability. I need to be able to write an agent, pack it up, and literally put"
  },
  {
    "startMs": 767829,
    "text": "an agent, pack it up, and literally put"
  },
  {
    "startMs": 767839,
    "text": "an agent, pack it up, and literally put it on a zip drive if I want to or a USB"
  },
  {
    "startMs": 770710,
    "text": "it on a zip drive if I want to or a USB"
  },
  {
    "startMs": 770720,
    "text": "it on a zip drive if I want to or a USB stick and give it to you. And of course,"
  },
  {
    "startMs": 773110,
    "text": "stick and give it to you. And of course,"
  },
  {
    "startMs": 773120,
    "text": "stick and give it to you. And of course, composability. This is, you know,"
  },
  {
    "startMs": 775190,
    "text": "composability. This is, you know,"
  },
  {
    "startMs": 775200,
    "text": "composability. This is, you know, perhaps a little bit of a vague and"
  },
  {
    "startMs": 776870,
    "text": "perhaps a little bit of a vague and"
  },
  {
    "startMs": 776880,
    "text": "perhaps a little bit of a vague and overused term, but all it means is that"
  },
  {
    "startMs": 778470,
    "text": "overused term, but all it means is that"
  },
  {
    "startMs": 778480,
    "text": "overused term, but all it means is that you're assembling smaller parts into"
  },
  {
    "startMs": 780629,
    "text": "you're assembling smaller parts into"
  },
  {
    "startMs": 780639,
    "text": "you're assembling smaller parts into something larger than itself. And"
  },
  {
    "startMs": 782470,
    "text": "something larger than itself. And"
  },
  {
    "startMs": 782480,
    "text": "something larger than itself. And composability is really a huge key to"
  },
  {
    "startMs": 785910,
    "text": "composability is really a huge key to"
  },
  {
    "startMs": 785920,
    "text": "composability is really a huge key to unlocking how domain specific agents can"
  },
  {
    "startMs": 788949,
    "text": "unlocking how domain specific agents can"
  },
  {
    "startMs": 788959,
    "text": "unlocking how domain specific agents can be brought to the market. So, we need"
  },
  {
    "startMs": 791190,
    "text": "be brought to the market. So, we need"
  },
  {
    "startMs": 791200,
    "text": "be brought to the market. So, we need this. But unfortunately,"
  },
  {
    "startMs": 793829,
    "text": "this. But unfortunately,"
  },
  {
    "startMs": 793839,
    "text": "this. But unfortunately, no such spec exists"
  },
  {
    "startMs": 797190,
    "text": "no such spec exists"
  },
  {
    "startMs": 797200,
    "text": "no such spec exists until today."
  },
  {
    "startMs": 799750,
    "text": "until today."
  },
  {
    "startMs": 799760,
    "text": "until today. And I am really excited to tell you"
  },
  {
    "startMs": 802230,
    "text": "And I am really excited to tell you"
  },
  {
    "startMs": 802240,
    "text": "And I am really excited to tell you about the standard agent specification."
  },
  {
    "startMs": 805190,
    "text": "about the standard agent specification."
  },
  {
    "startMs": 805200,
    "text": "about the standard agent specification. We are announcing it literally today as"
  },
  {
    "startMs": 807670,
    "text": "We are announcing it literally today as"
  },
  {
    "startMs": 807680,
    "text": "We are announcing it literally today as you are watching this. It is an"
  },
  {
    "startMs": 809110,
    "text": "you are watching this. It is an"
  },
  {
    "startMs": 809120,
    "text": "you are watching this. It is an open-source spec. It's available today"
  },
  {
    "startMs": 812069,
    "text": "open-source spec. It's available today"
  },
  {
    "startMs": 812079,
    "text": "open-source spec. It's available today at standardagentspec.org."
  },
  {
    "startMs": 814310,
    "text": "at standardagentspec.org."
  },
  {
    "startMs": 814320,
    "text": "at standardagentspec.org. And I'd like to show it to you a little"
  },
  {
    "startMs": 815590,
    "text": "And I'd like to show it to you a little"
  },
  {
    "startMs": 815600,
    "text": "And I'd like to show it to you a little bit. To start with, we make some claims."
  },
  {
    "startMs": 818790,
    "text": "bit. To start with, we make some claims."
  },
  {
    "startMs": 818800,
    "text": "bit. To start with, we make some claims. First, this is our definition of agents."
  },
  {
    "startMs": 821509,
    "text": "First, this is our definition of agents."
  },
  {
    "startMs": 821519,
    "text": "First, this is our definition of agents. Agents are deterministic software that"
  },
  {
    "startMs": 823990,
    "text": "Agents are deterministic software that"
  },
  {
    "startMs": 824000,
    "text": "Agents are deterministic software that harness the non-deterministic results"
  },
  {
    "startMs": 826150,
    "text": "harness the non-deterministic results"
  },
  {
    "startMs": 826160,
    "text": "harness the non-deterministic results produced by models in pursuit of a"
  },
  {
    "startMs": 827990,
    "text": "produced by models in pursuit of a"
  },
  {
    "startMs": 828000,
    "text": "produced by models in pursuit of a desired objective. If that sounds a lot"
  },
  {
    "startMs": 830230,
    "text": "desired objective. If that sounds a lot"
  },
  {
    "startMs": 830240,
    "text": "desired objective. If that sounds a lot like a harness, it even has the word"
  },
  {
    "startMs": 831590,
    "text": "like a harness, it even has the word"
  },
  {
    "startMs": 831600,
    "text": "like a harness, it even has the word harness in it. It's intentional. A good"
  },
  {
    "startMs": 834550,
    "text": "harness in it. It's intentional. A good"
  },
  {
    "startMs": 834560,
    "text": "harness in it. It's intentional. A good agent is a good harness. You could"
  },
  {
    "startMs": 836629,
    "text": "agent is a good harness. You could"
  },
  {
    "startMs": 836639,
    "text": "agent is a good harness. You could almost think of an agent like an"
  },
  {
    "startMs": 837910,
    "text": "almost think of an agent like an"
  },
  {
    "startMs": 837920,
    "text": "almost think of an agent like an instance of a harness. And then there"
  },
  {
    "startMs": 840470,
    "text": "instance of a harness. And then there"
  },
  {
    "startMs": 840480,
    "text": "instance of a harness. And then there are five other core principles that the"
  },
  {
    "startMs": 842790,
    "text": "are five other core principles that the"
  },
  {
    "startMs": 842800,
    "text": "are five other core principles that the spec is built on. First of all, agents"
  },
  {
    "startMs": 844710,
    "text": "spec is built on. First of all, agents"
  },
  {
    "startMs": 844720,
    "text": "spec is built on. First of all, agents need to be vendor agnostic. Agents"
  },
  {
    "startMs": 847750,
    "text": "need to be vendor agnostic. Agents"
  },
  {
    "startMs": 847760,
    "text": "need to be vendor agnostic. Agents should be domain specific. Agents should"
  },
  {
    "startMs": 850870,
    "text": "should be domain specific. Agents should"
  },
  {
    "startMs": 850880,
    "text": "should be domain specific. Agents should be coupled to a given model. Agents"
  },
  {
    "startMs": 853750,
    "text": "be coupled to a given model. Agents"
  },
  {
    "startMs": 853760,
    "text": "be coupled to a given model. Agents should be composable. And agents should"
  },
  {
    "startMs": 855910,
    "text": "should be composable. And agents should"
  },
  {
    "startMs": 855920,
    "text": "should be composable. And agents should be portable. I want to talk about two of"
  },
  {
    "startMs": 858470,
    "text": "be portable. I want to talk about two of"
  },
  {
    "startMs": 858480,
    "text": "be portable. I want to talk about two of these that seem like they're"
  },
  {
    "startMs": 859829,
    "text": "these that seem like they're"
  },
  {
    "startMs": 859839,
    "text": "these that seem like they're contradictions. The vendor agnostic"
  },
  {
    "startMs": 861189,
    "text": "contradictions. The vendor agnostic"
  },
  {
    "startMs": 861199,
    "text": "contradictions. The vendor agnostic thing and the couple to a model. Vendor"
  },
  {
    "startMs": 863269,
    "text": "thing and the couple to a model. Vendor"
  },
  {
    "startMs": 863279,
    "text": "thing and the couple to a model. Vendor agnostic means I don't want my agent"
  },
  {
    "startMs": 864790,
    "text": "agnostic means I don't want my agent"
  },
  {
    "startMs": 864800,
    "text": "agnostic means I don't want my agent running exclusively on anthropics"
  },
  {
    "startMs": 867110,
    "text": "running exclusively on anthropics"
  },
  {
    "startMs": 867120,
    "text": "running exclusively on anthropics hardware or exclusively within the"
  },
  {
    "startMs": 869110,
    "text": "hardware or exclusively within the"
  },
  {
    "startMs": 869120,
    "text": "hardware or exclusively within the OpenAI ecosystem. I need to be able to"
  },
  {
    "startMs": 871509,
    "text": "OpenAI ecosystem. I need to be able to"
  },
  {
    "startMs": 871519,
    "text": "OpenAI ecosystem. I need to be able to host it wherever I want to host it and I"
  },
  {
    "startMs": 873910,
    "text": "host it wherever I want to host it and I"
  },
  {
    "startMs": 873920,
    "text": "host it wherever I want to host it and I need to be able to run whatever models I"
  },
  {
    "startMs": 875829,
    "text": "need to be able to run whatever models I"
  },
  {
    "startMs": 875839,
    "text": "need to be able to run whatever models I need to run. That being said, an"
  },
  {
    "startMs": 878389,
    "text": "need to run. That being said, an"
  },
  {
    "startMs": 878399,
    "text": "need to run. That being said, an individual agent is almost always best"
  },
  {
    "startMs": 881829,
    "text": "individual agent is almost always best"
  },
  {
    "startMs": 881839,
    "text": "individual agent is almost always best when it's paired with a specific model."
  },
  {
    "startMs": 884710,
    "text": "when it's paired with a specific model."
  },
  {
    "startMs": 884720,
    "text": "when it's paired with a specific model. Now, this starts to be less true on the"
  },
  {
    "startMs": 887350,
    "text": "Now, this starts to be less true on the"
  },
  {
    "startMs": 887360,
    "text": "Now, this starts to be less true on the large model front, but even there it's"
  },
  {
    "startMs": 890629,
    "text": "large model front, but even there it's"
  },
  {
    "startMs": 890639,
    "text": "large model front, but even there it's true. Different harnesses do produce"
  },
  {
    "startMs": 892310,
    "text": "true. Different harnesses do produce"
  },
  {
    "startMs": 892320,
    "text": "true. Different harnesses do produce different results. So, let me give you a"
  },
  {
    "startMs": 894710,
    "text": "different results. So, let me give you a"
  },
  {
    "startMs": 894720,
    "text": "different results. So, let me give you a little bit of a tour here of the"
  },
  {
    "startMs": 896470,
    "text": "little bit of a tour here of the"
  },
  {
    "startMs": 896480,
    "text": "little bit of a tour here of the specification. First, we have the"
  },
  {
    "startMs": 898870,
    "text": "specification. First, we have the"
  },
  {
    "startMs": 898880,
    "text": "specification. First, we have the runtime. An agent runs in a runtime very"
  },
  {
    "startMs": 902069,
    "text": "runtime. An agent runs in a runtime very"
  },
  {
    "startMs": 902079,
    "text": "runtime. An agent runs in a runtime very similar to how a language runs in a"
  },
  {
    "startMs": 903990,
    "text": "similar to how a language runs in a"
  },
  {
    "startMs": 904000,
    "text": "similar to how a language runs in a runtime. The language in this case is"
  },
  {
    "startMs": 905910,
    "text": "runtime. The language in this case is"
  },
  {
    "startMs": 905920,
    "text": "runtime. The language in this case is the definition of the agent and the"
  },
  {
    "startMs": 907670,
    "text": "the definition of the agent and the"
  },
  {
    "startMs": 907680,
    "text": "the definition of the agent and the runtime is what is so highly specified."
  },
  {
    "startMs": 910470,
    "text": "runtime is what is so highly specified."
  },
  {
    "startMs": 910480,
    "text": "runtime is what is so highly specified. But if we take a look inside, we'll see"
  },
  {
    "startMs": 912310,
    "text": "But if we take a look inside, we'll see"
  },
  {
    "startMs": 912320,
    "text": "But if we take a look inside, we'll see that agents are really just packages"
  },
  {
    "startMs": 914470,
    "text": "that agents are really just packages"
  },
  {
    "startMs": 914480,
    "text": "that agents are really just packages with lots of pieces and parts which are"
  },
  {
    "startMs": 916870,
    "text": "with lots of pieces and parts which are"
  },
  {
    "startMs": 916880,
    "text": "with lots of pieces and parts which are painfully and excruciatingly detailed in"
  },
  {
    "startMs": 919670,
    "text": "painfully and excruciatingly detailed in"
  },
  {
    "startMs": 919680,
    "text": "painfully and excruciatingly detailed in the specification. So we're going to"
  },
  {
    "startMs": 921269,
    "text": "the specification. So we're going to"
  },
  {
    "startMs": 921279,
    "text": "the specification. So we're going to keep this little map here of model,"
  },
  {
    "startMs": 923110,
    "text": "keep this little map here of model,"
  },
  {
    "startMs": 923120,
    "text": "keep this little map here of model, system prompt, tools, sub aents, agent"
  },
  {
    "startMs": 925350,
    "text": "system prompt, tools, sub aents, agent"
  },
  {
    "startMs": 925360,
    "text": "system prompt, tools, sub aents, agent rules, hooks, effects, and then the"
  },
  {
    "startMs": 927189,
    "text": "rules, hooks, effects, and then the"
  },
  {
    "startMs": 927199,
    "text": "rules, hooks, effects, and then the thread. all of that map and we're going"
  },
  {
    "startMs": 928710,
    "text": "thread. all of that map and we're going"
  },
  {
    "startMs": 928720,
    "text": "thread. all of that map and we're going to walk through some of these piece by"
  },
  {
    "startMs": 930310,
    "text": "to walk through some of these piece by"
  },
  {
    "startMs": 930320,
    "text": "to walk through some of these piece by piece. So first of all, everything in"
  },
  {
    "startMs": 934470,
    "text": "piece. So first of all, everything in"
  },
  {
    "startMs": 934480,
    "text": "piece. So first of all, everything in the specification is intended to be"
  },
  {
    "startMs": 936629,
    "text": "the specification is intended to be"
  },
  {
    "startMs": 936639,
    "text": "the specification is intended to be written as code. Now this is important"
  },
  {
    "startMs": 939430,
    "text": "written as code. Now this is important"
  },
  {
    "startMs": 939440,
    "text": "written as code. Now this is important for two reasons. One, we need to be able"
  },
  {
    "startMs": 941590,
    "text": "for two reasons. One, we need to be able"
  },
  {
    "startMs": 941600,
    "text": "for two reasons. One, we need to be able to pack this up and distribute it. I"
  },
  {
    "startMs": 943750,
    "text": "to pack this up and distribute it. I"
  },
  {
    "startMs": 943760,
    "text": "to pack this up and distribute it. I need to be able to take an agent and"
  },
  {
    "startMs": 945350,
    "text": "need to be able to take an agent and"
  },
  {
    "startMs": 945360,
    "text": "need to be able to take an agent and everything that that means, every piece"
  },
  {
    "startMs": 947670,
    "text": "everything that that means, every piece"
  },
  {
    "startMs": 947680,
    "text": "everything that that means, every piece of information that has to do with that"
  },
  {
    "startMs": 949509,
    "text": "of information that has to do with that"
  },
  {
    "startMs": 949519,
    "text": "of information that has to do with that agent, and I need to be able to pack it"
  },
  {
    "startMs": 951670,
    "text": "agent, and I need to be able to pack it"
  },
  {
    "startMs": 951680,
    "text": "agent, and I need to be able to pack it up, literally put it on a USB stick and"
  },
  {
    "startMs": 954629,
    "text": "up, literally put it on a USB stick and"
  },
  {
    "startMs": 954639,
    "text": "up, literally put it on a USB stick and hand it to you or publish it to a"
  },
  {
    "startMs": 956629,
    "text": "hand it to you or publish it to a"
  },
  {
    "startMs": 956639,
    "text": "hand it to you or publish it to a package registry. And the only way we're"
  },
  {
    "startMs": 959110,
    "text": "package registry. And the only way we're"
  },
  {
    "startMs": 959120,
    "text": "package registry. And the only way we're going to do that is if everything is"
  },
  {
    "startMs": 960230,
    "text": "going to do that is if everything is"
  },
  {
    "startMs": 960240,
    "text": "going to do that is if everything is code. So, first everything has to be"
  },
  {
    "startMs": 962069,
    "text": "code. So, first everything has to be"
  },
  {
    "startMs": 962079,
    "text": "code. So, first everything has to be code. Also, we want to be able to write"
  },
  {
    "startMs": 964790,
    "text": "code. Also, we want to be able to write"
  },
  {
    "startMs": 964800,
    "text": "code. Also, we want to be able to write agents with agents. I don't want to sit"
  },
  {
    "startMs": 967509,
    "text": "agents with agents. I don't want to sit"
  },
  {
    "startMs": 967519,
    "text": "agents with agents. I don't want to sit down and handwrite an agent. That's"
  },
  {
    "startMs": 969509,
    "text": "down and handwrite an agent. That's"
  },
  {
    "startMs": 969519,
    "text": "down and handwrite an agent. That's crazy. So, of course, it needs to be"
  },
  {
    "startMs": 971829,
    "text": "crazy. So, of course, it needs to be"
  },
  {
    "startMs": 971839,
    "text": "crazy. So, of course, it needs to be code. So it is an agent first ecosystem."
