[
  {
    "startMs": 240,
    "text": "Hey, my name is Raymond Whitampamp and"
  },
  {
    "startMs": 3270,
    "text": "Hey, my name is Raymond Whitampamp and"
  },
  {
    "startMs": 3280,
    "text": "Hey, my name is Raymond Whitampamp and my talk today is originally titled"
  },
  {
    "startMs": 6309,
    "text": "my talk today is originally titled"
  },
  {
    "startMs": 6319,
    "text": "my talk today is originally titled recursive decision models. And what I"
  },
  {
    "startMs": 10470,
    "text": "recursive decision models. And what I"
  },
  {
    "startMs": 10480,
    "text": "recursive decision models. And what I think I've realized since submitting"
  },
  {
    "startMs": 13509,
    "text": "think I've realized since submitting"
  },
  {
    "startMs": 13519,
    "text": "think I've realized since submitting that title is what it's really about,"
  },
  {
    "startMs": 15749,
    "text": "that title is what it's really about,"
  },
  {
    "startMs": 15759,
    "text": "that title is what it's really about, what we're really going to be talking"
  },
  {
    "startMs": 16950,
    "text": "what we're really going to be talking"
  },
  {
    "startMs": 16960,
    "text": "what we're really going to be talking about today is operating"
  },
  {
    "startMs": 19830,
    "text": "about today is operating"
  },
  {
    "startMs": 19840,
    "text": "about today is operating system one. Okay. So maybe some quick"
  },
  {
    "startMs": 24390,
    "text": "system one. Okay. So maybe some quick"
  },
  {
    "startMs": 24400,
    "text": "system one. Okay. So maybe some quick definitions or what what does that mean?"
  },
  {
    "startMs": 27509,
    "text": "definitions or what what does that mean?"
  },
  {
    "startMs": 27519,
    "text": "definitions or what what does that mean? Uh so system one models the the um"
  },
  {
    "startMs": 31589,
    "text": "Uh so system one models the the um"
  },
  {
    "startMs": 31599,
    "text": "Uh so system one models the the um naming of system one models from type"
  },
  {
    "startMs": 34389,
    "text": "naming of system one models from type"
  },
  {
    "startMs": 34399,
    "text": "naming of system one models from type safe when they released Jev um not even"
  },
  {
    "startMs": 38229,
    "text": "safe when they released Jev um not even"
  },
  {
    "startMs": 38239,
    "text": "safe when they released Jev um not even two months ago now I think um came from"
  },
  {
    "startMs": 43190,
    "text": "two months ago now I think um came from"
  },
  {
    "startMs": 43200,
    "text": "two months ago now I think um came from uh this concept that Danny Conaman"
  },
  {
    "startMs": 44950,
    "text": "uh this concept that Danny Conaman"
  },
  {
    "startMs": 44960,
    "text": "uh this concept that Danny Conaman popularized uh in thinking fast and"
  },
  {
    "startMs": 47590,
    "text": "popularized uh in thinking fast and"
  },
  {
    "startMs": 47600,
    "text": "popularized uh in thinking fast and slow. this idea of like the system one"
  },
  {
    "startMs": 49990,
    "text": "slow. this idea of like the system one"
  },
  {
    "startMs": 50000,
    "text": "slow. this idea of like the system one part of our uh brains is making very"
  },
  {
    "startMs": 52709,
    "text": "part of our uh brains is making very"
  },
  {
    "startMs": 52719,
    "text": "part of our uh brains is making very fast and intuitive like judgment calls,"
  },
  {
    "startMs": 55350,
    "text": "fast and intuitive like judgment calls,"
  },
  {
    "startMs": 55360,
    "text": "fast and intuitive like judgment calls, gut reactions, reflexes, maybe maybe"
  },
  {
    "startMs": 58790,
    "text": "gut reactions, reflexes, maybe maybe"
  },
  {
    "startMs": 58800,
    "text": "gut reactions, reflexes, maybe maybe reflex is more uh purely neurological"
  },
  {
    "startMs": 61189,
    "text": "reflex is more uh purely neurological"
  },
  {
    "startMs": 61199,
    "text": "reflex is more uh purely neurological but um that idea of like a lot of the"
  },
  {
    "startMs": 64710,
    "text": "but um that idea of like a lot of the"
  },
  {
    "startMs": 64720,
    "text": "but um that idea of like a lot of the decisions that we make are not actually"
  },
  {
    "startMs": 66390,
    "text": "decisions that we make are not actually"
  },
  {
    "startMs": 66400,
    "text": "decisions that we make are not actually like purely rational. Um and so system"
  },
  {
    "startMs": 70230,
    "text": "like purely rational. Um and so system"
  },
  {
    "startMs": 70240,
    "text": "like purely rational. Um and so system one is fast, system two is slow, more"
  },
  {
    "startMs": 73990,
    "text": "one is fast, system two is slow, more"
  },
  {
    "startMs": 74000,
    "text": "one is fast, system two is slow, more deliberate, like logical reasoning,"
  },
  {
    "startMs": 76310,
    "text": "deliberate, like logical reasoning,"
  },
  {
    "startMs": 76320,
    "text": "deliberate, like logical reasoning, problem solving, etc. And um I think"
  },
  {
    "startMs": 79910,
    "text": "problem solving, etc. And um I think"
  },
  {
    "startMs": 79920,
    "text": "problem solving, etc. And um I think what was a little unclear when they um"
  },
  {
    "startMs": 82710,
    "text": "what was a little unclear when they um"
  },
  {
    "startMs": 82720,
    "text": "what was a little unclear when they um when they announced Jev was whether they"
  },
  {
    "startMs": 84550,
    "text": "when they announced Jev was whether they"
  },
  {
    "startMs": 84560,
    "text": "when they announced Jev was whether they intended system one to be like their"
  },
  {
    "startMs": 88230,
    "text": "intended system one to be like their"
  },
  {
    "startMs": 88240,
    "text": "intended system one to be like their proprietary name family of models or"
  },
  {
    "startMs": 91109,
    "text": "proprietary name family of models or"
  },
  {
    "startMs": 91119,
    "text": "proprietary name family of models or like that's they were expecting all the"
  },
  {
    "startMs": 93270,
    "text": "like that's they were expecting all the"
  },
  {
    "startMs": 93280,
    "text": "like that's they were expecting all the other people to call them system one"
  },
  {
    "startMs": 94950,
    "text": "other people to call them system one"
  },
  {
    "startMs": 94960,
    "text": "other people to call them system one models. I would say most um most people"
  },
  {
    "startMs": 98550,
    "text": "models. I would say most um most people"
  },
  {
    "startMs": 98560,
    "text": "models. I would say most um most people are calling them decision models and um"
  },
  {
    "startMs": 101590,
    "text": "are calling them decision models and um"
  },
  {
    "startMs": 101600,
    "text": "are calling them decision models and um and so I wasn't really willing to u to"
  },
  {
    "startMs": 104950,
    "text": "and so I wasn't really willing to u to"
  },
  {
    "startMs": 104960,
    "text": "and so I wasn't really willing to u to wait for the people to decide and so so"
  },
  {
    "startMs": 108630,
    "text": "wait for the people to decide and so so"
  },
  {
    "startMs": 108640,
    "text": "wait for the people to decide and so so when I came up with recursive decision"
  },
  {
    "startMs": 110389,
    "text": "when I came up with recursive decision"
  },
  {
    "startMs": 110399,
    "text": "when I came up with recursive decision models um you know it was just it was"
  },
  {
    "startMs": 113830,
    "text": "models um you know it was just it was"
  },
  {
    "startMs": 113840,
    "text": "models um you know it was just it was just kind of using that. So, um, a rose"
  },
  {
    "startMs": 117109,
    "text": "just kind of using that. So, um, a rose"
  },
  {
    "startMs": 117119,
    "text": "just kind of using that. So, um, a rose by any other name, tomato, tomato, we"
  },
  {
    "startMs": 119749,
    "text": "by any other name, tomato, tomato, we"
  },
  {
    "startMs": 119759,
    "text": "by any other name, tomato, tomato, we don't really need to get too hung up on"
  },
  {
    "startMs": 121590,
    "text": "don't really need to get too hung up on"
  },
  {
    "startMs": 121600,
    "text": "don't really need to get too hung up on this, uh, idea of what are they? Are"
  },
  {
    "startMs": 124630,
    "text": "this, uh, idea of what are they? Are"
  },
  {
    "startMs": 124640,
    "text": "this, uh, idea of what are they? Are they, um, decision models or not? Um,"
  },
  {
    "startMs": 127429,
    "text": "they, um, decision models or not? Um,"
  },
  {
    "startMs": 127439,
    "text": "they, um, decision models or not? Um, Ally here argues that Jeff makes the"
  },
  {
    "startMs": 129589,
    "text": "Ally here argues that Jeff makes the"
  },
  {
    "startMs": 129599,
    "text": "Ally here argues that Jeff makes the judgments, um, not the decisions. Your"
  },
  {
    "startMs": 132470,
    "text": "judgments, um, not the decisions. Your"
  },
  {
    "startMs": 132480,
    "text": "judgments, um, not the decisions. Your code makes the decision. I think that's"
  },
  {
    "startMs": 133990,
    "text": "code makes the decision. I think that's"
  },
  {
    "startMs": 134000,
    "text": "code makes the decision. I think that's that's absolutely correct. Um, and yet I"
  },
  {
    "startMs": 136949,
    "text": "that's absolutely correct. Um, and yet I"
  },
  {
    "startMs": 136959,
    "text": "that's absolutely correct. Um, and yet I think that that much of the zeitgeist"
  },
  {
    "startMs": 139510,
    "text": "think that that much of the zeitgeist"
  },
  {
    "startMs": 139520,
    "text": "think that that much of the zeitgeist and much of the folks working in this"
  },
  {
    "startMs": 141589,
    "text": "and much of the folks working in this"
  },
  {
    "startMs": 141599,
    "text": "and much of the folks working in this space outside of Typesafe are are kind"
  },
  {
    "startMs": 144229,
    "text": "space outside of Typesafe are are kind"
  },
  {
    "startMs": 144239,
    "text": "space outside of Typesafe are are kind of uh rallying around this idea of um"
  },
  {
    "startMs": 148229,
    "text": "of uh rallying around this idea of um"
  },
  {
    "startMs": 148239,
    "text": "of uh rallying around this idea of um decision model being the term. There is"
  },
  {
    "startMs": 150470,
    "text": "decision model being the term. There is"
  },
  {
    "startMs": 150480,
    "text": "decision model being the term. There is the hold out camp of um refusing to call"
  },
  {
    "startMs": 153430,
    "text": "the hold out camp of um refusing to call"
  },
  {
    "startMs": 153440,
    "text": "the hold out camp of um refusing to call them anything other than zero shot"
  },
  {
    "startMs": 154949,
    "text": "them anything other than zero shot"
  },
  {
    "startMs": 154959,
    "text": "them anything other than zero shot classifiers. Um anyways, I don't have a"
  },
  {
    "startMs": 158309,
    "text": "classifiers. Um anyways, I don't have a"
  },
  {
    "startMs": 158319,
    "text": "classifiers. Um anyways, I don't have a dog in the race. the naming just trying"
  },
  {
    "startMs": 160229,
    "text": "dog in the race. the naming just trying"
  },
  {
    "startMs": 160239,
    "text": "dog in the race. the naming just trying to explain what I am talking about and I"
  },
  {
    "startMs": 162949,
    "text": "to explain what I am talking about and I"
  },
  {
    "startMs": 162959,
    "text": "to explain what I am talking about and I think that one of the things that is now"
  },
  {
    "startMs": 166390,
    "text": "think that one of the things that is now"
  },
  {
    "startMs": 166400,
    "text": "think that one of the things that is now connected here to this idea of system"
  },
  {
    "startMs": 167990,
    "text": "connected here to this idea of system"
  },
  {
    "startMs": 168000,