  },
  {
    "startMs": 975509,
    "text": "code. So it is an agent first ecosystem."
  },
  {
    "startMs": 975519,
    "text": "code. So it is an agent first ecosystem. So let's take a look at how these are"
  },
  {
    "startMs": 977509,
    "text": "So let's take a look at how these are"
  },
  {
    "startMs": 977519,
    "text": "So let's take a look at how these are actually written. We made a really"
  },
  {
    "startMs": 979269,
    "text": "actually written. We made a really"
  },
  {
    "startMs": 979279,
    "text": "actually written. We made a really interesting decision early on. We"
  },
  {
    "startMs": 981269,
    "text": "interesting decision early on. We"
  },
  {
    "startMs": 981279,
    "text": "interesting decision early on. We decided that we needed to have all of"
  },
  {
    "startMs": 983590,
    "text": "decided that we needed to have all of"
  },
  {
    "startMs": 983600,
    "text": "decided that we needed to have all of the agents written according to the"
  },
  {
    "startMs": 985350,
    "text": "the agents written according to the"
  },
  {
    "startMs": 985360,
    "text": "the agents written according to the specification in the same language and"
  },
  {
    "startMs": 987749,
    "text": "specification in the same language and"
  },
  {
    "startMs": 987759,
    "text": "specification in the same language and we chose TypeScript. Now we didn't"
  },
  {
    "startMs": 989910,
    "text": "we chose TypeScript. Now we didn't"
  },
  {
    "startMs": 989920,
    "text": "we chose TypeScript. Now we didn't choose TypeScript because we're big"
  },
  {
    "startMs": 991030,
    "text": "choose TypeScript because we're big"
  },
  {
    "startMs": 991040,
    "text": "choose TypeScript because we're big TypeScript fans. It's fine. Uh we chose"
  },
  {
    "startMs": 993509,
    "text": "TypeScript fans. It's fine. Uh we chose"
  },
  {
    "startMs": 993519,
    "text": "TypeScript fans. It's fine. Uh we chose TypeScript because in today's era,"
  },
  {
    "startMs": 995430,
    "text": "TypeScript because in today's era,"
  },
  {
    "startMs": 995440,
    "text": "TypeScript because in today's era, languages really almost have no value."
  },
  {
    "startMs": 998150,
    "text": "languages really almost have no value."
  },
  {
    "startMs": 998160,
    "text": "languages really almost have no value. The only value a language has is the"
  },
  {
    "startMs": 1000629,
    "text": "The only value a language has is the"
  },
  {
    "startMs": 1000639,
    "text": "The only value a language has is the artifact that it produces at the end."
  },
  {
    "startMs": 1002310,
    "text": "artifact that it produces at the end."
  },
  {
    "startMs": 1002320,
    "text": "artifact that it produces at the end. What's unique about it? And in our"
  },
  {
    "startMs": 1003990,
    "text": "What's unique about it? And in our"
  },
  {
    "startMs": 1004000,
    "text": "What's unique about it? And in our opinion, there's really only two"
  },
  {
    "startMs": 1005590,
    "text": "opinion, there's really only two"
  },
  {
    "startMs": 1005600,
    "text": "opinion, there's really only two languages that matter. I know some of"
  },
  {
    "startMs": 1007110,
    "text": "languages that matter. I know some of"
  },
  {
    "startMs": 1007120,
    "text": "languages that matter. I know some of you are going to disagree with this, but"
  },
  {
    "startMs": 1008790,
    "text": "you are going to disagree with this, but"
  },
  {
    "startMs": 1008800,
    "text": "you are going to disagree with this, but the two languages are Rust or Rustlike"
  },
  {
    "startMs": 1011829,
    "text": "the two languages are Rust or Rustlike"
  },
  {
    "startMs": 1011839,
    "text": "the two languages are Rust or Rustlike systems that that write extremely fast"
  },
  {
    "startMs": 1014150,
    "text": "systems that that write extremely fast"
  },
  {
    "startMs": 1014160,
    "text": "systems that that write extremely fast performant code and TypeScript. Now, why"
  },
  {
    "startMs": 1016710,
    "text": "performant code and TypeScript. Now, why"
  },
  {
    "startMs": 1016720,
    "text": "performant code and TypeScript. Now, why TypeScript? Typescript because it runs"
  },
  {
    "startMs": 1019670,
    "text": "TypeScript? Typescript because it runs"
  },
  {
    "startMs": 1019680,
    "text": "TypeScript? Typescript because it runs everywhere, absolutely everywhere. It"
  },
  {
    "startMs": 1021910,
    "text": "everywhere, absolutely everywhere. It"
  },
  {
    "startMs": 1021920,
    "text": "everywhere, absolutely everywhere. It runs on the edge. It runs on your"
  },
  {
    "startMs": 1023430,
    "text": "runs on the edge. It runs on your"
  },
  {
    "startMs": 1023440,
    "text": "runs on the edge. It runs on your computer. It runs on your mom's"
  },
  {
    "startMs": 1024710,
    "text": "computer. It runs on your mom's"
  },
  {
    "startMs": 1024720,
    "text": "computer. It runs on your mom's computer. It runs on your phone. It runs"
  },
  {
    "startMs": 1026549,
    "text": "computer. It runs on your phone. It runs"
  },
  {
    "startMs": 1026559,
    "text": "computer. It runs on your phone. It runs everywhere. And in this particular case,"
  },
  {
    "startMs": 1029189,
    "text": "everywhere. And in this particular case,"
  },
  {
    "startMs": 1029199,
    "text": "everywhere. And in this particular case, we want agents to run everywhere. But"
  },
  {
    "startMs": 1031270,
    "text": "we want agents to run everywhere. But"
  },
  {
    "startMs": 1031280,
    "text": "we want agents to run everywhere. But there is a second reason. Typescript is"
  },
  {
    "startMs": 1033350,
    "text": "there is a second reason. Typescript is"
  },
  {
    "startMs": 1033360,
    "text": "there is a second reason. Typescript is an interpreted language. Well,"
  },
  {
    "startMs": 1034789,
    "text": "an interpreted language. Well,"
  },
  {
    "startMs": 1034799,
    "text": "an interpreted language. Well, technically JavaScript is. JavaScript is"
  },
  {
    "startMs": 1036630,
    "text": "technically JavaScript is. JavaScript is"
  },
  {
    "startMs": 1036640,
    "text": "technically JavaScript is. JavaScript is an interpreted language. And we want"
  },
  {
    "startMs": 1038470,
    "text": "an interpreted language. And we want"
  },
  {
    "startMs": 1038480,
    "text": "an interpreted language. And we want that because we want our agents to be"
  },
  {
    "startMs": 1041110,
    "text": "that because we want our agents to be"
  },
  {
    "startMs": 1041120,
    "text": "that because we want our agents to be able to write agents and execute them"
  },
  {
    "startMs": 1043429,
    "text": "able to write agents and execute them"
  },
  {
    "startMs": 1043439,
    "text": "able to write agents and execute them immediately without a build or a"
  },
  {
    "startMs": 1045029,
    "text": "immediately without a build or a"
  },
  {
    "startMs": 1045039,
    "text": "immediately without a build or a compilation step. And the only way we're"
  },
  {
    "startMs": 1046949,
    "text": "compilation step. And the only way we're"
  },
  {
    "startMs": 1046959,
    "text": "compilation step. And the only way we're going to do that is by using an"
  },
  {
    "startMs": 1048230,
    "text": "going to do that is by using an"
  },
  {
    "startMs": 1048240,
    "text": "going to do that is by using an interpreted language. And as far as"
  },
  {
    "startMs": 1049909,
    "text": "interpreted language. And as far as"
  },
  {
    "startMs": 1049919,
    "text": "interpreted language. And as far as interpreted languages go, TypeScript is"
  },
  {
    "startMs": 1051669,
    "text": "interpreted languages go, TypeScript is"
  },
  {
    "startMs": 1051679,
    "text": "interpreted languages go, TypeScript is about as robust, fast, available, and"
  },
  {
    "startMs": 1054950,
    "text": "about as robust, fast, available, and"
  },
  {
    "startMs": 1054960,
    "text": "about as robust, fast, available, and portable as any of them out there. We"
  },
  {
    "startMs": 1057750,
    "text": "portable as any of them out there. We"
  },
  {
    "startMs": 1057760,
    "text": "portable as any of them out there. We didn't want to do the MCP thing that"
  },
  {
    "startMs": 1060070,
    "text": "didn't want to do the MCP thing that"
  },
  {
    "startMs": 1060080,
    "text": "didn't want to do the MCP thing that already exists. MCP requires you to have"
  },
  {
    "startMs": 1062950,
    "text": "already exists. MCP requires you to have"
  },
  {
    "startMs": 1062960,
    "text": "already exists. MCP requires you to have some sort of server in order to serve"
  },
  {
    "startMs": 1065830,
    "text": "some sort of server in order to serve"
  },
  {
    "startMs": 1065840,
    "text": "some sort of server in order to serve the tools. We don't want to do that. We"
  },
  {
    "startMs": 1067750,
    "text": "the tools. We don't want to do that. We"
  },
  {
    "startMs": 1067760,
    "text": "the tools. We don't want to do that. We want to be able to bundle it all"
  },
  {
    "startMs": 1069270,
    "text": "want to be able to bundle it all"
  },
  {
    "startMs": 1069280,
    "text": "want to be able to bundle it all together. So this is what it looks like."
  },
  {
    "startMs": 1071750,
    "text": "together. So this is what it looks like."
  },
  {
    "startMs": 1071760,
    "text": "together. So this is what it looks like. If you want to define a model, you do"
  },
  {
    "startMs": 1073430,
    "text": "If you want to define a model, you do"
  },
  {
    "startMs": 1073440,
    "text": "If you want to define a model, you do that in Typescript. All of this is very"
  },
  {
    "startMs": 1075669,
    "text": "that in Typescript. All of this is very"
  },
  {
    "startMs": 1075679,
    "text": "that in Typescript. All of this is very tightly typed. If you want to define a"
  },
  {
    "startMs": 1078070,
    "text": "tightly typed. If you want to define a"
  },
  {
    "startMs": 1078080,
    "text": "tightly typed. If you want to define a prompt, you define the prompt using"
  },
  {
    "startMs": 1080150,
    "text": "prompt, you define the prompt using"
  },
  {
    "startMs": 1080160,
    "text": "prompt, you define the prompt using define prompt. You want to define an"
  },
  {
    "startMs": 1081590,
    "text": "define prompt. You want to define an"
  },
  {
    "startMs": 1081600,
    "text": "define prompt. You want to define an agent, you do it with define agent. Now,"
  },
  {
    "startMs": 1085669,
    "text": "agent, you do it with define agent. Now,"
  },
  {
    "startMs": 1085679,
    "text": "agent, you do it with define agent. Now, one really important fact is that models"
  },
  {
    "startMs": 1088870,
    "text": "one really important fact is that models"
  },
  {
    "startMs": 1088880,
    "text": "one really important fact is that models uh models that are defined in code"
  },
  {
    "startMs": 1091110,
    "text": "uh models that are defined in code"
  },
  {
    "startMs": 1091120,
    "text": "uh models that are defined in code define the exact model that they are"
  },
  {
    "startMs": 1093270,
    "text": "define the exact model that they are"
  },
  {
    "startMs": 1093280,
    "text": "define the exact model that they are running on. So, my agent is going to run"
  },
  {
    "startMs": 1095750,
    "text": "running on. So, my agent is going to run"
  },
  {
    "startMs": 1095760,
    "text": "running on. So, my agent is going to run on a specific model of OpenAI. And of"
  },
  {
    "startMs": 1098950,
    "text": "on a specific model of OpenAI. And of"
  },
  {
    "startMs": 1098960,
    "text": "on a specific model of OpenAI. And of course, you can have fallback models. So"
  },
  {
    "startMs": 1101110,
    "text": "course, you can have fallback models. So"
  },
  {
    "startMs": 1101120,
    "text": "course, you can have fallback models. So if my primary model fails then we"
  },
  {
    "startMs": 1103430,
    "text": "if my primary model fails then we"
  },
  {
    "startMs": 1103440,
    "text": "if my primary model fails then we recommend you go up a level of"
  },
  {
    "startMs": 1104950,
    "text": "recommend you go up a level of"
  },
  {
    "startMs": 1104960,
    "text": "recommend you go up a level of intelligence and switch to another one."