    "text": "connected here to this idea of system one system two Danny con econom"
  },
  {
    "startMs": 171110,
    "text": "one system two Danny con econom"
  },
  {
    "startMs": 171120,
    "text": "one system two Danny con econom um maybe related to how we behave but I"
  },
  {
    "startMs": 174150,
    "text": "um maybe related to how we behave but I"
  },
  {
    "startMs": 174160,
    "text": "um maybe related to how we behave but I think much more interesting from this"
  },
  {
    "startMs": 176150,
    "text": "think much more interesting from this"
  },
  {
    "startMs": 176160,
    "text": "think much more interesting from this perspective of building AI systems is"
  },
  {
    "startMs": 178550,
    "text": "perspective of building AI systems is"
  },
  {
    "startMs": 178560,
    "text": "perspective of building AI systems is what if reasoning uh was actually many"
  },
  {
    "startMs": 181670,
    "text": "what if reasoning uh was actually many"
  },
  {
    "startMs": 181680,
    "text": "what if reasoning uh was actually many small decisions and um yeah maybe a"
  },
  {
    "startMs": 185589,
    "text": "small decisions and um yeah maybe a"
  },
  {
    "startMs": 185599,
    "text": "small decisions and um yeah maybe a different way of saying this like what"
  },
  {
    "startMs": 187030,
    "text": "different way of saying this like what"
  },
  {
    "startMs": 187040,
    "text": "different way of saying this like what what if um behaviors or tasks that we"
  },
  {
    "startMs": 189750,
    "text": "what if um behaviors or tasks that we"
  },
  {
    "startMs": 189760,
    "text": "what if um behaviors or tasks that we might think of as requiring"
  },
  {
    "startMs": 192229,
    "text": "might think of as requiring"
  },
  {
    "startMs": 192239,
    "text": "might think of as requiring um a lot of reasoning or a lot of um"
  },
  {
    "startMs": 197110,
    "text": "um a lot of reasoning or a lot of um"
  },
  {
    "startMs": 197120,
    "text": "um a lot of reasoning or a lot of um like deliberate cognitive processing um"
  },
  {
    "startMs": 201110,
    "text": "like deliberate cognitive processing um"
  },
  {
    "startMs": 201120,
    "text": "like deliberate cognitive processing um could actually be um solved in a"
  },
  {
    "startMs": 203830,
    "text": "could actually be um solved in a"
  },
  {
    "startMs": 203840,
    "text": "could actually be um solved in a different way with a lot of very tiny"
  },
  {
    "startMs": 206470,
    "text": "different way with a lot of very tiny"
  },
  {
    "startMs": 206480,
    "text": "different way with a lot of very tiny very very fast decisions. We're going to"
  },
  {
    "startMs": 208790,
    "text": "very very fast decisions. We're going to"
  },
  {
    "startMs": 208800,
    "text": "very very fast decisions. We're going to keep coming back to this question"
  },
  {
    "startMs": 210869,
    "text": "keep coming back to this question"
  },
  {
    "startMs": 210879,
    "text": "keep coming back to this question throughout the talk and I think it's"
  },
  {
    "startMs": 213589,
    "text": "throughout the talk and I think it's"
  },
  {
    "startMs": 213599,
    "text": "throughout the talk and I think it's it's really key in what's interesting"
  },
  {
    "startMs": 215509,
    "text": "it's really key in what's interesting"
  },
  {
    "startMs": 215519,
    "text": "it's really key in what's interesting here. So"
  },
  {
    "startMs": 218149,
    "text": "here. So"
  },
  {
    "startMs": 218159,
    "text": "here. So recursive decision models. So this is um"
  },
  {
    "startMs": 221509,
    "text": "recursive decision models. So this is um"
  },
  {
    "startMs": 221519,
    "text": "recursive decision models. So this is um my concept um that I've been developing."
  },
  {
    "startMs": 225190,
    "text": "my concept um that I've been developing."
  },
  {
    "startMs": 225200,
    "text": "my concept um that I've been developing. It's um at its simplest perhaps the"
  },
  {
    "startMs": 228550,
    "text": "It's um at its simplest perhaps the"
  },
  {
    "startMs": 228560,
    "text": "It's um at its simplest perhaps the marriage of two things that I got really"
  },
  {
    "startMs": 230149,
    "text": "marriage of two things that I got really"
  },
  {
    "startMs": 230159,
    "text": "marriage of two things that I got really excited about. One just over a year old."
  },
  {
    "startMs": 232390,
    "text": "excited about. One just over a year old."
  },
  {
    "startMs": 232400,
    "text": "excited about. One just over a year old. It's called recursive language models"
  },
  {
    "startMs": 233990,
    "text": "It's called recursive language models"
  },
  {
    "startMs": 234000,
    "text": "It's called recursive language models RLM. This is from MIT Alex Singh and"
  },
  {
    "startMs": 237270,
    "text": "RLM. This is from MIT Alex Singh and"
  },
  {
    "startMs": 237280,
    "text": "RLM. This is from MIT Alex Singh and Omar. Their original uh blog post is"
  },
  {
    "startMs": 239830,
    "text": "Omar. Their original uh blog post is"
  },
  {
    "startMs": 239840,
    "text": "Omar. Their original uh blog post is just over a year ago. Happy birthday to"
  },
  {
    "startMs": 242710,
    "text": "just over a year ago. Happy birthday to"
  },
  {
    "startMs": 242720,
    "text": "just over a year ago. Happy birthday to RLM. Belated birthday. Um, and then like"
  },
  {
    "startMs": 246710,
    "text": "RLM. Belated birthday. Um, and then like"
  },
  {
    "startMs": 246720,
    "text": "RLM. Belated birthday. Um, and then like many others, I was also chomping at the"
  },
  {
    "startMs": 248869,
    "text": "many others, I was also chomping at the"
  },
  {
    "startMs": 248879,
    "text": "many others, I was also chomping at the bit to um I think it's actually champing"
  },
  {
    "startMs": 251509,
    "text": "bit to um I think it's actually champing"
  },
  {
    "startMs": 251519,
    "text": "bit to um I think it's actually champing at the bit. Anyways, I was champing and"
  },
  {
    "startMs": 253990,
    "text": "at the bit. Anyways, I was champing and"
  },
  {
    "startMs": 254000,
    "text": "at the bit. Anyways, I was champing and chomping uh to get off the freaking Jev"
  },
  {
    "startMs": 258069,
    "text": "chomping uh to get off the freaking Jev"
  },
  {
    "startMs": 258079,
    "text": "chomping uh to get off the freaking Jev weight list, which thankfully got off"
  },
  {
    "startMs": 260629,
    "text": "weight list, which thankfully got off"
  },
  {
    "startMs": 260639,
    "text": "weight list, which thankfully got off real quick. Um, they did a good job with"
  },
  {
    "startMs": 263670,
    "text": "real quick. Um, they did a good job with"
  },
  {
    "startMs": 263680,
    "text": "real quick. Um, they did a good job with that. But I think that one of the things"
  },
  {
    "startMs": 265670,
    "text": "that. But I think that one of the things"
  },
  {
    "startMs": 265680,
    "text": "that. But I think that one of the things that I've been sharing with people is I"
  },
  {
    "startMs": 268310,
    "text": "that I've been sharing with people is I"
  },
  {
    "startMs": 268320,
    "text": "that I've been sharing with people is I think that part of what type safe did so"
  },
  {
    "startMs": 271590,
    "text": "think that part of what type safe did so"
  },
  {
    "startMs": 271600,
    "text": "think that part of what type safe did so well and what captured the attention of"
  },
  {
    "startMs": 274790,
    "text": "well and what captured the attention of"
  },
  {
    "startMs": 274800,
    "text": "well and what captured the attention of so many engineers a engineers is um this"
  },
  {
    "startMs": 279830,
    "text": "so many engineers a engineers is um this"
  },
  {
    "startMs": 279840,
    "text": "so many engineers a engineers is um this idea of Jev as convergence right like"
  },
  {
    "startMs": 284550,
    "text": "idea of Jev as convergence right like"
  },
  {
    "startMs": 284560,
    "text": "idea of Jev as convergence right like decisions converge"
  },
  {
    "startMs": 286870,
    "text": "decisions converge"
  },
  {
    "startMs": 286880,
    "text": "decisions converge and that is in direct contrast to"
  },
  {
    "startMs": 289590,
    "text": "and that is in direct contrast to"
  },
  {
    "startMs": 289600,
    "text": "and that is in direct contrast to generative AI which has been you know"
  },
  {
    "startMs": 292629,
    "text": "generative AI which has been you know"
  },
  {
    "startMs": 292639,
    "text": "generative AI which has been you know blowing up like crazy It's arguably like"
  },
  {
    "startMs": 294629,
    "text": "blowing up like crazy It's arguably like"
  },
  {
    "startMs": 294639,
    "text": "blowing up like crazy It's arguably like the fastest growing"
  },
  {
    "startMs": 296870,
    "text": "the fastest growing"
  },
  {
    "startMs": 296880,
    "text": "the fastest growing um you know market in the history of the"
  },
  {
    "startMs": 299510,
    "text": "um you know market in the history of the"
  },
  {
    "startMs": 299520,
    "text": "um you know market in the history of the world and um so much of the attention"
  },
  {
    "startMs": 303270,
    "text": "world and um so much of the attention"
  },
  {
    "startMs": 303280,
    "text": "world and um so much of the attention and money in in the space has been about"
  },
  {
    "startMs": 306950,
    "text": "and money in in the space has been about"
  },
  {
    "startMs": 306960,
    "text": "and money in in the space has been about generation right and that's awesome and"
  },
  {
    "startMs": 308950,
    "text": "generation right and that's awesome and"
  },
  {
    "startMs": 308960,
    "text": "generation right and that's awesome and there's amazing things that are possible"
  },
  {
    "startMs": 312070,
    "text": "there's amazing things that are possible"
  },
  {
    "startMs": 312080,
    "text": "there's amazing things that are possible with generation but if you really think"
  },
  {
    "startMs": 314150,
    "text": "with generation but if you really think"
  },
  {
    "startMs": 314160,
    "text": "with generation but if you really think about it like even if you if you have"
  },
  {
    "startMs": 316710,
    "text": "about it like even if you if you have"
  },
  {
    "startMs": 316720,
    "text": "about it like even if you if you have infinite tokens right you kind of have"
  },
  {
    "startMs": 319909,
    "text": "infinite tokens right you kind of have"
  },
  {
    "startMs": 319919,
    "text": "infinite tokens right you kind of have infinite divergence right like the"
  },
  {
    "startMs": 322310,
    "text": "infinite divergence right like the"
  },
  {
    "startMs": 322320,
    "text": "infinite divergence right like the generative stuff it's actually hard to"
  },
  {
    "startMs": 325590,
    "text": "generative stuff it's actually hard to"
  },
  {
    "startMs": 325600,
    "text": "generative stuff it's actually hard to um converge. It's like we still have"
  },
  {
    "startMs": 327830,
    "text": "um converge. It's like we still have"
  },
  {
    "startMs": 327840,
    "text": "um converge. It's like we still have slop is someone still needs to decide"
  },
  {
    "startMs": 330150,
    "text": "slop is someone still needs to decide"
  },
  {
    "startMs": 330160,
    "text": "slop is someone still needs to decide like what's going to make it into"
  },
  {
    "startMs": 331430,
    "text": "like what's going to make it into"
  },
  {
    "startMs": 331440,
    "text": "like what's going to make it into production and maybe you've got your"
  },
  {
    "startMs": 333590,
    "text": "production and maybe you've got your"
  },
  {
    "startMs": 333600,
    "text": "production and maybe you've got your like code factory set up there. All"
  },
  {
    "startMs": 335590,
    "text": "like code factory set up there. All"
  },
  {
    "startMs": 335600,
    "text": "like code factory set up there. All those like agents are doing those"
  },
  {
    "startMs": 337510,
    "text": "those like agents are doing those"
  },
  {
    "startMs": 337520,
    "text": "those like agents are doing those decisions for you. Um, but at the end of"
  },
  {
    "startMs": 340950,
    "text": "decisions for you. Um, but at the end of"
  },
  {
    "startMs": 340960,
    "text": "decisions for you. Um, but at the end of the day, like the the"
  },
  {
    "startMs": 344230,
    "text": "the day, like the the"
  },
  {
    "startMs": 344240,
    "text": "the day, like the the important thing that I got me excited"
  },
  {
    "startMs": 347029,
    "text": "important thing that I got me excited"
  },
  {
    "startMs": 347039,
    "text": "important thing that I got me excited and I think I think this is why many"
  },
  {
    "startMs": 349510,
    "text": "and I think I think this is why many"
  },
  {
    "startMs": 349520,
    "text": "and I think I think this is why many other people are so excited about about"
  },
  {
    "startMs": 351510,
    "text": "other people are so excited about about"
  },
  {
    "startMs": 351520,
    "text": "other people are so excited about about Jev, these system one models, these"
  },
  {
    "startMs": 353110,
    "text": "Jev, these system one models, these"
  },
  {
    "startMs": 353120,
    "text": "Jev, these system one models, these decision models is [snorts] this idea of"
  },
  {
    "startMs": 356070,
    "text": "decision models is [snorts] this idea of"
  },
  {
    "startMs": 356080,
    "text": "decision models is [snorts] this idea of yin and yang, right? It's a"
  },
  {
    "startMs": 357270,
    "text": "yin and yang, right? It's a"
  },
  {
    "startMs": 357280,
    "text": "yin and yang, right? It's a counterbalancing force. Um, and so the"
  },
  {
    "startMs": 360230,
    "text": "counterbalancing force. Um, and so the"
  },
  {
    "startMs": 360240,
    "text": "counterbalancing force. Um, and so the decision model cannot generate text. It"
  },
  {
    "startMs": 362230,
    "text": "decision model cannot generate text. It"
  },
  {
    "startMs": 362240,
    "text": "decision model cannot generate text. It can only uh rank and pick and choose"
  },
  {
    "startMs": 365270,
    "text": "can only uh rank and pick and choose"
  },
  {
    "startMs": 365280,
    "text": "can only uh rank and pick and choose amongst options. Um, and that is like in"
  },
  {
    "startMs": 368550,
    "text": "amongst options. Um, and that is like in"
  },
  {
    "startMs": 368560,
    "text": "amongst options. Um, and that is like in direct contrast to LMS which have this"
  },
  {
    "startMs": 371029,
    "text": "direct contrast to LMS which have this"
  },
  {
    "startMs": 371039,
    "text": "direct contrast to LMS which have this ability to just like spit out uh"
  },
  {
    "startMs": 373510,
    "text": "ability to just like spit out uh"
  },
  {
    "startMs": 373520,
    "text": "ability to just like spit out uh freewheeling open-ended um text and in"
  },
  {
    "startMs": 376710,
    "text": "freewheeling open-ended um text and in"
  },
  {
    "startMs": 376720,
    "text": "freewheeling open-ended um text and in the early days actually hard to get them"
  },
  {
    "startMs": 378309,
    "text": "the early days actually hard to get them"
  },
  {
    "startMs": 378319,
    "text": "the early days actually hard to get them to structure their output. So I I see"
  },
  {
    "startMs": 382150,
    "text": "to structure their output. So I I see"
  },
  {
    "startMs": 382160,
    "text": "to structure their output. So I I see this as as yin and yang. Um I am not"
  },
  {
    "startMs": 385670,
    "text": "this as as yin and yang. Um I am not"
  },
  {
    "startMs": 385680,
    "text": "this as as yin and yang. Um I am not going to go super deep into um recursive"
  },
  {
    "startMs": 389029,
    "text": "going to go super deep into um recursive"
  },
  {
    "startMs": 389039,
    "text": "going to go super deep into um recursive language models. I would highly"
  },
  {
    "startMs": 390710,
    "text": "language models. I would highly"
  },
  {
    "startMs": 390720,
    "text": "language models. I would highly encourage you to check out my talk from"
  },
  {
    "startMs": 394469,
    "text": "encourage you to check out my talk from"
  },
  {
    "startMs": 394479,
    "text": "encourage you to check out my talk from the summer from AI uh engineer world's"
  },
  {
    "startMs": 398390,
    "text": "the summer from AI uh engineer world's"
  },
  {
    "startMs": 398400,
    "text": "the summer from AI uh engineer world's fair this summer recursive coding"
  },
  {
    "startMs": 400150,
    "text": "fair this summer recursive coding"
  },
  {
    "startMs": 400160,
    "text": "fair this summer recursive coding agents. It's on their YouTube channel."
  },
  {
    "startMs": 401510,
    "text": "agents. It's on their YouTube channel."
  },
  {
    "startMs": 401520,
    "text": "agents. It's on their YouTube channel. It's also at recursivecoding agents.com."
  },
  {
    "startMs": 404710,
    "text": "It's also at recursivecoding agents.com."
  },
  {
    "startMs": 404720,
    "text": "It's also at recursivecoding agents.com. Um my slides here are also a um a"
  },
  {
    "startMs": 408150,
    "text": "Um my slides here are also a um a"
  },
  {
    "startMs": 408160,
    "text": "Um my slides here are also a um a website and I'm going to make them"
  },
  {
    "startMs": 410309,
    "text": "website and I'm going to make them"
  },
  {
    "startMs": 410319,
    "text": "website and I'm going to make them available publicly after I record this."
  },
  {
    "startMs": 413830,
    "text": "available publicly after I record this."
  },
  {
    "startMs": 413840,
    "text": "available publicly after I record this. Um that is going to go a lot deeper into"
  },
  {
    "startMs": 416230,
    "text": "Um that is going to go a lot deeper into"
  },
  {
    "startMs": 416240,
    "text": "Um that is going to go a lot deeper into why I think RLMs are the new reasoning"
  },
  {
    "startMs": 418309,
    "text": "why I think RLMs are the new reasoning"
  },
  {
    "startMs": 418319,
    "text": "why I think RLMs are the new reasoning models. uh why this is a really"
  },
  {
    "startMs": 419749,
    "text": "models. uh why this is a really"
  },
  {
    "startMs": 419759,
    "text": "models. uh why this is a really important paradigm. So with that we do"
  },
  {
    "startMs": 423990,
    "text": "important paradigm. So with that we do"
  },
  {
    "startMs": 424000,
    "text": "important paradigm. So with that we do need to sort of just draw out the direct"
  },
  {
    "startMs": 426550,
    "text": "need to sort of just draw out the direct"
  },
  {
    "startMs": 426560,
    "text": "need to sort of just draw out the direct the direct analogy here. And so in the"
  },
  {
    "startMs": 430230,
    "text": "the direct analogy here. And so in the"
  },
  {
    "startMs": 430240,
    "text": "the direct analogy here. And so in the RLM idea, right, the root recursive"
  },
  {
    "startMs": 433670,
    "text": "RLM idea, right, the root recursive"
  },
  {
    "startMs": 433680,
    "text": "RLM idea, right, the root recursive language model has the ability to call"
  },
  {
    "startMs": 436309,
    "text": "language model has the ability to call"
  },
  {
    "startMs": 436319,
    "text": "language model has the ability to call sub recursive language models and those"
  },
  {
    "startMs": 439189,
    "text": "sub recursive language models and those"
  },
  {
    "startMs": 439199,
    "text": "sub recursive language models and those could call sub recursive language models"
  },
  {
    "startMs": 441029,
    "text": "could call sub recursive language models"
  },
  {
    "startMs": 441039,
    "text": "could call sub recursive language models and then you can you have to sort of"
  },
  {
    "startMs": 442950,
    "text": "and then you can you have to sort of"
  },
  {
    "startMs": 442960,
    "text": "and then you can you have to sort of like cap the depth of recursion to just"
  },
  {
    "startMs": 445110,
    "text": "like cap the depth of recursion to just"
  },
  {
    "startMs": 445120,
    "text": "like cap the depth of recursion to just not um if you ever want to like come"
  },
  {
    "startMs": 449029,
    "text": "not um if you ever want to like come"
  },
  {
    "startMs": 449039,
    "text": "not um if you ever want to like come come back from the deaths. Um and so"
  },
  {
    "startMs": 451990,
    "text": "come back from the deaths. Um and so"
  },
  {
    "startMs": 452000,
    "text": "come back from the deaths. Um and so here we say like okay at depth two then"
  },
  {
    "startMs": 454469,
    "text": "here we say like okay at depth two then"
  },
  {
    "startMs": 454479,
    "text": "here we say like okay at depth two then it's an LLM. So the the leaf node in"
  },
  {
    "startMs": 457189,
    "text": "it's an LLM. So the the leaf node in"
  },
  {
    "startMs": 457199,
    "text": "it's an LLM. So the the leaf node in this graph in this tree would would"
  },
  {
    "startMs": 459830,
    "text": "this graph in this tree would would"
  },
  {
    "startMs": 459840,
    "text": "this graph in this tree would would ultimately be an LLM call. We can make"
  },
  {
    "startMs": 461830,
    "text": "ultimately be an LLM call. We can make"
  },
  {
    "startMs": 461840,
    "text": "ultimately be an LLM call. We can make that exact analogy, that exact map onto"
  },
  {
    "startMs": 465270,
    "text": "that exact analogy, that exact map onto"
  },
  {
    "startMs": 465280,
    "text": "that exact analogy, that exact map onto system one models, onto decision models"
  },
  {
    "startMs": 467270,
    "text": "system one models, onto decision models"
  },
  {
    "startMs": 467280,
    "text": "system one models, onto decision models and say, okay, we've got a route um that"
  },
  {
    "startMs": 469749,
    "text": "and say, okay, we've got a route um that"
  },
  {
    "startMs": 469759,
    "text": "and say, okay, we've got a route um that can decide to call a sub uh RDM uh and"
  },
  {
    "startMs": 474469,
    "text": "can decide to call a sub uh RDM uh and"
  },
  {
    "startMs": 474479,
    "text": "can decide to call a sub uh RDM uh and then there's some max depth at which"
  },
  {
    "startMs": 476309,
    "text": "then there's some max depth at which"
  },
  {
    "startMs": 476319,
    "text": "then there's some max depth at which point we just have to make like a single"
  },
  {
    "startMs": 478469,
    "text": "point we just have to make like a single"
  },
  {
    "startMs": 478479,
    "text": "point we just have to make like a single call, a single system one call, a single"
  },
  {
    "startMs": 480869,
    "text": "call, a single system one call, a single"
  },
  {
    "startMs": 480879,
    "text": "call, a single system one call, a single decision call um but we also have to"
  },
  {
    "startMs": 485430,
    "text": "decision call um but we also have to"
  },
  {
    "startMs": 485440,
    "text": "decision call um but we also have to think about composing these things"
  },
  {
    "startMs": 487510,
    "text": "think about composing these things"
  },
  {
    "startMs": 487520,
    "text": "think about composing these things together, right? And the um I am going"
  },
  {
    "startMs": 492230,
    "text": "together, right? And the um I am going"
  },
  {
    "startMs": 492240,
    "text": "together, right? And the um I am going to show some examples as pure decisions"
  },
  {
    "startMs": 494070,
    "text": "to show some examples as pure decisions"
  },
  {
    "startMs": 494080,
    "text": "to show some examples as pure decisions all the way down. That's very important."