  },
  {
    "startMs": 1107110,
    "text": "intelligence and switch to another one."
  },
  {
    "startMs": 1107120,
    "text": "intelligence and switch to another one. This gives us a tremendous advantage"
  },
  {
    "startMs": 1108950,
    "text": "This gives us a tremendous advantage"
  },
  {
    "startMs": 1108960,
    "text": "This gives us a tremendous advantage that we can use the jaggedness of an"
  },
  {
    "startMs": 1111110,
    "text": "that we can use the jaggedness of an"
  },
  {
    "startMs": 1111120,
    "text": "that we can use the jaggedness of an LLM. So a good example is uh you know we"
  },
  {
    "startMs": 1114710,
    "text": "LLM. So a good example is uh you know we"
  },
  {
    "startMs": 1114720,
    "text": "LLM. So a good example is uh you know we have this fun project called model zen"
  },
  {
    "startMs": 1116789,
    "text": "have this fun project called model zen"
  },
  {
    "startMs": 1116799,
    "text": "have this fun project called model zen garden and model zen garden creates lots"
  },
  {
    "startMs": 1119430,
    "text": "garden and model zen garden creates lots"
  },
  {
    "startMs": 1119440,
    "text": "garden and model zen garden creates lots of different uh 3D zen gardens for"
  },
  {
    "startMs": 1121669,
    "text": "of different uh 3D zen gardens for"
  },
  {
    "startMs": 1121679,
    "text": "of different uh 3D zen gardens for people to walk through and what we found"
  },
  {
    "startMs": 1123190,
    "text": "people to walk through and what we found"
  },
  {
    "startMs": 1123200,
    "text": "people to walk through and what we found is one model in particular um 10 cents"
  },
  {
    "startMs": 1125909,
    "text": "is one model in particular um 10 cents"
  },
  {
    "startMs": 1125919,
    "text": "is one model in particular um 10 cents y3 was spectacular at producing 3D"
  },
  {
    "startMs": 1129350,
    "text": "y3 was spectacular at producing 3D"
  },
  {
    "startMs": 1129360,
    "text": "y3 was spectacular at producing 3D gardens at a fraction of the cost of all"
  },
  {
    "startMs": 1131190,
    "text": "gardens at a fraction of the cost of all"
  },
  {
    "startMs": 1131200,
    "text": "gardens at a fraction of the cost of all the others. It wasn't a very good model"
  },
  {
    "startMs": 1133590,
    "text": "the others. It wasn't a very good model"
  },
  {
    "startMs": 1133600,
    "text": "the others. It wasn't a very good model but this is the jaggedness. it was good"
  },
  {
    "startMs": 1135110,
    "text": "but this is the jaggedness. it was good"
  },
  {
    "startMs": 1135120,
    "text": "but this is the jaggedness. it was good at that one characteristic and one"
  },
  {
    "startMs": 1137110,
    "text": "at that one characteristic and one"
  },
  {
    "startMs": 1137120,
    "text": "at that one characteristic and one trait. And for domain specific agents,"
  },
  {
    "startMs": 1139110,
    "text": "trait. And for domain specific agents,"
  },
  {
    "startMs": 1139120,
    "text": "trait. And for domain specific agents, that actually is a benefit, not a"
  },
  {
    "startMs": 1141110,
    "text": "that actually is a benefit, not a"
  },
  {
    "startMs": 1141120,
    "text": "that actually is a benefit, not a hindrance. So, it's great to be able to"
  },
  {
    "startMs": 1143430,
    "text": "hindrance. So, it's great to be able to"
  },
  {
    "startMs": 1143440,
    "text": "hindrance. So, it's great to be able to use a smaller model for a small task"
  },
  {
    "startMs": 1146470,
    "text": "use a smaller model for a small task"
  },
  {
    "startMs": 1146480,
    "text": "use a smaller model for a small task that it's very, very good at. And right"
  },
  {
    "startMs": 1148630,
    "text": "that it's very, very good at. And right"
  },
  {
    "startMs": 1148640,
    "text": "that it's very, very good at. And right now, we've sort of all been trained that"
  },
  {
    "startMs": 1150470,
    "text": "now, we've sort of all been trained that"
  },
  {
    "startMs": 1150480,
    "text": "now, we've sort of all been trained that you write your agent and then you just"
  },
  {
    "startMs": 1151909,
    "text": "you write your agent and then you just"
  },
  {
    "startMs": 1151919,
    "text": "you write your agent and then you just swap out models willy-nilly and you kind"
  },
  {
    "startMs": 1154070,
    "text": "swap out models willy-nilly and you kind"
  },
  {
    "startMs": 1154080,
    "text": "swap out models willy-nilly and you kind of hope for the best. That goes against"
  },
  {
    "startMs": 1155830,
    "text": "of hope for the best. That goes against"
  },
  {
    "startMs": 1155840,
    "text": "of hope for the best. That goes against one of our fundamental principles, which"
  },
  {
    "startMs": 1157350,
    "text": "one of our fundamental principles, which"
  },
  {
    "startMs": 1157360,
    "text": "one of our fundamental principles, which is efficacy. We need high efficacy. And"
  },
  {
    "startMs": 1160070,
    "text": "is efficacy. We need high efficacy. And"
  },
  {
    "startMs": 1160080,
    "text": "is efficacy. We need high efficacy. And so it is almost always better to pin a"
  },
  {
    "startMs": 1163270,
    "text": "so it is almost always better to pin a"
  },
  {
    "startMs": 1163280,
    "text": "so it is almost always better to pin a very specific model running at a"
  },
  {
    "startMs": 1165029,
    "text": "very specific model running at a"
  },
  {
    "startMs": 1165039,
    "text": "very specific model running at a specific quant by a specific pro"
  },
  {
    "startMs": 1167029,
    "text": "specific quant by a specific pro"
  },
  {
    "startMs": 1167039,
    "text": "specific quant by a specific pro provider to your agent."
  },
  {
    "startMs": 1170710,
    "text": "provider to your agent."
  },
  {
    "startMs": 1170720,
    "text": "provider to your agent. Next are prompts. Prompts are what they"
  },
  {
    "startMs": 1172549,
    "text": "Next are prompts. Prompts are what they"
  },
  {
    "startMs": 1172559,
    "text": "Next are prompts. Prompts are what they sound like. These are the system"
  },
  {
    "startMs": 1173590,
    "text": "sound like. These are the system"
  },
  {
    "startMs": 1173600,
    "text": "sound like. These are the system prompts. But interestingly, they own one"
  },
  {
    "startMs": 1176230,
    "text": "prompts. But interestingly, they own one"
  },
  {
    "startMs": 1176240,
    "text": "prompts. But interestingly, they own one side of the conversation. So"
  },
  {
    "startMs": 1177909,
    "text": "side of the conversation. So"
  },
  {
    "startMs": 1177919,
    "text": "side of the conversation. So conversations for agents are basically"
  },
  {
    "startMs": 1180470,
    "text": "conversations for agents are basically"
  },
  {
    "startMs": 1180480,
    "text": "conversations for agents are basically always two-sided. You have the assistant"
  },
  {
    "startMs": 1181990,
    "text": "always two-sided. You have the assistant"
  },
  {
    "startMs": 1182000,
    "text": "always two-sided. You have the assistant and you have the user. And in this case,"
  },
  {
    "startMs": 1184390,
    "text": "and you have the user. And in this case,"
  },
  {
    "startMs": 1184400,
    "text": "and you have the user. And in this case, the prompt is owning one side of that"
  },
  {
    "startMs": 1187029,
    "text": "the prompt is owning one side of that"
  },
  {
    "startMs": 1187039,
    "text": "the prompt is owning one side of that conversation. And another interesting"
  },
  {
    "startMs": 1189029,
    "text": "conversation. And another interesting"
  },
  {
    "startMs": 1189039,
    "text": "conversation. And another interesting thing you can do is you can include"
  },
  {
    "startMs": 1191270,
    "text": "thing you can do is you can include"
  },
  {
    "startMs": 1191280,
    "text": "thing you can do is you can include prompts inside of other prompts. They"
  },
  {
    "startMs": 1193430,
    "text": "prompts inside of other prompts. They"
  },
  {
    "startMs": 1193440,
    "text": "prompts inside of other prompts. They are effectively rendered at runtime. So"
  },
  {
    "startMs": 1196310,
    "text": "are effectively rendered at runtime. So"
  },
  {
    "startMs": 1196320,
    "text": "are effectively rendered at runtime. So if you have environment variables that"
  },
  {
    "startMs": 1198310,
    "text": "if you have environment variables that"
  },
  {
    "startMs": 1198320,
    "text": "if you have environment variables that are public or things like that that you"
  },
  {
    "startMs": 1199750,
    "text": "are public or things like that that you"
  },
  {
    "startMs": 1199760,
    "text": "are public or things like that that you want to get written into the prompt at"
  },
  {
    "startMs": 1201909,
    "text": "want to get written into the prompt at"
  },
  {
    "startMs": 1201919,
    "text": "want to get written into the prompt at runtime, that is completely possible. Or"
  },
  {
    "startMs": 1205430,
    "text": "runtime, that is completely possible. Or"
  },
  {
    "startMs": 1205440,
    "text": "runtime, that is completely possible. Or perhaps you have something like a tone"
  },
  {
    "startMs": 1207430,
    "text": "perhaps you have something like a tone"
  },
  {
    "startMs": 1207440,
    "text": "perhaps you have something like a tone prompt where you have got lots of"
  },
  {
    "startMs": 1209270,
    "text": "prompt where you have got lots of"
  },
  {
    "startMs": 1209280,
    "text": "prompt where you have got lots of different sub aents and all those sub"
  },
  {
    "startMs": 1210710,
    "text": "different sub aents and all those sub"
  },
  {
    "startMs": 1210720,
    "text": "different sub aents and all those sub aents need to speak to users in a"
  },
  {
    "startMs": 1212710,
    "text": "aents need to speak to users in a"
  },
  {
    "startMs": 1212720,
    "text": "aents need to speak to users in a particular way. That's not a problem."
  },
  {
    "startMs": 1214470,
    "text": "particular way. That's not a problem."
  },
  {
    "startMs": 1214480,
    "text": "particular way. That's not a problem. you can just make that happen uh by"
  },
  {
    "startMs": 1216870,
    "text": "you can just make that happen uh by"
  },
  {
    "startMs": 1216880,
    "text": "you can just make that happen uh by including a singular prompt in all of"
  },
  {
    "startMs": 1219029,
    "text": "including a singular prompt in all of"
  },
  {
    "startMs": 1219039,
    "text": "including a singular prompt in all of them that says hey you're going to speak"
  },
  {
    "startMs": 1220950,
    "text": "them that says hey you're going to speak"
  },
  {
    "startMs": 1220960,
    "text": "them that says hey you're going to speak this way."
  },
  {
    "startMs": 1222710,
    "text": "this way."
  },
  {
    "startMs": 1222720,
    "text": "this way. Now tools are basically one of three"
  },
  {
    "startMs": 1225510,
    "text": "Now tools are basically one of three"
  },
  {
    "startMs": 1225520,
    "text": "Now tools are basically one of three kinds. You either have a function where"
  },
  {
    "startMs": 1227590,
    "text": "kinds. You either have a function where"
  },
  {
    "startMs": 1227600,
    "text": "kinds. You either have a function where you actually run some code in Typescript"
  },
  {
    "startMs": 1230230,
    "text": "you actually run some code in Typescript"
  },
  {
    "startMs": 1230240,
    "text": "you actually run some code in Typescript or it's a prompt. So this is really"
  },
  {
    "startMs": 1232230,
    "text": "or it's a prompt. So this is really"
  },
  {
    "startMs": 1232240,
    "text": "or it's a prompt. So this is really useful when you need to perform a little"
  },
  {
    "startMs": 1233990,
    "text": "useful when you need to perform a little"
  },
  {
    "startMs": 1234000,
    "text": "useful when you need to perform a little bit of inference somewhere else like I"
  },
  {
    "startMs": 1235830,
    "text": "bit of inference somewhere else like I"
  },
  {
    "startMs": 1235840,
    "text": "bit of inference somewhere else like I need to just use nano banana to produce"
  },
  {
    "startMs": 1238470,
    "text": "need to just use nano banana to produce"
  },
  {
    "startMs": 1238480,
    "text": "need to just use nano banana to produce an image but I don't need a full sub"
  },
  {
    "startMs": 1240149,
    "text": "an image but I don't need a full sub"
  },
  {
    "startMs": 1240159,
    "text": "an image but I don't need a full sub aent to do that. um or this one model is"
  },
  {
    "startMs": 1243029,
    "text": "aent to do that. um or this one model is"
  },
  {
    "startMs": 1243039,
    "text": "aent to do that. um or this one model is actually better than my primary model at"
  },
  {
    "startMs": 1245270,
    "text": "actually better than my primary model at"
  },
  {
    "startMs": 1245280,
    "text": "actually better than my primary model at sounding like a human. So, one of my"
  },
  {
    "startMs": 1247190,
    "text": "sounding like a human. So, one of my"
  },
  {
    "startMs": 1247200,
    "text": "sounding like a human. So, one of my tools is actually a prompt. It's just a"
  },
  {
    "startMs": 1248950,
    "text": "tools is actually a prompt. It's just a"
  },
  {
    "startMs": 1248960,
    "text": "tools is actually a prompt. It's just a subprompt, not a sub aent. And then the"
  },
  {
    "startMs": 1250950,
    "text": "subprompt, not a sub aent. And then the"
  },
  {
    "startMs": 1250960,
    "text": "subprompt, not a sub aent. And then the third type of tool is an entire agent, a"
  },
  {
    "startMs": 1253270,
    "text": "third type of tool is an entire agent, a"
  },
  {
    "startMs": 1253280,
    "text": "third type of tool is an entire agent, a whole sub agent. So, I can call an agent"
  },
  {
    "startMs": 1257110,
    "text": "whole sub agent. So, I can call an agent"
  },
  {
    "startMs": 1257120,
    "text": "whole sub agent. So, I can call an agent as a tool and it will just work. This is"
  },
  {
    "startMs": 1259669,
    "text": "as a tool and it will just work. This is"
  },
  {
    "startMs": 1259679,
    "text": "as a tool and it will just work. This is all part of the specification."
  },
  {
    "startMs": 1261909,
    "text": "all part of the specification."