  },
  {
    "startMs": 496230,
    "text": "all the way down. That's very important."
  },
  {
    "startMs": 496240,
    "text": "all the way down. That's very important. Um this bottom left of what I'm I'm"
  },
  {
    "startMs": 499670,
    "text": "Um this bottom left of what I'm I'm"
  },
  {
    "startMs": 499680,
    "text": "Um this bottom left of what I'm I'm calling decision as a tool. Um so you"
  },
  {
    "startMs": 503189,
    "text": "calling decision as a tool. Um so you"
  },
  {
    "startMs": 503199,
    "text": "calling decision as a tool. Um so you could you could also this is what my"
  },
  {
    "startMs": 504790,
    "text": "could you could also this is what my"
  },
  {
    "startMs": 504800,
    "text": "could you could also this is what my recursive coding agent talk was about."
  },
  {
    "startMs": 506230,
    "text": "recursive coding agent talk was about."
  },
  {
    "startMs": 506240,
    "text": "recursive coding agent talk was about. It's like replace RLM with like agent,"
  },
  {
    "startMs": 509029,
    "text": "It's like replace RLM with like agent,"
  },
  {
    "startMs": 509039,
    "text": "It's like replace RLM with like agent, right? Coding agent. Okay, you got the"
  },
  {
    "startMs": 510550,
    "text": "right? Coding agent. Okay, you got the"
  },
  {
    "startMs": 510560,
    "text": "right? Coding agent. Okay, you got the root coding agent, you got the sub agent"
  },
  {
    "startMs": 512149,
    "text": "root coding agent, you got the sub agent"
  },
  {
    "startMs": 512159,
    "text": "root coding agent, you got the sub agent da da da. So I would say like this"
  },
  {
    "startMs": 515750,
    "text": "da da da. So I would say like this"
  },
  {
    "startMs": 515760,
    "text": "da da da. So I would say like this decisions as a tool or Jev as a tool was"
  },
  {
    "startMs": 518550,
    "text": "decisions as a tool or Jev as a tool was"
  },
  {
    "startMs": 518560,
    "text": "decisions as a tool or Jev as a tool was is like the obvious one and within you"
  },
  {
    "startMs": 522790,
    "text": "is like the obvious one and within you"
  },
  {
    "startMs": 522800,
    "text": "is like the obvious one and within you know 24 hours of people getting access"
  },
  {
    "startMs": 525350,
    "text": "know 24 hours of people getting access"
  },
  {
    "startMs": 525360,
    "text": "know 24 hours of people getting access to Jev there's tons and tons of examples"
  },
  {
    "startMs": 527030,
    "text": "to Jev there's tons and tons of examples"
  },
  {
    "startMs": 527040,
    "text": "to Jev there's tons and tons of examples here right people using Jev for"
  },
  {
    "startMs": 528790,
    "text": "here right people using Jev for"
  },
  {
    "startMs": 528800,
    "text": "here right people using Jev for compaction people using Jev as the thing"
  },
  {
    "startMs": 531509,
    "text": "compaction people using Jev as the thing"
  },
  {
    "startMs": 531519,
    "text": "compaction people using Jev as the thing that decides whether a tool call can"
  },
  {
    "startMs": 533430,
    "text": "that decides whether a tool call can"
  },
  {
    "startMs": 533440,
    "text": "that decides whether a tool call can execute or not people using Jev as a"
  },
  {
    "startMs": 536230,
    "text": "execute or not people using Jev as a"
  },
  {
    "startMs": 536240,
    "text": "execute or not people using Jev as a router to decide which um which model is"
  },
  {
    "startMs": 539269,
    "text": "router to decide which um which model is"
  },
  {
    "startMs": 539279,
    "text": "router to decide which um which model is going to get this particular request"
  },
  {
    "startMs": 540870,
    "text": "going to get this particular request"
  },
  {
    "startMs": 540880,
    "text": "going to get this particular request right so that stuff's Um, it's all very"
  },
  {
    "startMs": 544230,
    "text": "right so that stuff's Um, it's all very"
  },
  {
    "startMs": 544240,
    "text": "right so that stuff's Um, it's all very cool. There's some really interesting"
  },
  {
    "startMs": 546150,
    "text": "cool. There's some really interesting"
  },
  {
    "startMs": 546160,
    "text": "cool. There's some really interesting cases there and people just went buck"
  },
  {
    "startMs": 548150,
    "text": "cases there and people just went buck"
  },
  {
    "startMs": 548160,
    "text": "cases there and people just went buck wild going super fast um figuring that"
  },
  {
    "startMs": 550790,
    "text": "wild going super fast um figuring that"
  },
  {
    "startMs": 550800,
    "text": "wild going super fast um figuring that out. I think to me what's I'm more"
  },
  {
    "startMs": 553190,
    "text": "out. I think to me what's I'm more"
  },
  {
    "startMs": 553200,
    "text": "out. I think to me what's I'm more interested in is um is not as obvious"
  },
  {
    "startMs": 557190,
    "text": "interested in is um is not as obvious"
  },
  {
    "startMs": 557200,
    "text": "interested in is um is not as obvious how you would set it up. Uh and that's"
  },
  {
    "startMs": 560230,
    "text": "how you would set it up. Uh and that's"
  },
  {
    "startMs": 560240,
    "text": "how you would set it up. Uh and that's where"
  },
  {
    "startMs": 561750,
    "text": "where"
  },
  {
    "startMs": 561760,
    "text": "where the root is a decision model and you"
  },
  {
    "startMs": 564310,
    "text": "the root is a decision model and you"
  },
  {
    "startMs": 564320,
    "text": "the root is a decision model and you only can you could choose as a decision"
  },
  {
    "startMs": 568230,
    "text": "only can you could choose as a decision"
  },
  {
    "startMs": 568240,
    "text": "only can you could choose as a decision to call to a language model or an agent"
  },
  {
    "startMs": 571590,
    "text": "to call to a language model or an agent"
  },
  {
    "startMs": 571600,
    "text": "to call to a language model or an agent um as one as one possibility. So almost"
  },
  {
    "startMs": 575509,
    "text": "um as one as one possibility. So almost"
  },
  {
    "startMs": 575519,
    "text": "um as one as one possibility. So almost everything that I'm going to be talking"
  },
  {
    "startMs": 576470,
    "text": "everything that I'm going to be talking"
  },
  {
    "startMs": 576480,
    "text": "everything that I'm going to be talking about with RDM is going to um be in this"
  },
  {
    "startMs": 580550,
    "text": "about with RDM is going to um be in this"
  },
  {
    "startMs": 580560,
    "text": "about with RDM is going to um be in this paradigm where we're actually letting"
  },
  {
    "startMs": 582630,
    "text": "paradigm where we're actually letting"
  },
  {
    "startMs": 582640,
    "text": "paradigm where we're actually letting the root or the parent of this system be"
  },
  {
    "startMs": 586150,
    "text": "the root or the parent of this system be"
  },
  {
    "startMs": 586160,
    "text": "the root or the parent of this system be the system one model, the decision"
  },
  {
    "startMs": 588230,
    "text": "the system one model, the decision"
  },
  {
    "startMs": 588240,
    "text": "the system one model, the decision model. Okay. So now I want to show this"
  },
  {
    "startMs": 591910,
    "text": "model. Okay. So now I want to show this"
  },
  {
    "startMs": 591920,
    "text": "model. Okay. So now I want to show this for a couple reasons. This you might"
  },
  {
    "startMs": 594230,
    "text": "for a couple reasons. This you might"
  },
  {
    "startMs": 594240,
    "text": "for a couple reasons. This you might recognize this. This is the Jev plays"
  },
  {
    "startMs": 596389,
    "text": "recognize this. This is the Jev plays"
  },
  {
    "startMs": 596399,
    "text": "recognize this. This is the Jev plays Doom. It was part of like the launch"
  },
  {
    "startMs": 599990,
    "text": "Doom. It was part of like the launch"
  },
  {
    "startMs": 600000,
    "text": "Doom. It was part of like the launch tweet storm and got a lot of attention."
  },
  {
    "startMs": 603269,
    "text": "tweet storm and got a lot of attention."
  },
  {
    "startMs": 603279,
    "text": "tweet storm and got a lot of attention. And yet, despite that, I would say it's"
  },
  {
    "startMs": 606550,
    "text": "And yet, despite that, I would say it's"
  },
  {
    "startMs": 606560,
    "text": "And yet, despite that, I would say it's also one of the most um"
  },
  {
    "startMs": 610389,
    "text": "also one of the most um"
  },
  {
    "startMs": 610399,
    "text": "also one of the most um underappreciated"
  },
  {
    "startMs": 611910,
    "text": "underappreciated"
  },
  {
    "startMs": 611920,
    "text": "underappreciated or at least I would say underdeveloped"
  },
  {
    "startMs": 614790,
    "text": "or at least I would say underdeveloped"
  },
  {
    "startMs": 614800,
    "text": "or at least I would say underdeveloped um"
  },
  {
    "startMs": 616550,
    "text": "um"
  },
  {
    "startMs": 616560,
    "text": "um uh examples here. And so I'm just going"
  },
  {
    "startMs": 618230,
    "text": "uh examples here. And so I'm just going"
  },
  {
    "startMs": 618240,
    "text": "uh examples here. And so I'm just going to show a very short clip from this"
  },
  {
    "startMs": 619990,
    "text": "to show a very short clip from this"
  },
  {
    "startMs": 620000,
    "text": "to show a very short clip from this where"
  },
  {
    "startMs": 620310,
    "text": "where"
  },
  {
    "startMs": 620320,
    "text": "where we compose their answers into the"
  },
  {
    "startMs": 621829,
    "text": "we compose their answers into the"
  },
  {
    "startMs": 621839,
    "text": "we compose their answers into the player's next action and keep repeating"
  },
  {
    "startMs": 623990,
    "text": "player's next action and keep repeating"
  },
  {
    "startMs": 624000,
    "text": "player's next action and keep repeating that loop as the game changes. This is"
  },
  {
    "startMs": 625990,
    "text": "that loop as the game changes. This is"
  },
  {
    "startMs": 626000,
    "text": "that loop as the game changes. This is what we call a composition of AI"
  },
  {
    "startMs": 627990,
    "text": "what we call a composition of AI"
  },
  {
    "startMs": 628000,
    "text": "what we call a composition of AI primitives."
  },
  {
    "startMs": 628630,
    "text": "primitives."
  },
  {
    "startMs": 628640,
    "text": "primitives. Composition of AI primitives."
  },
  {
    "startMs": 630710,
    "text": "Composition of AI primitives."
  },
  {
    "startMs": 630720,
    "text": "Composition of AI primitives. Now, this composition handles the moment"
  },
  {
    "startMs": 633110,
    "text": "Now, this composition handles the moment"
  },
  {
    "startMs": 633120,
    "text": "Now, this composition handles the moment to moment moment to moment. So basically"
  },
  {
    "startMs": 635670,
    "text": "to moment moment to moment. So basically"
  },
  {
    "startMs": 635680,
    "text": "to moment moment to moment. So basically the first thing that they're showing is"
  },
  {
    "startMs": 637110,
    "text": "the first thing that they're showing is"
  },
  {
    "startMs": 637120,
    "text": "the first thing that they're showing is this harness that they built of"
  },
  {
    "startMs": 638550,
    "text": "this harness that they built of"
  },
  {
    "startMs": 638560,
    "text": "this harness that they built of decisions to handle like the first"
  },
  {
    "startMs": 640389,
    "text": "decisions to handle like the first"
  },
  {
    "startMs": 640399,
    "text": "decisions to handle like the first person shooting aspect. Is it gonna"
  },
  {
    "startMs": 643750,
    "text": "person shooting aspect. Is it gonna"
  },
  {
    "startMs": 643760,
    "text": "person shooting aspect. Is it gonna hold, carry on, walk, dodge, blah, blah,"
  },
  {
    "startMs": 647110,
    "text": "hold, carry on, walk, dodge, blah, blah,"
  },
  {
    "startMs": 647120,
    "text": "hold, carry on, walk, dodge, blah, blah, blah? It has these actions, right? This"
  },
  {
    "startMs": 650069,
    "text": "blah? It has these actions, right? This"
  },
  {
    "startMs": 650079,
    "text": "blah? It has these actions, right? This is where I I it's so simple and it's"
  },
  {
    "startMs": 654069,
    "text": "is where I I it's so simple and it's"
  },
  {
    "startMs": 654079,
    "text": "is where I I it's so simple and it's very much in line with this idea of"
  },
  {
    "startMs": 655910,
    "text": "very much in line with this idea of"
  },
  {
    "startMs": 655920,
    "text": "very much in line with this idea of composing systems together, recursive"
  },
  {
    "startMs": 659030,
    "text": "composing systems together, recursive"
  },
  {
    "startMs": 659040,
    "text": "composing systems together, recursive decision models, right? A graph of"
  },
  {
    "startMs": 662389,
    "text": "decision models, right? A graph of"
  },
  {
    "startMs": 662399,
    "text": "decision models, right? A graph of different types of decisions. Um, here"
  },
  {
    "startMs": 665910,
    "text": "different types of decisions. Um, here"
  },
  {
    "startMs": 665920,
    "text": "different types of decisions. Um, here we go. So this is the second composition"
  },
  {
    "startMs": 667750,
    "text": "we go. So this is the second composition"
  },
  {
    "startMs": 667760,
    "text": "we go. So this is the second composition composition that decides where to"
  },
  {
    "startMs": 669110,
    "text": "composition that decides where to"
  },
  {
    "startMs": 669120,
    "text": "composition that decides where to explore next and they can work together"
  },
  {
    "startMs": 671750,
    "text": "explore next and they can work together"
  },
  {
    "startMs": 671760,
    "text": "explore next and they can work together to make it through a level."
  },
  {
    "startMs": 673030,
    "text": "to make it through a level."
  },
  {
    "startMs": 673040,
    "text": "to make it through a level. Okay. So now you have two compositions."
  },
  {
    "startMs": 675590,
    "text": "Okay. So now you have two compositions."
  },
  {
    "startMs": 675600,
    "text": "Okay. So now you have two compositions. One is the first person perspective. One"
  },
  {
    "startMs": 678150,
    "text": "One is the first person perspective. One"
  },
  {
    "startMs": 678160,
    "text": "One is the first person perspective. One is this like bird's eye or like mapaware"
  },
  {
    "startMs": 681590,
    "text": "is this like bird's eye or like mapaware"
  },
  {
    "startMs": 681600,
    "text": "is this like bird's eye or like mapaware perspective. And by composing those two"
  },
  {
    "startMs": 683750,
    "text": "perspective. And by composing those two"
  },
  {
    "startMs": 683760,
    "text": "perspective. And by composing those two things together you have a a doom"
  },
  {
    "startMs": 686310,
    "text": "things together you have a a doom"
  },
  {
    "startMs": 686320,
    "text": "things together you have a a doom playing decision agent. And now"
  },
  {
    "startMs": 690310,
    "text": "playing decision agent. And now"
  },
  {
    "startMs": 690320,
    "text": "playing decision agent. And now to me I don't know maybe I missed"
  },
  {
    "startMs": 692630,
    "text": "to me I don't know maybe I missed"
  },
  {
    "startMs": 692640,
    "text": "to me I don't know maybe I missed something but I would say like um I have"
  },
  {
    "startMs": 696870,
    "text": "something but I would say like um I have"
  },
  {
    "startMs": 696880,
    "text": "something but I would say like um I have seen almost nothing very very very few"
  },
  {
    "startMs": 699990,
    "text": "seen almost nothing very very very few"
  },
  {
    "startMs": 700000,
    "text": "seen almost nothing very very very few um examples that are actually like"
  },
  {
    "startMs": 702389,
    "text": "um examples that are actually like"
  },
  {
    "startMs": 702399,
    "text": "um examples that are actually like taking this uh forward that are mo that"
  },
  {
    "startMs": 705670,
    "text": "taking this uh forward that are mo that"
  },
  {
    "startMs": 705680,
    "text": "taking this uh forward that are mo that are moving this is a super powerful idea"
  },
  {
    "startMs": 707910,
    "text": "are moving this is a super powerful idea"
  },
  {
    "startMs": 707920,
    "text": "are moving this is a super powerful idea of composing these two systems together."
  },
  {
    "startMs": 710550,
    "text": "of composing these two systems together."
  },
  {
    "startMs": 710560,
    "text": "of composing these two systems together. It's really insane that with like"
  },
  {
    "startMs": 713509,
    "text": "It's really insane that with like"
  },
  {
    "startMs": 713519,
    "text": "It's really insane that with like essentially two separate um but coupled"
  },
  {
    "startMs": 718230,
    "text": "essentially two separate um but coupled"
  },
  {
    "startMs": 718240,
    "text": "essentially two separate um but coupled um so two distinct but coupled decision"
  },
  {
    "startMs": 720630,
    "text": "um so two distinct but coupled decision"
  },
  {
    "startMs": 720640,
    "text": "um so two distinct but coupled decision agents, right? You now have with pure"
  },
  {
    "startMs": 724150,
    "text": "agents, right? You now have with pure"
  },
  {
    "startMs": 724160,
    "text": "agents, right? You now have with pure Jev calls um a Doom playing agent,"
  },
  {
    "startMs": 727190,
    "text": "Jev calls um a Doom playing agent,"
  },
  {
    "startMs": 727200,
    "text": "Jev calls um a Doom playing agent, right? Like that is really wild and I"
  },
  {
    "startMs": 729110,
    "text": "right? Like that is really wild and I"
  },
  {
    "startMs": 729120,
    "text": "right? Like that is really wild and I think really underappreciated despite"
  },
  {
    "startMs": 730790,
    "text": "think really underappreciated despite"
  },
  {
    "startMs": 730800,
    "text": "think really underappreciated despite the fact that probably like I don't know"
  },
  {
    "startMs": 733350,
    "text": "the fact that probably like I don't know"
  },
  {
    "startMs": 733360,
    "text": "the fact that probably like I don't know millions or tens of millions of people"
  },
  {
    "startMs": 734870,
    "text": "millions or tens of millions of people"
  },
  {
    "startMs": 734880,
    "text": "millions or tens of millions of people saw this video. And it comes back to"
  },
  {
    "startMs": 737829,
    "text": "saw this video. And it comes back to"
  },
  {
    "startMs": 737839,
    "text": "saw this video. And it comes back to this question, what if reasoning uh was"
  },
  {
    "startMs": 740710,
    "text": "this question, what if reasoning uh was"
  },
  {
    "startMs": 740720,
    "text": "this question, what if reasoning uh was actually many small decisions, right?"
  },
  {
    "startMs": 743190,
    "text": "actually many small decisions, right?"
  },
  {
    "startMs": 743200,
    "text": "actually many small decisions, right? And um or what are the types of"
  },
  {
    "startMs": 746790,
    "text": "And um or what are the types of"
  },
  {
    "startMs": 746800,
    "text": "And um or what are the types of activities or categories of things that"
  },
  {
    "startMs": 749190,
    "text": "activities or categories of things that"
  },
  {
    "startMs": 749200,
    "text": "activities or categories of things that we might naively assume would need"
  },
  {
    "startMs": 751590,
    "text": "we might naively assume would need"
  },
  {
    "startMs": 751600,
    "text": "we might naively assume would need reasoning when in fact what we need is a"
  },
  {
    "startMs": 753829,
    "text": "reasoning when in fact what we need is a"
  },
  {
    "startMs": 753839,
    "text": "reasoning when in fact what we need is a smart way of architecting small fast"
  },
  {
    "startMs": 756389,
    "text": "smart way of architecting small fast"
  },
  {
    "startMs": 756399,
    "text": "smart way of architecting small fast decisions. Okay, so now on to recursive"
  },
  {
    "startMs": 760710,
    "text": "decisions. Okay, so now on to recursive"
  },
  {
    "startMs": 760720,
    "text": "decisions. Okay, so now on to recursive decision models. I think the the glib"
  },
  {
    "startMs": 763990,
    "text": "decision models. I think the the glib"
  },
  {
    "startMs": 764000,
    "text": "decision models. I think the the glib tagline for this would be like a"
  },
  {
    "startMs": 765910,
    "text": "tagline for this would be like a"
  },
  {
    "startMs": 765920,
    "text": "tagline for this would be like a decision that can decide to make another"
  },
  {
    "startMs": 767910,
    "text": "decision that can decide to make another"
  },
  {
    "startMs": 767920,
    "text": "decision that can decide to make another decision and"
  },
  {
    "startMs": 770389,
    "text": "decision and"
  },
  {
    "startMs": 770399,
    "text": "decision and um that's certainly an important element"
  },
  {
    "startMs": 773350,
    "text": "um that's certainly an important element"
  },
  {
    "startMs": 773360,
    "text": "um that's certainly an important element of it. Uh while I was developing these"
  },
  {
    "startMs": 777190,
    "text": "of it. Uh while I was developing these"
  },
  {
    "startMs": 777200,
    "text": "of it. Uh while I was developing these um this idea this concept I've I've"
  },
  {
    "startMs": 779670,
    "text": "um this idea this concept I've I've"
  },
  {
    "startMs": 779680,
    "text": "um this idea this concept I've I've given myself three rules. Okay, the"
  },
  {
    "startMs": 781750,
    "text": "given myself three rules. Okay, the"
  },
  {
    "startMs": 781760,
    "text": "given myself three rules. Okay, the three rules of RDMs are one that the"
  },
  {
    "startMs": 785269,
    "text": "three rules of RDMs are one that the"
  },
  {
    "startMs": 785279,
    "text": "three rules of RDMs are one that the context stays outside the model and so"