  },
  {
    "startMs": 1261919,
    "text": "all part of the specification. Now, remember I said that all"
  },
  {
    "startMs": 1263350,
    "text": "Now, remember I said that all"
  },
  {
    "startMs": 1263360,
    "text": "Now, remember I said that all conversations in AI have two sides, side"
  },
  {
    "startMs": 1265430,
    "text": "conversations in AI have two sides, side"
  },
  {
    "startMs": 1265440,
    "text": "conversations in AI have two sides, side A and side B. And there's a bunch of"
  },
  {
    "startMs": 1266870,
    "text": "A and side B. And there's a bunch of"
  },
  {
    "startMs": 1266880,
    "text": "A and side B. And there's a bunch of different ways according to the spec"
  },
  {
    "startMs": 1268310,
    "text": "different ways according to the spec"
  },
  {
    "startMs": 1268320,
    "text": "different ways according to the spec that you can mix and match these. The"
  },
  {
    "startMs": 1269909,
    "text": "that you can mix and match these. The"
  },
  {
    "startMs": 1269919,
    "text": "that you can mix and match these. The one we're the most familiar with is a"
  },
  {
    "startMs": 1272230,
    "text": "one we're the most familiar with is a"
  },
  {
    "startMs": 1272240,
    "text": "one we're the most familiar with is a prompt speaking to a human. In other"
  },
  {
    "startMs": 1274149,
    "text": "prompt speaking to a human. In other"
  },
  {
    "startMs": 1274159,
    "text": "prompt speaking to a human. In other words, you have an AI talking to a"
  },
  {
    "startMs": 1275830,
    "text": "words, you have an AI talking to a"
  },
  {
    "startMs": 1275840,
    "text": "words, you have an AI talking to a human. This is like chat GBT. But you"
  },
  {
    "startMs": 1277990,
    "text": "human. This is like chat GBT. But you"
  },
  {
    "startMs": 1278000,
    "text": "human. This is like chat GBT. But you can also have two AIs speaking to each"
  },
  {
    "startMs": 1280630,
    "text": "can also have two AIs speaking to each"
  },
  {
    "startMs": 1280640,
    "text": "can also have two AIs speaking to each other. Where side A and side B are"
  },
  {
    "startMs": 1283110,
    "text": "other. Where side A and side B are"
  },
  {
    "startMs": 1283120,
    "text": "other. Where side A and side B are actually both AI and side A is, you"
  },
  {
    "startMs": 1287110,
    "text": "actually both AI and side A is, you"
  },
  {
    "startMs": 1287120,
    "text": "actually both AI and side A is, you know, writing thinking it's speaking to"
  },
  {
    "startMs": 1288870,
    "text": "know, writing thinking it's speaking to"
  },
  {
    "startMs": 1288880,
    "text": "know, writing thinking it's speaking to a human and side B is writing thinking"
  },
  {
    "startMs": 1290710,
    "text": "a human and side B is writing thinking"
  },
  {
    "startMs": 1290720,
    "text": "a human and side B is writing thinking it's speaking to a human and they're"
  },
  {
    "startMs": 1292149,
    "text": "it's speaking to a human and they're"
  },
  {
    "startMs": 1292159,
    "text": "it's speaking to a human and they're both performing the operation together."
  },
  {
    "startMs": 1294710,
    "text": "both performing the operation together."
  },
  {
    "startMs": 1294720,
    "text": "both performing the operation together. Now, this works wonderfully as built-in"
  },
  {
    "startMs": 1297909,
    "text": "Now, this works wonderfully as built-in"
  },
  {
    "startMs": 1297919,
    "text": "Now, this works wonderfully as built-in eval built-in QA. I ask, you know, side"
  },
  {
    "startMs": 1300870,
    "text": "eval built-in QA. I ask, you know, side"
  },
  {
    "startMs": 1300880,
    "text": "eval built-in QA. I ask, you know, side A to to generate some kind of asset. It"
  },
  {
    "startMs": 1303270,
    "text": "A to to generate some kind of asset. It"
  },
  {
    "startMs": 1303280,
    "text": "A to to generate some kind of asset. It produces an image, let's say, and and"
  },
  {
    "startMs": 1304789,
    "text": "produces an image, let's say, and and"
  },
  {
    "startMs": 1304799,
    "text": "produces an image, let's say, and and there's a watermark on it. It thinks it"
  },
  {
    "startMs": 1306789,
    "text": "there's a watermark on it. It thinks it"
  },
  {
    "startMs": 1306799,
    "text": "there's a watermark on it. It thinks it looks great. So, it passes it to side B."
  },
  {
    "startMs": 1308789,
    "text": "looks great. So, it passes it to side B."
  },
  {
    "startMs": 1308799,
    "text": "looks great. So, it passes it to side B. Side B looks at that and says, \"Hey,"
  },
  {
    "startMs": 1310390,
    "text": "Side B looks at that and says, \"Hey,"
  },
  {
    "startMs": 1310400,
    "text": "Side B looks at that and says, \"Hey, there's a watermark on there. What are"
  },
  {
    "startMs": 1311590,
    "text": "there's a watermark on there. What are"
  },
  {
    "startMs": 1311600,
    "text": "there's a watermark on there. What are you doing?\" Side A says, \"Oh my"
  },
  {
    "startMs": 1312789,
    "text": "you doing?\" Side A says, \"Oh my"
  },
  {
    "startMs": 1312799,
    "text": "you doing?\" Side A says, \"Oh my goodness, I'm so sorry about that."
  },
  {
    "startMs": 1313909,
    "text": "goodness, I'm so sorry about that."
  },
  {
    "startMs": 1313919,
    "text": "goodness, I'm so sorry about that. You're absolutely right.\" And then it"
  },
  {
    "startMs": 1315909,
    "text": "You're absolutely right.\" And then it"
  },
  {
    "startMs": 1315919,
    "text": "You're absolutely right.\" And then it regenerates it. So, those work really"
  },
  {
    "startMs": 1318630,
    "text": "regenerates it. So, those work really"
  },
  {
    "startMs": 1318640,
    "text": "regenerates it. So, those work really great for built-in uh evalu."
  },
  {
    "startMs": 1321830,
    "text": "great for built-in uh evalu."
  },
  {
    "startMs": 1321840,
    "text": "great for built-in uh evalu. And then we have a handler. A handler is"
  },
  {
    "startMs": 1325270,
    "text": "And then we have a handler. A handler is"
  },
  {
    "startMs": 1325280,
    "text": "And then we have a handler. A handler is basically just code. So the simplest"
  },
  {
    "startMs": 1327190,
    "text": "basically just code. So the simplest"
  },
  {
    "startMs": 1327200,
    "text": "basically just code. So the simplest form you could imagine a piece of code"
  },
  {
    "startMs": 1329350,
    "text": "form you could imagine a piece of code"
  },
  {
    "startMs": 1329360,
    "text": "form you could imagine a piece of code runs on one side that just says continue"
  },
  {
    "startMs": 1331430,
    "text": "runs on one side that just says continue"
  },
  {
    "startMs": 1331440,
    "text": "runs on one side that just says continue and you type something to it and it says"
  },
  {
    "startMs": 1332950,
    "text": "and you type something to it and it says"
  },
  {
    "startMs": 1332960,
    "text": "and you type something to it and it says continue. You type something says"
  },
  {
    "startMs": 1334789,
    "text": "continue. You type something says"
  },
  {
    "startMs": 1334799,
    "text": "continue. You type something says continue. So in that case you could"
  },
  {
    "startMs": 1336470,
    "text": "continue. So in that case you could"
  },
  {
    "startMs": 1336480,
    "text": "continue. So in that case you could actually create an agent with no AI"
  },
  {
    "startMs": 1338230,
    "text": "actually create an agent with no AI"
  },
  {
    "startMs": 1338240,
    "text": "actually create an agent with no AI involved at all where you have"
  },
  {
    "startMs": 1339430,
    "text": "involved at all where you have"
  },
  {
    "startMs": 1339440,
    "text": "involved at all where you have deterministic code speaking to a human."
  },
  {
    "startMs": 1341669,
    "text": "deterministic code speaking to a human."
  },
  {
    "startMs": 1341679,
    "text": "deterministic code speaking to a human. That's fine within our spec. And then uh"
  },
  {
    "startMs": 1344710,
    "text": "That's fine within our spec. And then uh"
  },
  {
    "startMs": 1344720,
    "text": "That's fine within our spec. And then uh ultimately you could have an a prompt"
  },
  {
    "startMs": 1346789,
    "text": "ultimately you could have an a prompt"
  },
  {
    "startMs": 1346799,
    "text": "ultimately you could have an a prompt and a human talking to each other where"
  },
  {
    "startMs": 1348789,
    "text": "and a human talking to each other where"
  },
  {
    "startMs": 1348799,
    "text": "and a human talking to each other where one of them is actually a sub agent."
  },
  {
    "startMs": 1351830,
    "text": "one of them is actually a sub agent."
  },
  {
    "startMs": 1351840,
    "text": "one of them is actually a sub agent. This gets a little bit confusing but"
  },
  {
    "startMs": 1353750,
    "text": "This gets a little bit confusing but"
  },
  {
    "startMs": 1353760,
    "text": "This gets a little bit confusing but rest assured your coding agent will"
  },
  {
    "startMs": 1355750,
    "text": "rest assured your coding agent will"
  },
  {
    "startMs": 1355760,
    "text": "rest assured your coding agent will figure out when you need to use these."
  },
  {
    "startMs": 1357830,
    "text": "figure out when you need to use these."
  },
  {
    "startMs": 1357840,
    "text": "figure out when you need to use these. So handlers here's an example of a"
  },
  {
    "startMs": 1359590,
    "text": "So handlers here's an example of a"
  },
  {
    "startMs": 1359600,
    "text": "So handlers here's an example of a handler. In this particular case the"
  },
  {
    "startMs": 1361029,
    "text": "handler. In this particular case the"
  },
  {
    "startMs": 1361039,
    "text": "handler. In this particular case the handler is speaking uh deterministically"
  },
  {
    "startMs": 1363750,
    "text": "handler is speaking uh deterministically"
  },
  {
    "startMs": 1363760,
    "text": "handler is speaking uh deterministically back to a human or even to an AI. In"
  },
  {
    "startMs": 1367029,
    "text": "back to a human or even to an AI. In"
  },
  {
    "startMs": 1367039,
    "text": "back to a human or even to an AI. In this case we have uh two agents speaking"
  },
  {
    "startMs": 1369350,
    "text": "this case we have uh two agents speaking"
  },
  {
    "startMs": 1369360,
    "text": "this case we have uh two agents speaking to each other. So you have a side A and"
  },
  {
    "startMs": 1371190,
    "text": "to each other. So you have a side A and"
  },
  {
    "startMs": 1371200,
    "text": "to each other. So you have a side A and a side B. And here you can see that"
  },
  {
    "startMs": 1372870,
    "text": "a side B. And here you can see that"
  },
  {
    "startMs": 1372880,
    "text": "a side B. And here you can see that we're defining which prompt each side"
  },
  {
    "startMs": 1375270,
    "text": "we're defining which prompt each side"
  },
  {
    "startMs": 1375280,
    "text": "we're defining which prompt each side has. So we have the asset worker and"
  },
  {
    "startMs": 1377029,
    "text": "has. So we have the asset worker and"
  },
  {
    "startMs": 1377039,
    "text": "has. So we have the asset worker and then the asset reviewer side of the"
  },
  {
    "startMs": 1379110,
    "text": "then the asset reviewer side of the"
  },
  {
    "startMs": 1379120,
    "text": "then the asset reviewer side of the conversation."
  },
  {
    "startMs": 1381190,
    "text": "conversation."
  },
  {
    "startMs": 1381200,
    "text": "conversation. Now sub aents sub aents are exactly what"
  },
  {
    "startMs": 1385110,
    "text": "Now sub aents sub aents are exactly what"
  },
  {
    "startMs": 1385120,
    "text": "Now sub aents sub aents are exactly what they sound like. They are entire agents"
  },
  {
    "startMs": 1387350,
    "text": "they sound like. They are entire agents"
  },
  {
    "startMs": 1387360,
    "text": "they sound like. They are entire agents with their own side A and side B. And"
  },
  {
    "startMs": 1390549,
    "text": "with their own side A and side B. And"
  },
  {
    "startMs": 1390559,
    "text": "with their own side A and side B. And here you can see that we have the"
  },
  {
    "startMs": 1391990,
    "text": "here you can see that we have the"
  },
  {
    "startMs": 1392000,
    "text": "here you can see that we have the calendar agent and in this case we have"
  },
  {
    "startMs": 1394070,
    "text": "calendar agent and in this case we have"
  },
  {
    "startMs": 1394080,
    "text": "calendar agent and in this case we have two instances of the same agent. A one"
  },
  {
    "startMs": 1396870,
    "text": "two instances of the same agent. A one"
  },
  {
    "startMs": 1396880,
    "text": "two instances of the same agent. A one is a work calendar and one is personal"
  },
  {
    "startMs": 1398470,
    "text": "is a work calendar and one is personal"
  },
  {
    "startMs": 1398480,
    "text": "is a work calendar and one is personal calendar but ultimately they have the"
  },
  {
    "startMs": 1400710,
    "text": "calendar but ultimately they have the"
  },
  {
    "startMs": 1400720,
    "text": "calendar but ultimately they have the same agent backing both of them the same"
  },
  {
    "startMs": 1403270,
    "text": "same agent backing both of them the same"
  },
  {
    "startMs": 1403280,
    "text": "same agent backing both of them the same prompt the calendar agent."
  },
  {
    "startMs": 1406549,
    "text": "prompt the calendar agent."
  },
  {
    "startMs": 1406559,
    "text": "prompt the calendar agent. Now parent hooks are a fascinating"
  },
  {
    "startMs": 1409669,
    "text": "Now parent hooks are a fascinating"
  },
  {
    "startMs": 1409679,
    "text": "Now parent hooks are a fascinating concept in the specification. They allow"
  },
  {
    "startMs": 1412070,
    "text": "concept in the specification. They allow"
  },
  {
    "startMs": 1412080,
    "text": "concept in the specification. They allow a child sub agent to get installed under"
  },
  {
    "startMs": 1414789,
    "text": "a child sub agent to get installed under"
  },
  {
    "startMs": 1414799,
    "text": "a child sub agent to get installed under a parent and when they get installed"
  },
  {
    "startMs": 1417029,
    "text": "a parent and when they get installed"
  },
  {
    "startMs": 1417039,
    "text": "a parent and when they get installed they automatically expose and modify the"
  },
  {
    "startMs": 1419590,
    "text": "they automatically expose and modify the"
  },
  {
    "startMs": 1419600,
    "text": "they automatically expose and modify the hooks of the parent. This allows a"
  },
  {
    "startMs": 1422789,
    "text": "hooks of the parent. This allows a"
  },
  {
    "startMs": 1422799,
    "text": "hooks of the parent. This allows a composition without having to do any"
  },
  {
    "startMs": 1425110,
    "text": "composition without having to do any"
  },
  {
    "startMs": 1425120,
    "text": "composition without having to do any additional configuration or telling the"
  },
  {
    "startMs": 1427190,
    "text": "additional configuration or telling the"
  },
  {
    "startMs": 1427200,
    "text": "additional configuration or telling the parent prompt, hey, by the way, you have"
  },
  {
    "startMs": 1429190,
    "text": "parent prompt, hey, by the way, you have"
  },
  {
    "startMs": 1429200,
    "text": "parent prompt, hey, by the way, you have this subprompt that does something. No,"
  },
  {
    "startMs": 1431190,
    "text": "this subprompt that does something. No,"
  },
  {
    "startMs": 1431200,
    "text": "this subprompt that does something. No, not necessary. Just installing the Gmail"
  },
  {
    "startMs": 1433909,
    "text": "not necessary. Just installing the Gmail"
  },
  {
    "startMs": 1433919,
    "text": "not necessary. Just installing the Gmail agent, for example, automatically can"
  },
  {
    "startMs": 1436230,
    "text": "agent, for example, automatically can"
  },
  {
    "startMs": 1436240,
    "text": "agent, for example, automatically can let the parent know how to use it. Hooks"
  },
  {
    "startMs": 1440390,
    "text": "let the parent know how to use it. Hooks"
  },
  {
    "startMs": 1440400,
    "text": "let the parent know how to use it. Hooks are what they sound like. They are"
  },
  {
    "startMs": 1441669,
    "text": "are what they sound like. They are"
  },
  {
    "startMs": 1441679,
    "text": "are what they sound like. They are deterministic events, stuff like filter"
  },
  {
    "startMs": 1443830,
    "text": "deterministic events, stuff like filter"
  },
  {
    "startMs": 1443840,
    "text": "deterministic events, stuff like filter messages, before tool call, after update"
  },
  {
    "startMs": 1446549,
    "text": "messages, before tool call, after update"
  },
  {
    "startMs": 1446559,
    "text": "messages, before tool call, after update message that run at very specific"
  },
  {
    "startMs": 1448710,
    "text": "message that run at very specific"
  },
  {
    "startMs": 1448720,
    "text": "message that run at very specific moments in time throughout the life"
  },
  {
    "startMs": 1450710,
    "text": "moments in time throughout the life"
  },
  {
    "startMs": 1450720,
    "text": "moments in time throughout the life cycle of the agent running. And these"
  },
  {
    "startMs": 1452390,
    "text": "cycle of the agent running. And these"
  },
  {
    "startMs": 1452400,
    "text": "cycle of the agent running. And these are all defined in the specification."
  },
  {
    "startMs": 1454630,
    "text": "are all defined in the specification."
  },
  {
    "startMs": 1454640,
    "text": "are all defined in the specification. Effects are basically scheduled code."
  },
  {
    "startMs": 1457669,
    "text": "Effects are basically scheduled code."
  },
  {
    "startMs": 1457679,
    "text": "Effects are basically scheduled code. You write a chunk of code that needs to"
  },
  {
    "startMs": 1459830,
    "text": "You write a chunk of code that needs to"
  },
  {
    "startMs": 1459840,
    "text": "You write a chunk of code that needs to occur at some other point. This could be"
  },
  {
    "startMs": 1462710,
    "text": "occur at some other point. This could be"
  },
  {
    "startMs": 1462720,
    "text": "occur at some other point. This could be something simple like an alarm clock."
  },
  {
    "startMs": 1464470,
    "text": "something simple like an alarm clock."
  },
  {
    "startMs": 1464480,
    "text": "something simple like an alarm clock. You could have a define effect for an"
  },
  {
    "startMs": 1466070,
    "text": "You could have a define effect for an"
  },
  {
    "startMs": 1466080,
    "text": "You could have a define effect for an alarm clock or you could define an"
  },
  {
    "startMs": 1467830,
    "text": "alarm clock or you could define an"
  },
  {
    "startMs": 1467840,
    "text": "alarm clock or you could define an effect to uh send an email. And when you"
  },
  {
    "startMs": 1470630,
    "text": "effect to uh send an email. And when you"
  },
  {
    "startMs": 1470640,
    "text": "effect to uh send an email. And when you define this effect, you can then"
  },
  {
    "startMs": 1472149,
    "text": "define this effect, you can then"
  },
  {
    "startMs": 1472159,
    "text": "define this effect, you can then schedule it to occur at some other time."
  },
  {
    "startMs": 1474870,
    "text": "schedule it to occur at some other time."
  },
  {
    "startMs": 1474880,
    "text": "schedule it to occur at some other time. Obviously, you are often going to"
  },
  {
    "startMs": 1476710,
    "text": "Obviously, you are often going to"
  },
  {
    "startMs": 1476720,
    "text": "Obviously, you are often going to schedule the effect inside of a tool"
  },
  {
    "startMs": 1478390,
    "text": "schedule the effect inside of a tool"
  },
  {
    "startMs": 1478400,
    "text": "schedule the effect inside of a tool call. So you could have a tool call that"
  },
  {
    "startMs": 1480230,
    "text": "call. So you could have a tool call that"
  },
  {
    "startMs": 1480240,
    "text": "call. So you could have a tool call that schedules an effect to happen at some"
  },
  {
    "startMs": 1481510,
    "text": "schedules an effect to happen at some"
  },
  {
    "startMs": 1481520,
    "text": "schedules an effect to happen at some point in the future. This is effectively"
  },
  {
    "startMs": 1483269,
    "text": "point in the future. This is effectively"
  },
  {
    "startMs": 1483279,
    "text": "point in the future. This is effectively like if I'm talking to Grockbot and I"
  },
  {
    "startMs": 1484870,
    "text": "like if I'm talking to Grockbot and I"
  },
  {
    "startMs": 1484880,
    "text": "like if I'm talking to Grockbot and I say, \"Hey, please, you know, don't don't"
  },
  {
    "startMs": 1487110,
    "text": "say, \"Hey, please, you know, don't don't"
  },
  {
    "startMs": 1487120,
    "text": "say, \"Hey, please, you know, don't don't let me forget my my kids piano recital"
  },
  {
    "startMs": 1489269,
    "text": "let me forget my my kids piano recital"
  },
  {
    "startMs": 1489279,
    "text": "let me forget my my kids piano recital tomorrow.\" Okay, great. No problem. It's"
  },
  {
    "startMs": 1491590,
    "text": "tomorrow.\" Okay, great. No problem. It's"
  },
  {
    "startMs": 1491600,
    "text": "tomorrow.\" Okay, great. No problem. It's going to then set some sort of a"
  },
  {
    "startMs": 1493110,
    "text": "going to then set some sort of a"
  },
  {
    "startMs": 1493120,
    "text": "going to then set some sort of a reminder to to trigger. This is how a"
  },
  {
    "startMs": 1496070,
    "text": "reminder to to trigger. This is how a"
  },
  {
    "startMs": 1496080,
    "text": "reminder to to trigger. This is how a tool would be able to do something like"
  },
  {
    "startMs": 1497510,
    "text": "tool would be able to do something like"
  },
  {
    "startMs": 1497520,
    "text": "tool would be able to do something like that within the specification. You have"
  },
  {
    "startMs": 1500149,
    "text": "that within the specification. You have"
  },
  {
    "startMs": 1500159,
    "text": "that within the specification. You have an effect that you define and then later"
  },
  {
    "startMs": 1502149,
    "text": "an effect that you define and then later"
  },
  {
    "startMs": 1502159,
    "text": "an effect that you define and then later you schedule it to occur at some point"
  },
  {
    "startMs": 1503909,
    "text": "you schedule it to occur at some point"
  },
  {
    "startMs": 1503919,
    "text": "you schedule it to occur at some point in the future. Now every thread"
  },
  {
    "startMs": 1507990,
    "text": "in the future. Now every thread"
  },
  {
    "startMs": 1508000,
    "text": "in the future. Now every thread according to the specification is a full"
  },
  {
    "startMs": 1510230,
    "text": "according to the specification is a full"
  },
  {
    "startMs": 1510240,
    "text": "according to the specification is a full little environment. You could think"
  },
  {
    "startMs": 1511269,
    "text": "little environment. You could think"
  },
  {
    "startMs": 1511279,
    "text": "little environment. You could think about each one like a little sandbox. It"
  },
  {
    "startMs": 1513590,
    "text": "about each one like a little sandbox. It"
  },
  {
    "startMs": 1513600,
    "text": "about each one like a little sandbox. It has its own messages and and everything"
  },
  {
    "startMs": 1515909,
    "text": "has its own messages and and everything"
  },
  {
    "startMs": 1515919,
    "text": "has its own messages and and everything to do with its messages stored there."
  },
  {
    "startMs": 1517350,
    "text": "to do with its messages stored there."
  },
  {
    "startMs": 1517360,
    "text": "to do with its messages stored there. All of its own tools are stored there."
  },
  {
    "startMs": 1519750,
    "text": "All of its own tools are stored there."
  },
  {
    "startMs": 1519760,
    "text": "All of its own tools are stored there. Its sub aents are stored there. It has"
  },
  {
    "startMs": 1521750,
    "text": "Its sub aents are stored there. It has"
  },
  {
    "startMs": 1521760,
    "text": "Its sub aents are stored there. It has its own KV store. It has its own file"
  },
  {
    "startMs": 1524310,
    "text": "its own KV store. It has its own file"
  },
  {
    "startMs": 1524320,
    "text": "its own KV store. It has its own file system. It even has an ability to write"
  },
  {
    "startMs": 1527669,
    "text": "system. It even has an ability to write"
  },
  {
    "startMs": 1527679,
    "text": "system. It even has an ability to write its own code. and then run that code if"
  },
  {
    "startMs": 1530789,
    "text": "its own code. and then run that code if"
  },
  {
    "startMs": 1530799,
    "text": "its own code. and then run that code if you choose to give it the ability to do"
  },
  {
    "startMs": 1532310,
    "text": "you choose to give it the ability to do"
  },
  {
    "startMs": 1532320,
    "text": "you choose to give it the ability to do that, of course. So, let's take a little"
  },
  {
    "startMs": 1534390,
    "text": "that, of course. So, let's take a little"
  },
  {
    "startMs": 1534400,
    "text": "that, of course. So, let's take a little bit of a look at threads. First, there's"
  },
  {
    "startMs": 1536390,
    "text": "bit of a look at threads. First, there's"
  },
  {
    "startMs": 1536400,
    "text": "bit of a look at threads. First, there's code execution. Here you can see I can"
  },
  {
    "startMs": 1538549,
    "text": "code execution. Here you can see I can"
  },
  {
    "startMs": 1538559,
    "text": "code execution. Here you can see I can write some code. It can be just a text"
  },
  {
    "startMs": 1540230,
    "text": "write some code. It can be just a text"
  },
  {
    "startMs": 1540240,
    "text": "write some code. It can be just a text code. My agent can write some code,"
  },
  {
    "startMs": 1541830,
    "text": "code. My agent can write some code,"
  },
  {
    "startMs": 1541840,
    "text": "code. My agent can write some code, store it to the file system that I just"
  },
  {
    "startMs": 1543190,
    "text": "store it to the file system that I just"
  },
  {
    "startMs": 1543200,
    "text": "store it to the file system that I just told you exists. And then it could read"
  },
  {
    "startMs": 1545190,
    "text": "told you exists. And then it could read"
  },
  {
    "startMs": 1545200,
    "text": "told you exists. And then it could read that code and run it. And then you"
  },
  {
    "startMs": 1548070,
    "text": "that code and run it. And then you"
  },
  {
    "startMs": 1548080,
    "text": "that code and run it. And then you specify exactly what it has access to."
  },
  {
    "startMs": 1550950,
    "text": "specify exactly what it has access to."
  },
  {
    "startMs": 1550960,
    "text": "specify exactly what it has access to. You can even say you don't have access"
  },
  {
    "startMs": 1552870,
    "text": "You can even say you don't have access"
  },
  {
    "startMs": 1552880,
    "text": "You can even say you don't have access to the internet when you run it. That is"
  },
  {
    "startMs": 1555190,
    "text": "to the internet when you run it. That is"
  },
  {
    "startMs": 1555200,
    "text": "to the internet when you run it. That is all part of the specification. Instead,"
  },
  {
    "startMs": 1557830,
    "text": "all part of the specification. Instead,"
  },
  {
    "startMs": 1557840,
    "text": "all part of the specification. Instead, you say, \"These are the things that you"
  },
  {
    "startMs": 1559990,
    "text": "you say, \"These are the things that you"
  },
  {
    "startMs": 1560000,
    "text": "you say, \"These are the things that you can import. These are the things that"
  },
  {
    "startMs": 1561669,
    "text": "can import. These are the things that"
  },
  {
    "startMs": 1561679,
    "text": "can import. These are the things that are allowed.\" And by doing this, you can"
  },
  {
    "startMs": 1563909,
    "text": "are allowed.\" And by doing this, you can"
  },
  {
    "startMs": 1563919,
    "text": "are allowed.\" And by doing this, you can allow agents to have tremendous latitude"
  },
  {
    "startMs": 1567190,
    "text": "allow agents to have tremendous latitude"
  },
  {
    "startMs": 1567200,
    "text": "allow agents to have tremendous latitude to operate within their own ecosystem."
  },
  {
    "startMs": 1569510,
    "text": "to operate within their own ecosystem."
  },
  {
    "startMs": 1569520,
    "text": "to operate within their own ecosystem. You could also write uh an agent to use"
  },
  {
    "startMs": 1571990,
    "text": "You could also write uh an agent to use"
  },
  {
    "startMs": 1572000,
    "text": "You could also write uh an agent to use code mode. The spec is very"
  },
  {
    "startMs": 1574230,
    "text": "code mode. The spec is very"
  },
  {
    "startMs": 1574240,
    "text": "code mode. The spec is very unopinionated about things like that."
  },
  {
    "startMs": 1576070,
    "text": "unopinionated about things like that."
  },
  {
    "startMs": 1576080,
    "text": "unopinionated about things like that. But personally, I use code mode all the"
  },
  {
    "startMs": 1578549,
    "text": "But personally, I use code mode all the"
  },
  {
    "startMs": 1578559,
    "text": "But personally, I use code mode all the time with the standard agent"
  },
  {
    "startMs": 1579830,
    "text": "time with the standard agent"
  },
  {
    "startMs": 1579840,
    "text": "time with the standard agent specification. By doing this, threads"
  },
  {
    "startMs": 1582549,
    "text": "specification. By doing this, threads"
  },
  {
    "startMs": 1582559,
    "text": "specification. By doing this, threads can also use decision models. In this"
  },
  {
    "startMs": 1584310,
    "text": "can also use decision models. In this"
  },
  {
    "startMs": 1584320,
    "text": "can also use decision models. In this case, we're using Typesafe AI's Jev to"
  },
  {
    "startMs": 1586789,
    "text": "case, we're using Typesafe AI's Jev to"
  },
  {
    "startMs": 1586799,
    "text": "case, we're using Typesafe AI's Jev to determine if the customer is being, you"
  },
  {
    "startMs": 1588630,
    "text": "determine if the customer is being, you"
  },
  {
    "startMs": 1588640,
    "text": "determine if the customer is being, you know, is happy or is upset. What's their"
  },
  {
    "startMs": 1590230,
    "text": "know, is happy or is upset. What's their"
  },
  {
    "startMs": 1590240,
    "text": "know, is happy or is upset. What's their sentiment right now? Do we need to"
  },
  {
    "startMs": 1591430,
    "text": "sentiment right now? Do we need to"
  },
  {
    "startMs": 1591440,
    "text": "sentiment right now? Do we need to escalate this to a human? That is part"
  },
  {
    "startMs": 1593669,
    "text": "escalate this to a human? That is part"
  },
  {
    "startMs": 1593679,
    "text": "escalate this to a human? That is part of the runtime in the thread execution."