  },
  {
    "startMs": 788470,
    "text": "context stays outside the model and so"
  },
  {
    "startMs": 788480,
    "text": "context stays outside the model and so the code um can cut it into slices. So"
  },
  {
    "startMs": 792870,
    "text": "the code um can cut it into slices. So"
  },
  {
    "startMs": 792880,
    "text": "the code um can cut it into slices. So the the in the Doom example, the the"
  },
  {
    "startMs": 795430,
    "text": "the the in the Doom example, the the"
  },
  {
    "startMs": 795440,
    "text": "the the in the Doom example, the the full state of um the game uh is outside"
  },
  {
    "startMs": 801829,
    "text": "full state of um the game uh is outside"
  },
  {
    "startMs": 801839,
    "text": "full state of um the game uh is outside then those two little subh harnesses,"
  },
  {
    "startMs": 804550,
    "text": "then those two little subh harnesses,"
  },
  {
    "startMs": 804560,
    "text": "then those two little subh harnesses, the first person shooting harness has"
  },
  {
    "startMs": 807350,
    "text": "the first person shooting harness has"
  },
  {
    "startMs": 807360,
    "text": "the first person shooting harness has some specific subset of that. The um the"
  },
  {
    "startMs": 811590,
    "text": "some specific subset of that. The um the"
  },
  {
    "startMs": 811600,
    "text": "some specific subset of that. The um the map exploring bird's eye view decision"
  },
  {
    "startMs": 815030,
    "text": "map exploring bird's eye view decision"
  },
  {
    "startMs": 815040,
    "text": "map exploring bird's eye view decision model has another uh view of that. Uh"
  },
  {
    "startMs": 818550,
    "text": "model has another uh view of that. Uh"
  },
  {
    "startMs": 818560,
    "text": "model has another uh view of that. Uh the second thing is this uh and now this"
  },
  {
    "startMs": 821269,
    "text": "the second thing is this uh and now this"
  },
  {
    "startMs": 821279,
    "text": "the second thing is this uh and now this is where it's a little different from"
  },
  {
    "startMs": 822790,
    "text": "is where it's a little different from"
  },
  {
    "startMs": 822800,
    "text": "is where it's a little different from that demo is the decision can choose to"
  },
  {
    "startMs": 825670,
    "text": "that demo is the decision can choose to"
  },
  {
    "startMs": 825680,
    "text": "that demo is the decision can choose to call another decision and again up to"
  },
  {
    "startMs": 827750,
    "text": "call another decision and again up to"
  },
  {
    "startMs": 827760,
    "text": "call another decision and again up to this maximum depth we talked about this"
  },
  {
    "startMs": 829509,
    "text": "this maximum depth we talked about this"
  },
  {
    "startMs": 829519,
    "text": "this maximum depth we talked about this recursive tree"
  },
  {
    "startMs": 831990,
    "text": "recursive tree"
  },
  {
    "startMs": 832000,
    "text": "recursive tree now these two things are the most"
  },
  {
    "startMs": 834629,
    "text": "now these two things are the most"
  },
  {
    "startMs": 834639,
    "text": "now these two things are the most important fundamental aspects of RLM as"
  },
  {
    "startMs": 837110,
    "text": "important fundamental aspects of RLM as"
  },
  {
    "startMs": 837120,
    "text": "important fundamental aspects of RLM as well right the context is externalized"
  },
  {
    "startMs": 839670,
    "text": "well right the context is externalized"
  },
  {
    "startMs": 839680,
    "text": "well right the context is externalized the agent can make sub aents the RLM can"
  },
  {
    "startMs": 842949,
    "text": "the agent can make sub aents the RLM can"
  },
  {
    "startMs": 842959,
    "text": "the agent can make sub aents the RLM can call sub RLMs and sub LLM right um the"
  },
  {
    "startMs": 848470,
    "text": "call sub RLMs and sub LLM right um the"
  },
  {
    "startMs": 848480,
    "text": "call sub RLMs and sub LLM right um the so those two things are like copied"
  },
  {
    "startMs": 850949,
    "text": "so those two things are like copied"
  },
  {
    "startMs": 850959,
    "text": "so those two things are like copied straight from the RLM idea and it's"
  },
  {
    "startMs": 853269,
    "text": "straight from the RLM idea and it's"
  },
  {
    "startMs": 853279,
    "text": "straight from the RLM idea and it's applying that directly to to system one"
  },
  {
    "startMs": 855670,
    "text": "applying that directly to to system one"
  },
  {
    "startMs": 855680,
    "text": "applying that directly to to system one models decision models. Uh the third"
  },
  {
    "startMs": 858710,
    "text": "models decision models. Uh the third"
  },
  {
    "startMs": 858720,
    "text": "models decision models. Uh the third piece is first it must work with no"
  },
  {
    "startMs": 862550,
    "text": "piece is first it must work with no"
  },
  {
    "startMs": 862560,
    "text": "piece is first it must work with no generative model at all. And this was"
  },
  {
    "startMs": 864069,
    "text": "generative model at all. And this was"
  },
  {
    "startMs": 864079,
    "text": "generative model at all. And this was very important to me um because I again"
  },
  {
    "startMs": 868710,
    "text": "very important to me um because I again"
  },
  {
    "startMs": 868720,
    "text": "very important to me um because I again I'm like all this like Jev as a tool for"
  },
  {
    "startMs": 872069,
    "text": "I'm like all this like Jev as a tool for"
  },
  {
    "startMs": 872079,
    "text": "I'm like all this like Jev as a tool for a normal coding agent is is is cool and"
  },
  {
    "startMs": 875350,
    "text": "a normal coding agent is is is cool and"
  },
  {
    "startMs": 875360,
    "text": "a normal coding agent is is is cool and there's some really great examples but"
  },
  {
    "startMs": 876710,
    "text": "there's some really great examples but"
  },
  {
    "startMs": 876720,
    "text": "there's some really great examples but it's it's obvious to me. What was really"
  },
  {
    "startMs": 878310,
    "text": "it's it's obvious to me. What was really"
  },
  {
    "startMs": 878320,
    "text": "it's it's obvious to me. What was really interesting in terms of novel what might"
  },
  {
    "startMs": 880230,
    "text": "interesting in terms of novel what might"
  },
  {
    "startMs": 880240,
    "text": "interesting in terms of novel what might unlock some novel behaviors some novel"
  },
  {
    "startMs": 882230,
    "text": "unlock some novel behaviors some novel"
  },
  {
    "startMs": 882240,
    "text": "unlock some novel behaviors some novel capabilities"
  },
  {
    "startMs": 883910,
    "text": "capabilities"
  },
  {
    "startMs": 883920,
    "text": "capabilities um is what if there's no generative"
  },
  {
    "startMs": 885509,
    "text": "um is what if there's no generative"
  },
  {
    "startMs": 885519,
    "text": "um is what if there's no generative model at all. It also proves that the"
  },
  {
    "startMs": 887509,
    "text": "model at all. It also proves that the"
  },
  {
    "startMs": 887519,
    "text": "model at all. It also proves that the that the RDM architecture is actually uh"
  },
  {
    "startMs": 891430,
    "text": "that the RDM architecture is actually uh"
  },
  {
    "startMs": 891440,
    "text": "that the RDM architecture is actually uh correct like it should be able to work"
  },
  {
    "startMs": 893829,
    "text": "correct like it should be able to work"
  },
  {
    "startMs": 893839,
    "text": "correct like it should be able to work with no generation and at the same time"
  },
  {
    "startMs": 896949,
    "text": "with no generation and at the same time"
  },
  {
    "startMs": 896959,
    "text": "with no generation and at the same time it must compose with LMS and with agents"
  },
  {
    "startMs": 900069,
    "text": "it must compose with LMS and with agents"
  },
  {
    "startMs": 900079,
    "text": "it must compose with LMS and with agents right um so those are my three rules in"
  },
  {
    "startMs": 902790,
    "text": "right um so those are my three rules in"
  },
  {
    "startMs": 902800,
    "text": "right um so those are my three rules in developing this concept of recursive"
  },
  {
    "startMs": 904790,
    "text": "developing this concept of recursive"
  },
  {
    "startMs": 904800,
    "text": "developing this concept of recursive decision models. So first I want to show"
  },
  {
    "startMs": 907829,
    "text": "decision models. So first I want to show"
  },
  {
    "startMs": 907839,
    "text": "decision models. So first I want to show the the decisions all the way down"
  },
  {
    "startMs": 909829,
    "text": "the the decisions all the way down"
  },
  {
    "startMs": 909839,
    "text": "the the decisions all the way down example. Okay. So decisions all the way"
  },
  {
    "startMs": 913829,
    "text": "example. Okay. So decisions all the way"
  },
  {
    "startMs": 913839,
    "text": "example. Okay. So decisions all the way down."
  },
  {
    "startMs": 915590,
    "text": "down."
  },
  {
    "startMs": 915600,
    "text": "down. Um you might be familiar with this idea"
  },
  {
    "startMs": 917509,
    "text": "Um you might be familiar with this idea"
  },
  {
    "startMs": 917519,
    "text": "Um you might be familiar with this idea of a golton board. Um maybe you learned"
  },
  {
    "startMs": 920310,
    "text": "of a golton board. Um maybe you learned"
  },
  {
    "startMs": 920320,
    "text": "of a golton board. Um maybe you learned about this in the context of learning"
  },
  {
    "startMs": 921829,
    "text": "about this in the context of learning"
  },
  {
    "startMs": 921839,
    "text": "about this in the context of learning about um the the Gaussian distribution"
  },
  {
    "startMs": 925189,
    "text": "about um the the Gaussian distribution"
  },
  {
    "startMs": 925199,
    "text": "about um the the Gaussian distribution or or um uh what do they call it? Normal"
  },
  {
    "startMs": 928550,
    "text": "or or um uh what do they call it? Normal"
  },
  {
    "startMs": 928560,
    "text": "or or um uh what do they call it? Normal distribution. So like each ball has like"
  },
  {
    "startMs": 931189,
    "text": "distribution. So like each ball has like"
  },
  {
    "startMs": 931199,
    "text": "distribution. So like each ball has like a 50-50 chance at each pin of um falling"
  },
  {
    "startMs": 935910,
    "text": "a 50-50 chance at each pin of um falling"
  },
  {
    "startMs": 935920,
    "text": "a 50-50 chance at each pin of um falling and then you build this like bell curve"
  },
  {
    "startMs": 939030,
    "text": "and then you build this like bell curve"
  },
  {
    "startMs": 939040,
    "text": "and then you build this like bell curve um gaussian distribution. So the"
  },
  {
    "startMs": 941750,
    "text": "um gaussian distribution. So the"
  },
  {
    "startMs": 941760,
    "text": "um gaussian distribution. So the simplest way that I could think of to to"
  },
  {
    "startMs": 944629,
    "text": "simplest way that I could think of to to"
  },
  {
    "startMs": 944639,
    "text": "simplest way that I could think of to to visualize this idea of um like recursive"
  },
  {
    "startMs": 949030,
    "text": "visualize this idea of um like recursive"
  },
  {
    "startMs": 949040,
    "text": "visualize this idea of um like recursive layers of decisions is now what if the"
  },
  {
    "startMs": 952150,
    "text": "layers of decisions is now what if the"
  },
  {
    "startMs": 952160,
    "text": "layers of decisions is now what if the pins could decide? So you could think of"
  },
  {
    "startMs": 955269,
    "text": "pins could decide? So you could think of"
  },
  {
    "startMs": 955279,
    "text": "pins could decide? So you could think of this kind of like a binary search like"
  },
  {
    "startMs": 958629,
    "text": "this kind of like a binary search like"
  },
  {
    "startMs": 958639,
    "text": "this kind of like a binary search like so each um numbered ball just like oh is"
  },
  {
    "startMs": 961749,
    "text": "so each um numbered ball just like oh is"
  },
  {
    "startMs": 961759,
    "text": "so each um numbered ball just like oh is this one going to go higher or lower"
  },
  {
    "startMs": 964150,
    "text": "this one going to go higher or lower"
  },
  {
    "startMs": 964160,
    "text": "this one going to go higher or lower higher or lower? Um and so this pin is"
  },
  {
    "startMs": 967990,
    "text": "higher or lower? Um and so this pin is"
  },
  {
    "startMs": 968000,
    "text": "higher or lower? Um and so this pin is like splitting them in half. this pin"
  },
  {
    "startMs": 970790,
    "text": "like splitting them in half. this pin"
  },
  {
    "startMs": 970800,
    "text": "like splitting them in half. this pin spinning um in to its half etc. Um and"
  },
  {
    "startMs": 976389,
    "text": "spinning um in to its half etc. Um and"
  },
  {
    "startMs": 976399,
    "text": "spinning um in to its half etc. Um and again this is kind of like a a silly"
  },
  {
    "startMs": 978470,
    "text": "again this is kind of like a a silly"
  },
  {
    "startMs": 978480,
    "text": "again this is kind of like a a silly simple example. Uh but now when those"
  },
  {
    "startMs": 981910,
    "text": "simple example. Uh but now when those"
  },
  {
    "startMs": 981920,
    "text": "simple example. Uh but now when those are smart then we separate them"
  },
  {
    "startMs": 983910,
    "text": "are smart then we separate them"
  },
  {
    "startMs": 983920,
    "text": "are smart then we separate them perfectly. Now system one model like Jev"
  },
  {
    "startMs": 988150,
    "text": "perfectly. Now system one model like Jev"
  },
  {
    "startMs": 988160,
    "text": "perfectly. Now system one model like Jev decision model whatever we want to call"
  },
  {
    "startMs": 990069,
    "text": "decision model whatever we want to call"
  },
  {
    "startMs": 990079,
    "text": "decision model whatever we want to call them uh well we can ask about we can ask"
  },
  {
    "startMs": 993030,
    "text": "them uh well we can ask about we can ask"
  },
  {
    "startMs": 993040,
    "text": "them uh well we can ask about we can ask many questions at once. We don't have to"
  },
  {
    "startMs": 994710,
    "text": "many questions at once. We don't have to"
  },
  {
    "startMs": 994720,
    "text": "many questions at once. We don't have to just ask one on one axis. We could ask"
  },
  {
    "startMs": 997670,
    "text": "just ask one on one axis. We could ask"
  },
  {
    "startMs": 997680,
    "text": "just ask one on one axis. We could ask in multiple dimensions. So we can now"
  },
  {
    "startMs": 1000230,
    "text": "in multiple dimensions. So we can now"
  },
  {
    "startMs": 1000240,
    "text": "in multiple dimensions. So we can now visualize that in 3D as like the balls"
  },
  {
    "startMs": 1003749,
    "text": "visualize that in 3D as like the balls"
  },
  {
    "startMs": 1003759,
    "text": "visualize that in 3D as like the balls falling they're being sorted u by color"
  },
  {
    "startMs": 1006870,
    "text": "falling they're being sorted u by color"
  },
  {
    "startMs": 1006880,
    "text": "falling they're being sorted u by color in one axis by number in another. We"
  },
  {
    "startMs": 1010069,
    "text": "in one axis by number in another. We"
  },
  {
    "startMs": 1010079,
    "text": "in one axis by number in another. We could put the cross-sectional views here"
  },
  {
    "startMs": 1012389,
    "text": "could put the cross-sectional views here"
  },
  {
    "startMs": 1012399,
    "text": "could put the cross-sectional views here and see that in the case that this is a"
  },
  {
    "startMs": 1014470,
    "text": "and see that in the case that this is a"
  },
  {
    "startMs": 1014480,
    "text": "and see that in the case that this is a perfect um classifier right um it's"
  },
  {
    "startMs": 1018310,
    "text": "perfect um classifier right um it's"
  },
  {
    "startMs": 1018320,
    "text": "perfect um classifier right um it's perfectly classifying the numbered"
  },
  {
    "startMs": 1020230,
    "text": "perfectly classifying the numbered"
  },
  {
    "startMs": 1020240,
    "text": "perfectly classifying the numbered bucket that it should go in in the end"
  },
  {
    "startMs": 1022710,
    "text": "bucket that it should go in in the end"
  },
  {
    "startMs": 1022720,
    "text": "bucket that it should go in in the end the uh colored bucket. So again, this is"
  },
  {
    "startMs": 1026150,
    "text": "the uh colored bucket. So again, this is"
  },
  {
    "startMs": 1026160,
    "text": "the uh colored bucket. So again, this is very much a toy example in the sense"
  },
  {
    "startMs": 1027990,
    "text": "very much a toy example in the sense"
  },
  {
    "startMs": 1028000,
    "text": "very much a toy example in the sense that like actually what you you could do"
  },
  {
    "startMs": 1030309,
    "text": "that like actually what you you could do"
  },
  {
    "startMs": 1030319,
    "text": "that like actually what you you could do all of this in one classifier call. You"
  },
  {
    "startMs": 1032789,
    "text": "all of this in one classifier call. You"
  },
  {
    "startMs": 1032799,
    "text": "all of this in one classifier call. You could do all of this in one decision"
  },
  {
    "startMs": 1034630,
    "text": "could do all of this in one decision"
  },
  {
    "startMs": 1034640,
    "text": "could do all of this in one decision call. You don't need um this like"
  },
  {
    "startMs": 1036949,
    "text": "call. You don't need um this like"
  },
  {
    "startMs": 1036959,
    "text": "call. You don't need um this like recursive tree or like iterative tree to"
  },
  {
    "startMs": 1040150,
    "text": "recursive tree or like iterative tree to"
  },
  {
    "startMs": 1040160,
    "text": "recursive tree or like iterative tree to do it. But I'm um I want you to keep the"
  },
  {
    "startMs": 1043350,
    "text": "do it. But I'm um I want you to keep the"
  },
  {
    "startMs": 1043360,
    "text": "do it. But I'm um I want you to keep the visualization of this because it's"
  },
  {
    "startMs": 1045510,
    "text": "visualization of this because it's"
  },
  {
    "startMs": 1045520,
    "text": "visualization of this because it's exactly what's going to happen in some"
  },
  {
    "startMs": 1046949,
    "text": "exactly what's going to happen in some"
  },
  {
    "startMs": 1046959,
    "text": "exactly what's going to happen in some of these more specific examples of"
  },
  {
    "startMs": 1049669,
    "text": "of these more specific examples of"
  },
  {
    "startMs": 1049679,
    "text": "of these more specific examples of recursive decision models. Okay. So,"
  },
  {
    "startMs": 1052630,
    "text": "recursive decision models. Okay. So,"
  },
  {
    "startMs": 1052640,
    "text": "recursive decision models. Okay. So, hierarchical search was one of the"
  },
  {
    "startMs": 1057110,
    "text": "hierarchical search was one of the"
  },
  {
    "startMs": 1057120,
    "text": "hierarchical search was one of the launch day uh cookbooks of Typesafe and"
  },
  {
    "startMs": 1061350,
    "text": "launch day uh cookbooks of Typesafe and"
  },
  {
    "startMs": 1061360,
    "text": "launch day uh cookbooks of Typesafe and they what they did is they took um this"
  },
  {
    "startMs": 1064630,
    "text": "they what they did is they took um this"
  },
  {
    "startMs": 1064640,
    "text": "they what they did is they took um this Shopify uh database of 12,000 product"
  },
  {
    "startMs": 1067669,
    "text": "Shopify uh database of 12,000 product"
  },
  {
    "startMs": 1067679,
    "text": "Shopify uh database of 12,000 product categories and they implemented like a"
  },
  {
    "startMs": 1071190,
    "text": "categories and they implemented like a"
  },
  {
    "startMs": 1071200,
    "text": "categories and they implemented like a beam search algorithm with hierarchical"
  },
  {
    "startMs": 1073830,
    "text": "beam search algorithm with hierarchical"
  },
  {
    "startMs": 1073840,
    "text": "beam search algorithm with hierarchical calls to um Jev to figure out from from"
  },
  {
    "startMs": 1078230,
    "text": "calls to um Jev to figure out from from"
  },
  {
    "startMs": 1078240,
    "text": "calls to um Jev to figure out from from a user query which product category"
  },
  {
    "startMs": 1081909,
    "text": "a user query which product category"
  },
  {
    "startMs": 1081919,
    "text": "a user query which product category um the user's query was describing."
  },
  {
    "startMs": 1085669,
    "text": "um the user's query was describing."
  },
  {
    "startMs": 1085679,
    "text": "um the user's query was describing. And what is unique as a simple"
  },
  {
    "startMs": 1089270,
    "text": "And what is unique as a simple"
  },
  {
    "startMs": 1089280,
    "text": "And what is unique as a simple demonstration of what's possible with"
  },
  {
    "startMs": 1090950,
    "text": "demonstration of what's possible with"
  },
  {
    "startMs": 1090960,
    "text": "demonstration of what's possible with recursive decision models is you can do"
  },
  {
    "startMs": 1093190,
    "text": "recursive decision models is you can do"
  },
  {
    "startMs": 1093200,
    "text": "recursive decision models is you can do the beam search without the beam. So"
  },
  {
    "startMs": 1097029,
    "text": "the beam search without the beam. So"
  },
  {
    "startMs": 1097039,
    "text": "the beam search without the beam. So essentially at each layer here, we're"
  },
  {
    "startMs": 1099990,
    "text": "essentially at each layer here, we're"
  },
  {
    "startMs": 1100000,
    "text": "essentially at each layer here, we're simply asking well um of the next sub"
  },
  {
    "startMs": 1104549,
    "text": "simply asking well um of the next sub"
  },
  {
    "startMs": 1104559,
    "text": "simply asking well um of the next sub layer of products. What is the next one"
  },
  {
    "startMs": 1107270,
    "text": "layer of products. What is the next one"
  },
  {
    "startMs": 1107280,
    "text": "layer of products. What is the next one that we're interested [snorts] um in"
  },
  {
    "startMs": 1109990,
    "text": "that we're interested [snorts] um in"
  },
  {
    "startMs": 1110000,
    "text": "that we're interested [snorts] um in exploring? And so uh in this in this"
  },
  {
    "startMs": 1113510,
    "text": "exploring? And so uh in this in this"
  },
  {
    "startMs": 1113520,
    "text": "exploring? And so uh in this in this example, we're exploring we're not"
  },
  {
    "startMs": 1115190,
    "text": "example, we're exploring we're not"
  },
  {
    "startMs": 1115200,
    "text": "example, we're exploring we're not exploring all 12,000 categories at once."
  },
  {
    "startMs": 1117990,
    "text": "exploring all 12,000 categories at once."