  },
  {
    "startMs": 1597909,
    "text": "of the runtime in the thread execution."
  },
  {
    "startMs": 1597919,
    "text": "of the runtime in the thread execution. Threads can also expose endpoints. This"
  },
  {
    "startMs": 1600630,
    "text": "Threads can also expose endpoints. This"
  },
  {
    "startMs": 1600640,
    "text": "Threads can also expose endpoints. This is part of the specification. It doesn't"
  },
  {
    "startMs": 1602630,
    "text": "is part of the specification. It doesn't"
  },
  {
    "startMs": 1602640,
    "text": "is part of the specification. It doesn't have to, but a given agent should have"
  },
  {
    "startMs": 1605350,
    "text": "have to, but a given agent should have"
  },
  {
    "startMs": 1605360,
    "text": "have to, but a given agent should have the ability to expose its own endpoints."
  },
  {
    "startMs": 1608549,
    "text": "the ability to expose its own endpoints."
  },
  {
    "startMs": 1608559,
    "text": "the ability to expose its own endpoints. This would allow you to create something"
  },
  {
    "startMs": 1610390,
    "text": "This would allow you to create something"
  },
  {
    "startMs": 1610400,
    "text": "This would allow you to create something like Grockbot that's completely open-"
  },
  {
    "startMs": 1612870,
    "text": "like Grockbot that's completely open-"
  },
  {
    "startMs": 1612880,
    "text": "like Grockbot that's completely open- source where you can host it on your own"
  },
  {
    "startMs": 1615590,
    "text": "source where you can host it on your own"
  },
  {
    "startMs": 1615600,
    "text": "source where you can host it on your own service and it would expose its own ooth"
  },
  {
    "startMs": 1618630,
    "text": "service and it would expose its own ooth"
  },
  {
    "startMs": 1618640,
    "text": "service and it would expose its own ooth endpoints for example or host its own"
  },
  {
    "startMs": 1621430,
    "text": "endpoints for example or host its own"
  },
  {
    "startMs": 1621440,
    "text": "endpoints for example or host its own API. So you could create something uh"
  },
  {
    "startMs": 1623750,
    "text": "API. So you could create something uh"
  },
  {
    "startMs": 1623760,
    "text": "API. So you could create something uh like cloud artifacts"
  },
  {
    "startMs": 1627029,
    "text": "like cloud artifacts"
  },
  {
    "startMs": 1627039,
    "text": "like cloud artifacts and then agents must be able to be"
  },
  {
    "startMs": 1629990,
    "text": "and then agents must be able to be"
  },
  {
    "startMs": 1630000,
    "text": "and then agents must be able to be packed. The idea is you can pack these"
  },
  {
    "startMs": 1632470,
    "text": "packed. The idea is you can pack these"
  },
  {
    "startMs": 1632480,
    "text": "packed. The idea is you can pack these down into something like an npm package"
  },
  {
    "startMs": 1634789,
    "text": "down into something like an npm package"
  },
  {
    "startMs": 1634799,
    "text": "down into something like an npm package or literally an npm package, publish it,"
  },
  {
    "startMs": 1637830,
    "text": "or literally an npm package, publish it,"
  },
  {
    "startMs": 1637840,
    "text": "or literally an npm package, publish it, and anyone can install it, anyone can"
  },
  {
    "startMs": 1640390,
    "text": "and anyone can install it, anyone can"
  },
  {
    "startMs": 1640400,
    "text": "and anyone can install it, anyone can load it, and it just works."
  },
  {
    "startMs": 1644470,
    "text": "load it, and it just works."
  },
  {
    "startMs": 1644480,
    "text": "load it, and it just works. The runtime is the magic behind it just"
  },
  {
    "startMs": 1647190,
    "text": "The runtime is the magic behind it just"
  },
  {
    "startMs": 1647200,
    "text": "The runtime is the magic behind it just working. Of course, once you have an"
  },
  {
    "startMs": 1649110,
    "text": "working. Of course, once you have an"
  },
  {
    "startMs": 1649120,
    "text": "working. Of course, once you have an agent in a runtime, there are explicit"
  },
  {
    "startMs": 1651830,
    "text": "agent in a runtime, there are explicit"
  },
  {
    "startMs": 1651840,
    "text": "agent in a runtime, there are explicit rules in the specification for how it"
  },
  {
    "startMs": 1654070,
    "text": "rules in the specification for how it"
  },
  {
    "startMs": 1654080,
    "text": "rules in the specification for how it needs to run. Now everything is really"
  },
  {
    "startMs": 1656310,
    "text": "needs to run. Now everything is really"
  },
  {
    "startMs": 1656320,
    "text": "needs to run. Now everything is really unopinionated and it never says what"
  },
  {
    "startMs": 1658549,
    "text": "unopinionated and it never says what"
  },
  {
    "startMs": 1658559,
    "text": "unopinionated and it never says what kinds of implementations you need to"
  },
  {
    "startMs": 1660630,
    "text": "kinds of implementations you need to"
  },
  {
    "startMs": 1660640,
    "text": "kinds of implementations you need to have. What it says is how you handle the"
  },
  {
    "startMs": 1664310,
    "text": "have. What it says is how you handle the"
  },
  {
    "startMs": 1664320,
    "text": "have. What it says is how you handle the different runtime states like how do you"
  },
  {
    "startMs": 1666870,
    "text": "different runtime states like how do you"
  },
  {
    "startMs": 1666880,
    "text": "different runtime states like how do you handle a step of the agent, right? How"
  },
  {
    "startMs": 1669669,
    "text": "handle a step of the agent, right? How"
  },
  {
    "startMs": 1669679,
    "text": "handle a step of the agent, right? How do you enforce safety across uh your run"
  },
  {
    "startMs": 1673190,
    "text": "do you enforce safety across uh your run"
  },
  {
    "startMs": 1673200,
    "text": "do you enforce safety across uh your run code? How do you how do you store files?"
  },
  {
    "startMs": 1675909,
    "text": "code? How do you how do you store files?"
  },
  {
    "startMs": 1675919,
    "text": "code? How do you how do you store files? So for example, there is a a basically a"
  },
  {
    "startMs": 1678950,
    "text": "So for example, there is a a basically a"
  },
  {
    "startMs": 1678960,
    "text": "So for example, there is a a basically a thread state readad file. Well, it"
  },
  {
    "startMs": 1681510,
    "text": "thread state readad file. Well, it"
  },
  {
    "startMs": 1681520,
    "text": "thread state readad file. Well, it doesn't say how the file should be read."
  },
  {
    "startMs": 1683430,
    "text": "doesn't say how the file should be read."
  },
  {
    "startMs": 1683440,
    "text": "doesn't say how the file should be read. In our case, we actually host this on"
  },
  {
    "startMs": 1685110,
    "text": "In our case, we actually host this on"
  },
  {
    "startMs": 1685120,
    "text": "In our case, we actually host this on Cloudflare in durable objects and we"
  },
  {
    "startMs": 1687190,
    "text": "Cloudflare in durable objects and we"
  },
  {
    "startMs": 1687200,
    "text": "Cloudflare in durable objects and we implement read file as reading to a"
  },
  {
    "startMs": 1689669,
    "text": "implement read file as reading to a"
  },
  {
    "startMs": 1689679,
    "text": "implement read file as reading to a database. There actually is no file"
  },
  {
    "startMs": 1691029,
    "text": "database. There actually is no file"
  },
  {
    "startMs": 1691039,
    "text": "database. There actually is no file system, but the thread sees there being"
  },
  {
    "startMs": 1693029,
    "text": "system, but the thread sees there being"
  },
  {
    "startMs": 1693039,
    "text": "system, but the thread sees there being a file system there. That is all part of"
  },
  {
    "startMs": 1695190,
    "text": "a file system there. That is all part of"
  },
  {
    "startMs": 1695200,
    "text": "a file system there. That is all part of the runtime contract that is really,"
  },
  {
    "startMs": 1696870,
    "text": "the runtime contract that is really,"
  },
  {
    "startMs": 1696880,
    "text": "the runtime contract that is really, really critical."
  },
  {
    "startMs": 1699190,
    "text": "really critical."
  },
  {
    "startMs": 1699200,
    "text": "really critical. So, in the end, you can build almost any"
  },
  {
    "startMs": 1701830,
    "text": "So, in the end, you can build almost any"
  },
  {
    "startMs": 1701840,
    "text": "So, in the end, you can build almost any agent system you can think of. You could"
  },
  {
    "startMs": 1703590,
    "text": "agent system you can think of. You could"
  },
  {
    "startMs": 1703600,
    "text": "agent system you can think of. You could build really small ones or you could"
  },
  {
    "startMs": 1705350,
    "text": "build really small ones or you could"
  },
  {
    "startMs": 1705360,
    "text": "build really small ones or you could build entire coding agents. So, we"
  },
  {
    "startMs": 1708149,
    "text": "build entire coding agents. So, we"
  },
  {
    "startMs": 1708159,
    "text": "build entire coding agents. So, we actually did this a while ago. We built"
  },
  {
    "startMs": 1709510,
    "text": "actually did this a while ago. We built"
  },
  {
    "startMs": 1709520,
    "text": "actually did this a while ago. We built a full coding agent made up of lots of"
  },
  {
    "startMs": 1711750,
    "text": "a full coding agent made up of lots of"
  },
  {
    "startMs": 1711760,
    "text": "a full coding agent made up of lots of individual tiny little sub aents that"
  },
  {
    "startMs": 1714310,
    "text": "individual tiny little sub aents that"
  },
  {
    "startMs": 1714320,
    "text": "individual tiny little sub aents that were all working together and it worked"
  },
  {
    "startMs": 1716630,
    "text": "were all working together and it worked"
  },
  {
    "startMs": 1716640,
    "text": "were all working together and it worked great. And what was awesome about it is"
  },
  {
    "startMs": 1718630,
    "text": "great. And what was awesome about it is"
  },
  {
    "startMs": 1718640,
    "text": "great. And what was awesome about it is because they were all standard agents,"
  },
  {
    "startMs": 1720230,
    "text": "because they were all standard agents,"
  },
  {
    "startMs": 1720240,
    "text": "because they were all standard agents, we could go and install another standard"
  },
  {
    "startMs": 1722389,
    "text": "we could go and install another standard"
  },
  {
    "startMs": 1722399,
    "text": "we could go and install another standard agent that was out in the ecosystem and"
  },
  {
    "startMs": 1725110,
    "text": "agent that was out in the ecosystem and"
  },
  {
    "startMs": 1725120,
    "text": "agent that was out in the ecosystem and just add them to our coding agent like"
  },
  {
    "startMs": 1727350,
    "text": "just add them to our coding agent like"
  },
  {
    "startMs": 1727360,
    "text": "just add them to our coding agent like you would add skills except these are"
  },
  {
    "startMs": 1729110,
    "text": "you would add skills except these are"
  },
  {
    "startMs": 1729120,
    "text": "you would add skills except these are full agents with their own ability to"
  },
  {
    "startMs": 1731190,
    "text": "full agents with their own ability to"
  },
  {
    "startMs": 1731200,
    "text": "full agents with their own ability to perform execution. But there's one more"
  },
  {
    "startMs": 1733110,
    "text": "perform execution. But there's one more"
  },
  {
    "startMs": 1733120,
    "text": "perform execution. But there's one more thing I want to talk about. We're also"
  },
  {
    "startMs": 1735269,
    "text": "thing I want to talk about. We're also"
  },
  {
    "startMs": 1735279,
    "text": "thing I want to talk about. We're also releasing standard agent builder. This"
  },
  {
    "startMs": 1738310,
    "text": "releasing standard agent builder. This"
  },
  {
    "startMs": 1738320,
    "text": "releasing standard agent builder. This is the first public runtime for the"
  },
  {
    "startMs": 1741029,
    "text": "is the first public runtime for the"
  },
  {
    "startMs": 1741039,
    "text": "is the first public runtime for the standard agent specification. We have"
  },
  {
    "startMs": 1743430,
    "text": "standard agent specification. We have"
  },
  {
    "startMs": 1743440,
    "text": "standard agent specification. We have already been using this in production"
  },
  {
    "startMs": 1745350,
    "text": "already been using this in production"
  },
  {
    "startMs": 1745360,
    "text": "already been using this in production for some time and it's working great."
  },
  {
    "startMs": 1748630,
    "text": "for some time and it's working great."
  },
  {
    "startMs": 1748640,
    "text": "for some time and it's working great. You can clone this literally today onto"
  },
  {
    "startMs": 1751430,
    "text": "You can clone this literally today onto"
  },
  {
    "startMs": 1751440,
    "text": "You can clone this literally today onto your machines and start using it. Then"
  },
  {
    "startMs": 1753909,
    "text": "your machines and start using it. Then"
  },
  {
    "startMs": 1753919,
    "text": "your machines and start using it. Then you just ask your coding agent to create"
  },
  {
    "startMs": 1756630,
    "text": "you just ask your coding agent to create"
  },
  {
    "startMs": 1756640,
    "text": "you just ask your coding agent to create some new agent for you and it will know"
  },
  {
    "startMs": 1759269,
    "text": "some new agent for you and it will know"
  },
  {
    "startMs": 1759279,
    "text": "some new agent for you and it will know exactly how to do that. It knows it does"
  },
  {
    "startMs": 1761430,
    "text": "exactly how to do that. It knows it does"
  },
  {
    "startMs": 1761440,
    "text": "exactly how to do that. It knows it does not need to reinvent every part of the"
  },
  {
    "startMs": 1763029,
    "text": "not need to reinvent every part of the"
  },
  {
    "startMs": 1763039,
    "text": "not need to reinvent every part of the harness, but it knows exactly how to"
  },
  {
    "startMs": 1765110,
    "text": "harness, but it knows exactly how to"
  },
  {
    "startMs": 1765120,
    "text": "harness, but it knows exactly how to define deterministically the pieces and"
  },
  {
    "startMs": 1767669,
    "text": "define deterministically the pieces and"
  },
  {
    "startMs": 1767679,
    "text": "define deterministically the pieces and parts that need to be there. And then"
  },
  {
    "startMs": 1769590,
    "text": "parts that need to be there. And then"
  },
  {
    "startMs": 1769600,
    "text": "parts that need to be there. And then you can run it at anywhere. You can run"
  },
  {
    "startMs": 1771350,
    "text": "you can run it at anywhere. You can run"
  },
  {
    "startMs": 1771360,
    "text": "you can run it at anywhere. You can run it for free locally and if you push it,"
  },
  {
    "startMs": 1773350,
    "text": "it for free locally and if you push it,"
  },
  {
    "startMs": 1773360,
    "text": "it for free locally and if you push it, we have a cloud you can push it to if"
  },
  {
    "startMs": 1774710,
    "text": "we have a cloud you can push it to if"
  },
  {
    "startMs": 1774720,
    "text": "we have a cloud you can push it to if you want to put it in production. But"
  },
  {
    "startMs": 1776230,
    "text": "you want to put it in production. But"
  },
  {
    "startMs": 1776240,
    "text": "you want to put it in production. But again, it's an open specification. You"
  },
  {
    "startMs": 1778310,
    "text": "again, it's an open specification. You"
  },
  {
    "startMs": 1778320,
    "text": "again, it's an open specification. You can just point your coding agent at the"
  },
  {
    "startMs": 1779750,
    "text": "can just point your coding agent at the"
  },
  {
    "startMs": 1779760,
    "text": "can just point your coding agent at the spec and say, \"Build me a runtime for"
  },
  {
    "startMs": 1782070,
    "text": "spec and say, \"Build me a runtime for"
  },
  {
    "startMs": 1782080,
    "text": "spec and say, \"Build me a runtime for this specification.\" We will even host"
  },
  {
    "startMs": 1784389,
    "text": "this specification.\" We will even host"
  },
  {
    "startMs": 1784399,
    "text": "this specification.\" We will even host and put links on the spec site to your"
  },
  {
    "startMs": 1786870,
    "text": "and put links on the spec site to your"
  },
  {
    "startMs": 1786880,
    "text": "and put links on the spec site to your runtime because we really do want this"
  },
  {
    "startMs": 1788710,
    "text": "runtime because we really do want this"
  },
  {
    "startMs": 1788720,
    "text": "runtime because we really do want this to be an open ecosystem. Okay, with all"
  },
  {
    "startMs": 1791510,
    "text": "to be an open ecosystem. Okay, with all"
  },
  {
    "startMs": 1791520,
    "text": "to be an open ecosystem. Okay, with all that, I want to do a little bit of demo"
  },
  {
    "startMs": 1793590,
    "text": "that, I want to do a little bit of demo"
  },
  {
    "startMs": 1793600,
    "text": "that, I want to do a little bit of demo time. Earlier today, I had Claude Code"
  },
  {
    "startMs": 1796950,
    "text": "time. Earlier today, I had Claude Code"
  },
  {
    "startMs": 1796960,
    "text": "time. Earlier today, I had Claude Code create a battery warranty claim. So,"
  },
  {
    "startMs": 1799029,
    "text": "create a battery warranty claim. So,"
  },
  {
    "startMs": 1799039,
    "text": "create a battery warranty claim. So, this is very similar to the HVAC example"
  },
  {
    "startMs": 1800549,
    "text": "this is very similar to the HVAC example"
  },
  {
    "startMs": 1800559,
    "text": "this is very similar to the HVAC example that we were doing. I gave it a full PDF"
  },
  {
    "startMs": 1803909,
    "text": "that we were doing. I gave it a full PDF"
  },
  {
    "startMs": 1803919,
    "text": "that we were doing. I gave it a full PDF of the process that it needed to go"
  },
  {
    "startMs": 1805510,
    "text": "of the process that it needed to go"
  },
  {
    "startMs": 1805520,
    "text": "of the process that it needed to go through. Now, I'm fast forwarding this"
  },
  {
    "startMs": 1807350,
    "text": "through. Now, I'm fast forwarding this"
  },
  {
    "startMs": 1807360,
    "text": "through. Now, I'm fast forwarding this so that way you guys don't have to sit"
  },
  {
    "startMs": 1808389,
    "text": "so that way you guys don't have to sit"
  },
  {
    "startMs": 1808399,
    "text": "so that way you guys don't have to sit here and watch while Opus does its work."
  },
  {
    "startMs": 1810389,
    "text": "here and watch while Opus does its work."
  },
  {
    "startMs": 1810399,
    "text": "here and watch while Opus does its work. But right now it is reading um"
  },
  {
    "startMs": 1813269,
    "text": "But right now it is reading um"
  },
  {
    "startMs": 1813279,
    "text": "But right now it is reading um everything that that PDF defines as part"
  },
  {
    "startMs": 1815190,
    "text": "everything that that PDF defines as part"
  },
  {
    "startMs": 1815200,
    "text": "everything that that PDF defines as part of its process. Then it's going to write"
  },
  {
    "startMs": 1817430,
    "text": "of its process. Then it's going to write"
  },
  {
    "startMs": 1817440,
    "text": "of its process. Then it's going to write specific tools and define specific"
  },
  {
    "startMs": 1819590,
    "text": "specific tools and define specific"
  },
  {
    "startMs": 1819600,
    "text": "specific tools and define specific models in order to fulfill that specific"
  },
  {
    "startMs": 1822710,
    "text": "models in order to fulfill that specific"
  },
  {
    "startMs": 1822720,
    "text": "models in order to fulfill that specific task. And then it's going to write those"
  },
  {
    "startMs": 1825029,
    "text": "task. And then it's going to write those"
  },
  {
    "startMs": 1825039,
    "text": "task. And then it's going to write those in code. And while it's doing this, it"
  },
  {
    "startMs": 1829190,
    "text": "in code. And while it's doing this, it"
  },
  {
    "startMs": 1829200,
    "text": "in code. And while it's doing this, it knows that it the architecture is"
  },
  {
    "startMs": 1831029,
    "text": "knows that it the architecture is"
  },
  {
    "startMs": 1831039,
    "text": "knows that it the architecture is already solved for it. So it can do this"
  },
  {
    "startMs": 1833110,
    "text": "already solved for it. So it can do this"
  },
  {
    "startMs": 1833120,
    "text": "already solved for it. So it can do this way way way faster than you're"
  },
  {
    "startMs": 1834870,
    "text": "way way way faster than you're"
  },
  {
    "startMs": 1834880,
    "text": "way way way faster than you're traditionally used to. Um so you can see"
  },
  {
    "startMs": 1837110,
    "text": "traditionally used to. Um so you can see"
  },
  {
    "startMs": 1837120,
    "text": "traditionally used to. Um so you can see here this is in real time now. So, we"
  },
  {
    "startMs": 1840630,
    "text": "here this is in real time now. So, we"
  },
  {
    "startMs": 1840640,
    "text": "here this is in real time now. So, we fast forwarded. It's now telling me it's"
  },
  {
    "startMs": 1842230,
    "text": "fast forwarded. It's now telling me it's"
  },
  {
    "startMs": 1842240,
    "text": "fast forwarded. It's now telling me it's done. Okay. So, in real time, it took 5"
  },
  {
    "startMs": 1844710,
    "text": "done. Okay. So, in real time, it took 5"
  },
  {
    "startMs": 1844720,
    "text": "done. Okay. So, in real time, it took 5 minutes and 21 seconds in order to"
  },
  {
    "startMs": 1847029,
    "text": "minutes and 21 seconds in order to"
  },
  {
    "startMs": 1847039,
    "text": "minutes and 21 seconds in order to produce this agent. And I want to show"
  },
  {
    "startMs": 1848310,
    "text": "produce this agent. And I want to show"
  },
  {
    "startMs": 1848320,
    "text": "produce this agent. And I want to show you what it actually made in 5 minutes"
  },
  {
    "startMs": 1849830,
    "text": "you what it actually made in 5 minutes"
  },
  {
    "startMs": 1849840,
    "text": "you what it actually made in 5 minutes and 21 seconds. So, this is the file"
  },
  {
    "startMs": 1852149,
    "text": "and 21 seconds. So, this is the file"
  },
  {
    "startMs": 1852159,
    "text": "and 21 seconds. So, this is the file system. Here you can see it created"
  },
  {
    "startMs": 1853830,
    "text": "system. Here you can see it created"
  },
  {
    "startMs": 1853840,
    "text": "system. Here you can see it created these files. So, battery warranty agent"
  },
  {
    "startMs": 1856070,
    "text": "these files. So, battery warranty agent"
  },
  {
    "startMs": 1856080,
    "text": "these files. So, battery warranty agent with prompts and then specific tools."
  },
  {
    "startMs": 1858070,
    "text": "with prompts and then specific tools."
  },
  {
    "startMs": 1858080,
    "text": "with prompts and then specific tools. Check battery, escalate to lead. And"
  },
  {
    "startMs": 1860149,
    "text": "Check battery, escalate to lead. And"
  },
  {
    "startMs": 1860159,
    "text": "Check battery, escalate to lead. And here you can see what the agent itself"
  },
  {
    "startMs": 1862149,
    "text": "here you can see what the agent itself"
  },
  {
    "startMs": 1862159,
    "text": "here you can see what the agent itself looks like. Now, this is a side A is a"
  },
  {
    "startMs": 1864710,
    "text": "looks like. Now, this is a side A is a"
  },
  {
    "startMs": 1864720,
    "text": "looks like. Now, this is a side A is a prompt and side B is a human. Here's the"
  },
  {
    "startMs": 1867430,
    "text": "prompt and side B is a human. Here's the"
  },
  {
    "startMs": 1867440,
    "text": "prompt and side B is a human. Here's the actual prompt that it wrote. Here"
  },
  {
    "startMs": 1872880,
    "text": "is the model. So, it created a model"
  },
  {
    "startMs": 1874549,
    "text": "is the model. So, it created a model"
  },
  {
    "startMs": 1874559,
    "text": "is the model. So, it created a model called warranty, which is Deepseek V4.1"
  },
  {
    "startMs": 1877110,
    "text": "called warranty, which is Deepseek V4.1"
  },
  {
    "startMs": 1877120,
    "text": "called warranty, which is Deepseek V4.1 flash. And in this case, it's also"
  },
  {
    "startMs": 1879909,
    "text": "flash. And in this case, it's also"
  },
  {
    "startMs": 1879919,
    "text": "flash. And in this case, it's also showing uh the here we're looking at the"
  },
  {
    "startMs": 1881909,
    "text": "showing uh the here we're looking at the"
  },
  {
    "startMs": 1881919,
    "text": "showing uh the here we're looking at the tools that it created in order to do its"
  },
  {
    "startMs": 1883590,
    "text": "tools that it created in order to do its"
  },
  {
    "startMs": 1883600,
    "text": "tools that it created in order to do its job. Stuff like offer tradein, check"
  },
  {
    "startMs": 1885590,
    "text": "job. Stuff like offer tradein, check"
  },
  {
    "startMs": 1885600,
    "text": "job. Stuff like offer tradein, check battery, uh report safety issue. All of"
  },
  {
    "startMs": 1888549,
    "text": "battery, uh report safety issue. All of"
  },
  {
    "startMs": 1888559,
    "text": "battery, uh report safety issue. All of those tools are explicit tools just for"
  },
  {
    "startMs": 1891830,
    "text": "those tools are explicit tools just for"
  },
  {
    "startMs": 1891840,
    "text": "those tools are explicit tools just for that process. They are not tools that"
  },
  {
    "startMs": 1893669,
    "text": "that process. They are not tools that"
  },
  {
    "startMs": 1893679,
    "text": "that process. They are not tools that were created in any which way to go"
  },
  {
    "startMs": 1895909,
    "text": "were created in any which way to go"
  },
  {
    "startMs": 1895919,
    "text": "were created in any which way to go check on the latest, you know, politics"
  },
  {
    "startMs": 1897669,
    "text": "check on the latest, you know, politics"
  },
  {
    "startMs": 1897679,
    "text": "check on the latest, you know, politics or anything like that. These can only do"
  },
  {
    "startMs": 1899269,
    "text": "or anything like that. These can only do"
  },
  {
    "startMs": 1899279,
    "text": "or anything like that. These can only do the work that they've been assigned."
  },
  {
    "startMs": 1901029,
    "text": "the work that they've been assigned."
  },
  {
    "startMs": 1901039,
    "text": "the work that they've been assigned. Now, here it is inside of agent builder."
  },
  {
    "startMs": 1903110,
    "text": "Now, here it is inside of agent builder."
  },
  {
    "startMs": 1903120,
    "text": "Now, here it is inside of agent builder. We have our actual battery warranty."
  },
  {
    "startMs": 1905110,
    "text": "We have our actual battery warranty."
  },
  {
    "startMs": 1905120,
    "text": "We have our actual battery warranty. Then we can see all of the threads and"
  },
  {
    "startMs": 1907190,
    "text": "Then we can see all of the threads and"
  },
  {
    "startMs": 1907200,
    "text": "Then we can see all of the threads and this is like the admin view into your"
  },
  {
    "startMs": 1909509,
    "text": "this is like the admin view into your"
  },
  {
    "startMs": 1909519,
    "text": "this is like the admin view into your agent. Now, you can actually interact"
  },
  {
    "startMs": 1911509,
    "text": "agent. Now, you can actually interact"
  },
  {
    "startMs": 1911519,
    "text": "agent. Now, you can actually interact with it directly here, although most of"
  },
  {
    "startMs": 1913029,
    "text": "with it directly here, although most of"
  },
  {
    "startMs": 1913039,
    "text": "with it directly here, although most of your users are not going to be using the"
  },
  {
    "startMs": 1914870,
    "text": "your users are not going to be using the"
  },
  {
    "startMs": 1914880,
    "text": "your users are not going to be using the agent here, but you get incredible"
  },
  {
    "startMs": 1917669,
    "text": "agent here, but you get incredible"
  },
  {
    "startMs": 1917679,
    "text": "agent here, but you get incredible detail on everything that happened. So,"
  },
  {
    "startMs": 1920070,
    "text": "detail on everything that happened. So,"
  },
  {
    "startMs": 1920080,
    "text": "detail on everything that happened. So, we can see all of the tools that were"
  },
  {
    "startMs": 1921590,
    "text": "we can see all of the tools that were"
  },
  {
    "startMs": 1921600,
    "text": "we can see all of the tools that were called. We can see exactly the models,"
  },
  {
    "startMs": 1923669,
    "text": "called. We can see exactly the models,"
  },
  {
    "startMs": 1923679,
    "text": "called. We can see exactly the models, exactly the cost, how many tokens were"
  },
  {
    "startMs": 1925590,
    "text": "exactly the cost, how many tokens were"
  },
  {
    "startMs": 1925600,
    "text": "exactly the cost, how many tokens were sent, what our cash rate hit was, 94% in"
  },
  {
    "startMs": 1927990,
    "text": "sent, what our cash rate hit was, 94% in"
  },
  {
    "startMs": 1928000,
    "text": "sent, what our cash rate hit was, 94% in this case. We can see the tools that we"
  },
  {
    "startMs": 1929990,
    "text": "this case. We can see the tools that we"
  },
  {
    "startMs": 1930000,
    "text": "this case. We can see the tools that we sent. Um, so in this case, we sent these"
  },
  {
    "startMs": 1932070,
    "text": "sent. Um, so in this case, we sent these"
  },
  {
    "startMs": 1932080,
    "text": "sent. Um, so in this case, we sent these six tools for it to choose from, and you"
  },
  {
    "startMs": 1934870,
    "text": "six tools for it to choose from, and you"
  },
  {
    "startMs": 1934880,
    "text": "six tools for it to choose from, and you know, in in our particular case, it"
  },
  {
    "startMs": 1936630,
    "text": "know, in in our particular case, it"
  },
  {
    "startMs": 1936640,
    "text": "know, in in our particular case, it shows one of those tools to call. Um,"
  },
  {
    "startMs": 1938789,
    "text": "shows one of those tools to call. Um,"
  },
  {
    "startMs": 1938799,
    "text": "shows one of those tools to call. Um, you can also see the full request body,"
  },
  {
    "startMs": 1940789,
    "text": "you can also see the full request body,"
  },
  {
    "startMs": 1940799,
    "text": "you can also see the full request body, every little detail about what was"
  },
  {
    "startMs": 1942710,
    "text": "every little detail about what was"
  },
  {
    "startMs": 1942720,
    "text": "every little detail about what was actually sent to the LLM. This is super"
  },
  {
    "startMs": 1944630,
    "text": "actually sent to the LLM. This is super"
  },
  {
    "startMs": 1944640,
    "text": "actually sent to the LLM. This is super valuable for when you're building out"
  },
  {
    "startMs": 1946630,
    "text": "valuable for when you're building out"
  },
  {
    "startMs": 1946640,
    "text": "valuable for when you're building out your tool. And then ultimately, we can"
  },
  {
    "startMs": 1947990,
    "text": "your tool. And then ultimately, we can"
  },
  {
    "startMs": 1948000,
    "text": "your tool. And then ultimately, we can see that it called the ship replacement"
  },
  {
    "startMs": 1950470,
    "text": "see that it called the ship replacement"
  },
  {
    "startMs": 1950480,
    "text": "see that it called the ship replacement tool."
  },
  {
    "startMs": 1952470,
    "text": "tool."
  },
  {
    "startMs": 1952480,
    "text": "tool. And then finally, the way your users are"
  },
  {
    "startMs": 1954549,
    "text": "And then finally, the way your users are"
  },
  {
    "startMs": 1954559,
    "text": "And then finally, the way your users are actually going to interact with this is"
  },
  {
    "startMs": 1956230,
    "text": "actually going to interact with this is"
  },
  {
    "startMs": 1956240,
    "text": "actually going to interact with this is manifold. In this case, we put a little"
  },
  {
    "startMs": 1957909,
    "text": "manifold. In this case, we put a little"
  },
  {
    "startMs": 1957919,
    "text": "manifold. In this case, we put a little chatbot on a website. Now, this is the"
  },
  {
    "startMs": 1959509,
    "text": "chatbot on a website. Now, this is the"
  },
  {
    "startMs": 1959519,
    "text": "chatbot on a website. Now, this is the actual agent behind the scenes because"
  },
  {
    "startMs": 1961669,
    "text": "actual agent behind the scenes because"
  },
  {
    "startMs": 1961679,
    "text": "actual agent behind the scenes because an HTTP API and a websocket API are both"
  },
  {
    "startMs": 1965029,
    "text": "an HTTP API and a websocket API are both"
  },
  {
    "startMs": 1965039,
    "text": "an HTTP API and a websocket API are both part of the specification. They both"
  },
  {
    "startMs": 1966630,
    "text": "part of the specification. They both"
  },
  {
    "startMs": 1966640,
    "text": "part of the specification. They both need to be exposed. So, here we can see"
  },
  {
    "startMs": 1969509,
    "text": "need to be exposed. So, here we can see"
  },
  {
    "startMs": 1969519,
    "text": "need to be exposed. So, here we can see that we could very easily build an"
  },
  {
    "startMs": 1971590,
    "text": "that we could very easily build an"
  },
  {
    "startMs": 1971600,
    "text": "that we could very easily build an online support bot that is able to do"
  },
  {
    "startMs": 1973669,
    "text": "online support bot that is able to do"
  },
  {
    "startMs": 1973679,
    "text": "online support bot that is able to do this. But again, we could expose the"
  },
  {
    "startMs": 1975909,
    "text": "this. But again, we could expose the"
  },
  {
    "startMs": 1975919,
    "text": "this. But again, we could expose the same agent because it's a standard as an"
  },
  {
    "startMs": 1978230,
    "text": "same agent because it's a standard as an"
  },
  {
    "startMs": 1978240,
    "text": "same agent because it's a standard as an MCP server. So if somebody is using our"
  },
  {
    "startMs": 1980870,
    "text": "MCP server. So if somebody is using our"
  },
  {
    "startMs": 1980880,
    "text": "MCP server. So if somebody is using our website with chatgbt or something like"
  },
  {
    "startMs": 1982950,
    "text": "website with chatgbt or something like"
  },
  {
    "startMs": 1982960,
    "text": "website with chatgbt or something like that, they could automatically have uh"
  },
  {
    "startMs": 1985269,
    "text": "that, they could automatically have uh"
  },
  {
    "startMs": 1985279,
    "text": "that, they could automatically have uh their agent talk to our agent. So that"
  },
  {
    "startMs": 1989029,
    "text": "their agent talk to our agent. So that"
  },
  {
    "startMs": 1989039,
    "text": "their agent talk to our agent. So that is a little brief preview of how the"
  },
  {
    "startMs": 1991909,
    "text": "is a little brief preview of how the"
  },
  {
    "startMs": 1991919,
    "text": "is a little brief preview of how the standard agent builder works that's out"
  },
  {
    "startMs": 1993669,
    "text": "standard agent builder works that's out"
  },
  {
    "startMs": 1993679,
    "text": "standard agent builder works that's out and available right now. So I know that"
  },
  {
    "startMs": 1996789,
    "text": "and available right now. So I know that"
  },
  {
    "startMs": 1996799,
    "text": "and available right now. So I know that was a lot. It was a lot of information,"
  },
  {
    "startMs": 1998470,
    "text": "was a lot. It was a lot of information,"
  },
  {
    "startMs": 1998480,
    "text": "was a lot. It was a lot of information, but I hope you were able to get"
  },
  {
    "startMs": 2000149,
    "text": "but I hope you were able to get"
  },
  {
    "startMs": 2000159,
    "text": "but I hope you were able to get something from that. We are really"
  },
  {
    "startMs": 2001750,
    "text": "something from that. We are really"
  },
  {
    "startMs": 2001760,
    "text": "something from that. We are really excited to see people start building"
  },
  {
    "startMs": 2003269,
    "text": "excited to see people start building"
  },
  {
    "startMs": 2003279,
    "text": "excited to see people start building runtimes. Um, if you would like to build"
  },
  {
    "startMs": 2005110,
    "text": "runtimes. Um, if you would like to build"
  },
  {
    "startMs": 2005120,
    "text": "runtimes. Um, if you would like to build a runtime, build it in whatever language"
  },
  {
    "startMs": 2007430,
    "text": "a runtime, build it in whatever language"
  },
  {
    "startMs": 2007440,
    "text": "a runtime, build it in whatever language you want, as long as it can execute the"
  },
  {
    "startMs": 2009190,
    "text": "you want, as long as it can execute the"
  },
  {
    "startMs": 2009200,
    "text": "you want, as long as it can execute the TypeScript that's in the spec. Um, you"
  },
  {
    "startMs": 2011110,
    "text": "TypeScript that's in the spec. Um, you"
  },
  {
    "startMs": 2011120,
    "text": "TypeScript that's in the spec. Um, you could build the runtime in Rust, you"
  },
  {
    "startMs": 2012549,
    "text": "could build the runtime in Rust, you"
  },
  {
    "startMs": 2012559,
    "text": "could build the runtime in Rust, you could build it in Go, you could build in"
  },
  {
    "startMs": 2014470,
    "text": "could build it in Go, you could build in"
  },
  {
    "startMs": 2014480,
    "text": "could build it in Go, you could build in whatever language you want. The runtime"
  },
  {
    "startMs": 2016310,
    "text": "whatever language you want. The runtime"
  },
  {
    "startMs": 2016320,
    "text": "whatever language you want. The runtime is totally up for grabs as long as it"
  },
  {
    "startMs": 2018149,
    "text": "is totally up for grabs as long as it"
  },
  {
    "startMs": 2018159,
    "text": "is totally up for grabs as long as it complies with the spec. Then start"
  },
  {
    "startMs": 2020389,
    "text": "complies with the spec. Then start"
  },
  {
    "startMs": 2020399,
    "text": "complies with the spec. Then start building some agents. I'm super excited"
  },
  {
    "startMs": 2022149,
    "text": "building some agents. I'm super excited"
  },
  {
    "startMs": 2022159,
    "text": "building some agents. I'm super excited to see an ecosystem of domain specific"
  },
  {
    "startMs": 2024470,
    "text": "to see an ecosystem of domain specific"
  },
  {
    "startMs": 2024480,
    "text": "to see an ecosystem of domain specific agents emerge. Um, whatever you want to"
  },
  {
    "startMs": 2026870,
    "text": "agents emerge. Um, whatever you want to"
  },
  {
    "startMs": 2026880,
    "text": "agents emerge. Um, whatever you want to build, we would love to see it. And then"
  },
  {
    "startMs": 2030230,
    "text": "build, we would love to see it. And then"
  },
  {
    "startMs": 2030240,
    "text": "build, we would love to see it. And then try breaking the spec a little bit. Um,"
  },
  {
    "startMs": 2032070,
    "text": "try breaking the spec a little bit. Um,"
  },
  {
    "startMs": 2032080,
    "text": "try breaking the spec a little bit. Um, we are by no means coming with a"
  },
  {
    "startMs": 2033590,
    "text": "we are by no means coming with a"
  },
  {
    "startMs": 2033600,
    "text": "we are by no means coming with a finished solution. We're looking for"
  },
  {
    "startMs": 2034870,
    "text": "finished solution. We're looking for"
  },
  {
    "startMs": 2034880,
    "text": "finished solution. We're looking for people to help push the spec forward."
  },
  {
    "startMs": 2037110,
    "text": "people to help push the spec forward."
  },
  {
    "startMs": 2037120,
    "text": "people to help push the spec forward. This very much reminds me of the early"
  },
  {
    "startMs": 2038630,
    "text": "This very much reminds me of the early"
  },
  {
    "startMs": 2038640,
    "text": "This very much reminds me of the early days of the web, right? When each"
  },
  {
    "startMs": 2041110,
    "text": "days of the web, right? When each"
  },
  {
    "startMs": 2041120,
    "text": "days of the web, right? When each browser was trying to push its own"
  },
  {
    "startMs": 2043669,
    "text": "browser was trying to push its own"
  },
  {
    "startMs": 2043679,
    "text": "browser was trying to push its own features. Hey, you should use Mozilla"
  },
  {
    "startMs": 2045909,
    "text": "features. Hey, you should use Mozilla"
  },
  {
    "startMs": 2045919,
    "text": "features. Hey, you should use Mozilla because we have this crazy new thing"
  },
  {
    "startMs": 2048310,
    "text": "because we have this crazy new thing"
  },
  {
    "startMs": 2048320,
    "text": "because we have this crazy new thing called JavaScript or something like that"
  },
  {
    "startMs": 2050389,
    "text": "called JavaScript or something like that"
  },
  {
    "startMs": 2050399,
    "text": "called JavaScript or something like that that nobody else has. That's a little"
  },
  {
    "startMs": 2052149,
    "text": "that nobody else has. That's a little"
  },
  {
    "startMs": 2052159,
    "text": "that nobody else has. That's a little bit like the world we're in right now."
  },
  {
    "startMs": 2053829,
    "text": "bit like the world we're in right now."
  },
  {
    "startMs": 2053839,
    "text": "bit like the world we're in right now. And it took a ragtag group of spec"
  },
  {
    "startMs": 2056710,
    "text": "And it took a ragtag group of spec"
  },
  {
    "startMs": 2056720,
    "text": "And it took a ragtag group of spec enthusiasts [clears throat] to get a"
  },
  {
    "startMs": 2058470,
    "text": "enthusiasts [clears throat] to get a"
  },
  {
    "startMs": 2058480,
    "text": "enthusiasts [clears throat] to get a spec that was uh owned by the entire"
  },
  {
    "startMs": 2061270,
    "text": "spec that was uh owned by the entire"
  },
  {
    "startMs": 2061280,
    "text": "spec that was uh owned by the entire world by the entire ecosystem and really"
  },
  {
    "startMs": 2063190,
    "text": "world by the entire ecosystem and really"
  },
  {
    "startMs": 2063200,
    "text": "world by the entire ecosystem and really push the web forward. We want the same"
  },
  {
    "startMs": 2064550,
    "text": "push the web forward. We want the same"
  },
  {
    "startMs": 2064560,
    "text": "push the web forward. We want the same thing to happen right now with agents."
  },
  {
    "startMs": 2065990,
    "text": "thing to happen right now with agents."
  },
  {
    "startMs": 2066000,
    "text": "thing to happen right now with agents. So I hope that some people out there"
  },
  {
    "startMs": 2067669,
    "text": "So I hope that some people out there"
  },
  {
    "startMs": 2067679,
    "text": "So I hope that some people out there would be excited to help us on that"
  },
  {
    "startMs": 2069190,
    "text": "would be excited to help us on that"
  },
  {
    "startMs": 2069200,
    "text": "would be excited to help us on that journey and then start your coding"
  },
  {
    "startMs": 2071510,
    "text": "journey and then start your coding"
  },
  {
    "startMs": 2071520,
    "text": "journey and then start your coding agent. Boot it up, add a skill to it and"
  },
  {
    "startMs": 2075430,
    "text": "agent. Boot it up, add a skill to it and"
  },
  {
    "startMs": 2075440,
    "text": "agent. Boot it up, add a skill to it and start writing new stuff today. Okay."
  },
  {
    "startMs": 2078470,
    "text": "start writing new stuff today. Okay."
  },
  {
    "startMs": 2078480,
    "text": "start writing new stuff today. Okay. Thank you very much. You can follow me"
  },
  {
    "startMs": 2080149,
    "text": "Thank you very much. You can follow me"
  },
  {
    "startMs": 2080159,
    "text": "Thank you very much. You can follow me on X. You can go to"
  },
  {
    "startMs": 2081430,
    "text": "on X. You can go to"
  },
  {
    "startMs": 2081440,
    "text": "on X. You can go to standardagentspec.org or to hear more."
  },
  {
    "startMs": 2084149,
    "text": "standardagentspec.org or to hear more."
  },
  {
    "startMs": 2084159,
    "text": "standardagentspec.org or to hear more. All of this is available to you and I"
  },
  {
    "startMs": 2086069,
    "text": "All of this is available to you and I"
  },
  {
    "startMs": 2086079,
    "text": "All of this is available to you and I cannot wait to see what you all build."
  }
]