  },
  {
    "startMs": 1118000,
    "text": "exploring all 12,000 categories at once. That would like overload the context"
  },
  {
    "startMs": 1119590,
    "text": "That would like overload the context"
  },
  {
    "startMs": 1119600,
    "text": "That would like overload the context window. We're taking the parent"
  },
  {
    "startMs": 1121669,
    "text": "window. We're taking the parent"
  },
  {
    "startMs": 1121679,
    "text": "window. We're taking the parent category. We're deciding okay the user"
  },
  {
    "startMs": 1124950,
    "text": "category. We're deciding okay the user"
  },
  {
    "startMs": 1124960,
    "text": "category. We're deciding okay the user said laptop backpack okay which category"
  },
  {
    "startMs": 1128789,
    "text": "said laptop backpack okay which category"
  },
  {
    "startMs": 1128799,
    "text": "said laptop backpack okay which category am I going to explore next and and"
  },
  {
    "startMs": 1131190,
    "text": "am I going to explore next and and"
  },
  {
    "startMs": 1131200,
    "text": "am I going to explore next and and iterating along"
  },
  {
    "startMs": 1133430,
    "text": "iterating along"
  },
  {
    "startMs": 1133440,
    "text": "iterating along uh from there um and we could decide in"
  },
  {
    "startMs": 1137669,
    "text": "uh from there um and we could decide in"
  },
  {
    "startMs": 1137679,
    "text": "uh from there um and we could decide in the code how we implement it. Do we do"
  },
  {
    "startMs": 1139909,
    "text": "the code how we implement it. Do we do"
  },
  {
    "startMs": 1139919,
    "text": "the code how we implement it. Do we do greedy? Do we pick like only the top"
  },
  {
    "startMs": 1142070,
    "text": "greedy? Do we pick like only the top"
  },
  {
    "startMs": 1142080,
    "text": "greedy? Do we pick like only the top one? Right? Do we explore [sighs]"
  },
  {
    "startMs": 1145830,
    "text": "one? Right? Do we explore [sighs]"
  },
  {
    "startMs": 1145840,
    "text": "one? Right? Do we explore [sighs] top three um that are rated uh with the"
  },
  {
    "startMs": 1149029,
    "text": "top three um that are rated uh with the"
  },
  {
    "startMs": 1149039,
    "text": "top three um that are rated uh with the different probabilities etc? But you"
  },
  {
    "startMs": 1151510,
    "text": "different probabilities etc? But you"
  },
  {
    "startMs": 1151520,
    "text": "different probabilities etc? But you could kind of again it's a like similar"
  },
  {
    "startMs": 1153750,
    "text": "could kind of again it's a like similar"
  },
  {
    "startMs": 1153760,
    "text": "could kind of again it's a like similar to a binary search algorithm in theme"
  },
  {
    "startMs": 1158870,
    "text": "to a binary search algorithm in theme"
  },
  {
    "startMs": 1158880,
    "text": "to a binary search algorithm in theme except that like the compositional unit"
  },
  {
    "startMs": 1161270,
    "text": "except that like the compositional unit"
  },
  {
    "startMs": 1161280,
    "text": "except that like the compositional unit of it is a classifier is a judgment is a"
  },
  {
    "startMs": 1165750,
    "text": "of it is a classifier is a judgment is a"
  },
  {
    "startMs": 1165760,
    "text": "of it is a classifier is a judgment is a decision model is a system one model"
  },
  {
    "startMs": 1167510,
    "text": "decision model is a system one model"
  },
  {
    "startMs": 1167520,
    "text": "decision model is a system one model again too many names I don't want to"
  },
  {
    "startMs": 1169110,
    "text": "again too many names I don't want to"
  },
  {
    "startMs": 1169120,
    "text": "again too many names I don't want to fight about the names okay visually um"
  },
  {
    "startMs": 1173190,
    "text": "fight about the names okay visually um"
  },
  {
    "startMs": 1173200,
    "text": "fight about the names okay visually um we can show this um as well and so the"
  },
  {
    "startMs": 1177990,
    "text": "we can show this um as well and so the"
  },
  {
    "startMs": 1178000,
    "text": "we can show this um as well and so the uh Jev quickly became uh multiot total"
  },
  {
    "startMs": 1181909,
    "text": "uh Jev quickly became uh multiot total"
  },
  {
    "startMs": 1181919,
    "text": "uh Jev quickly became uh multiot total uh just a few weeks ago, about a month"
  },
  {
    "startMs": 1184230,
    "text": "uh just a few weeks ago, about a month"
  },
  {
    "startMs": 1184240,
    "text": "uh just a few weeks ago, about a month after the initial uh launch. And um Lily"
  },
  {
    "startMs": 1188710,
    "text": "after the initial uh launch. And um Lily"
  },
  {
    "startMs": 1188720,
    "text": "after the initial uh launch. And um Lily over here uh posted like the first"
  },
  {
    "startMs": 1191669,
    "text": "over here uh posted like the first"
  },
  {
    "startMs": 1191679,
    "text": "over here uh posted like the first variation of this, which is like"
  },
  {
    "startMs": 1193110,
    "text": "variation of this, which is like"
  },
  {
    "startMs": 1193120,
    "text": "variation of this, which is like wherever you are getting a hit, you are"
  },
  {
    "startMs": 1196950,
    "text": "wherever you are getting a hit, you are"
  },
  {
    "startMs": 1196960,
    "text": "wherever you are getting a hit, you are um now then kind of like zooming in to"
  },
  {
    "startMs": 1200390,
    "text": "um now then kind of like zooming in to"
  },
  {
    "startMs": 1200400,
    "text": "um now then kind of like zooming in to have like a feedback loop and like"
  },
  {
    "startMs": 1202070,
    "text": "have like a feedback loop and like"
  },
  {
    "startMs": 1202080,
    "text": "have like a feedback loop and like figure out, you know, ask again on a on"
  },
  {
    "startMs": 1204549,
    "text": "figure out, you know, ask again on a on"
  },
  {
    "startMs": 1204559,
    "text": "figure out, you know, ask again on a on a smaller box. Okay. Is this really uh"
  },
  {
    "startMs": 1207190,
    "text": "a smaller box. Okay. Is this really uh"
  },
  {
    "startMs": 1207200,
    "text": "a smaller box. Okay. Is this really uh in her her case looking for u beetles,"
  },
  {
    "startMs": 1210390,
    "text": "in her her case looking for u beetles,"
  },
  {
    "startMs": 1210400,
    "text": "in her her case looking for u beetles, right? Um and then Nathan from the type"
  },
  {
    "startMs": 1213510,
    "text": "right? Um and then Nathan from the type"
  },
  {
    "startMs": 1213520,
    "text": "right? Um and then Nathan from the type safe team kind of followed up on this"
  },
  {
    "startMs": 1215110,
    "text": "safe team kind of followed up on this"
  },
  {
    "startMs": 1215120,
    "text": "safe team kind of followed up on this and um what's interesting about his"
  },
  {
    "startMs": 1217750,
    "text": "and um what's interesting about his"
  },
  {
    "startMs": 1217760,
    "text": "and um what's interesting about his implic implementation is it's much more"
  },
  {
    "startMs": 1220230,
    "text": "implic implementation is it's much more"
  },
  {
    "startMs": 1220240,
    "text": "implic implementation is it's much more like um this um binary search in the"
  },
  {
    "startMs": 1224470,
    "text": "like um this um binary search in the"
  },
  {
    "startMs": 1224480,
    "text": "like um this um binary search in the sense it's like a recursive having of"
  },
  {
    "startMs": 1227029,
    "text": "sense it's like a recursive having of"
  },
  {
    "startMs": 1227039,
    "text": "sense it's like a recursive having of the of the image, right? Like a like a"
  },
  {
    "startMs": 1230070,
    "text": "the of the image, right? Like a like a"
  },
  {
    "startMs": 1230080,
    "text": "the of the image, right? Like a like a golden um golden spiral style like"
  },
  {
    "startMs": 1233669,
    "text": "golden um golden spiral style like"
  },
  {
    "startMs": 1233679,
    "text": "golden um golden spiral style like having, right? And then within those uh"
  },
  {
    "startMs": 1236549,
    "text": "having, right? And then within those uh"
  },
  {
    "startMs": 1236559,
    "text": "having, right? And then within those uh blocks within those buckets um uh like"
  },
  {
    "startMs": 1240310,
    "text": "blocks within those buckets um uh like"
  },
  {
    "startMs": 1240320,
    "text": "blocks within those buckets um uh like what what is it that we're um seeing? So"
  },
  {
    "startMs": 1244870,
    "text": "what what is it that we're um seeing? So"
  },
  {
    "startMs": 1244880,
    "text": "what what is it that we're um seeing? So again, this is this is the um these are"
  },
  {
    "startMs": 1247830,
    "text": "again, this is this is the um these are"
  },
  {
    "startMs": 1247840,
    "text": "again, this is this is the um these are simple simple examples that you you"
  },
  {
    "startMs": 1250950,
    "text": "simple simple examples that you you"
  },
  {
    "startMs": 1250960,
    "text": "simple simple examples that you you might not need recursion here like a you"
  },
  {
    "startMs": 1253830,
    "text": "might not need recursion here like a you"
  },
  {
    "startMs": 1253840,
    "text": "might not need recursion here like a you know a good vision model could probably"
  },
  {
    "startMs": 1255510,
    "text": "know a good vision model could probably"
  },
  {
    "startMs": 1255520,
    "text": "know a good vision model could probably answer the question in one shot and I"
  },
  {
    "startMs": 1257830,
    "text": "answer the question in one shot and I"
  },
  {
    "startMs": 1257840,
    "text": "answer the question in one shot and I think some people have have pointed that"
  },
  {
    "startMs": 1259590,
    "text": "think some people have have pointed that"
  },
  {
    "startMs": 1259600,
    "text": "think some people have have pointed that out clearly but I'm I'm trying to um"
  },
  {
    "startMs": 1263029,
    "text": "out clearly but I'm I'm trying to um"
  },
  {
    "startMs": 1263039,
    "text": "out clearly but I'm I'm trying to um give a number of different visual"
  },
  {
    "startMs": 1264470,
    "text": "give a number of different visual"
  },
  {
    "startMs": 1264480,
    "text": "give a number of different visual examples of of how a recursive decision"
  },
  {
    "startMs": 1266870,
    "text": "examples of of how a recursive decision"
  },
  {
    "startMs": 1266880,
    "text": "examples of of how a recursive decision model could work and where um um"
  },
  {
    "startMs": 1271350,
    "text": "model could work and where um um"
  },
  {
    "startMs": 1271360,
    "text": "model could work and where um um different ways of you seeing what that"
  },
  {
    "startMs": 1273430,
    "text": "different ways of you seeing what that"
  },
  {
    "startMs": 1273440,
    "text": "different ways of you seeing what that might look like um in terms of the"
  },
  {
    "startMs": 1275510,
    "text": "might look like um in terms of the"
  },
  {
    "startMs": 1275520,
    "text": "might look like um in terms of the recursion. So now let's get back to to"
  },
  {
    "startMs": 1277830,
    "text": "recursion. So now let's get back to to"
  },
  {
    "startMs": 1277840,
    "text": "recursion. So now let's get back to to playing video games. And so this is this"
  },
  {
    "startMs": 1279750,
    "text": "playing video games. And so this is this"
  },
  {
    "startMs": 1279760,
    "text": "playing video games. And so this is this is um me playing Factorio"
  },
  {
    "startMs": 1282549,
    "text": "is um me playing Factorio"
  },
  {
    "startMs": 1282559,
    "text": "is um me playing Factorio with a recursive decision model. So"
  },
  {
    "startMs": 1286070,
    "text": "with a recursive decision model. So"
  },
  {
    "startMs": 1286080,
    "text": "with a recursive decision model. So we've got all of these um these lines"
  },
  {
    "startMs": 1289110,
    "text": "we've got all of these um these lines"
  },
  {
    "startMs": 1289120,
    "text": "we've got all of these um these lines that are making our steel or whatever."
  },
  {
    "startMs": 1292230,
    "text": "that are making our steel or whatever."
  },
  {
    "startMs": 1292240,
    "text": "that are making our steel or whatever. I'm I'm not very good at factorial. Um"
  },
  {
    "startMs": 1294070,
    "text": "I'm I'm not very good at factorial. Um"
  },
  {
    "startMs": 1294080,
    "text": "I'm I'm not very good at factorial. Um so apologize. Uh, I actually would like"
  },
  {
    "startMs": 1296950,
    "text": "so apologize. Uh, I actually would like"
  },
  {
    "startMs": 1296960,
    "text": "so apologize. Uh, I actually would like to um my goal actually with this is to"
  },
  {
    "startMs": 1299909,
    "text": "to um my goal actually with this is to"
  },
  {
    "startMs": 1299919,
    "text": "to um my goal actually with this is to have my recursive decision model teach"
  },
  {
    "startMs": 1301750,
    "text": "have my recursive decision model teach"
  },
  {
    "startMs": 1301760,
    "text": "have my recursive decision model teach me how to play Factorio because I' i'd"
  },
  {
    "startMs": 1303909,
    "text": "me how to play Factorio because I' i'd"
  },
  {
    "startMs": 1303919,
    "text": "me how to play Factorio because I' i'd never really played before, but it's a"
  },
  {
    "startMs": 1305510,
    "text": "never really played before, but it's a"
  },
  {
    "startMs": 1305520,
    "text": "never really played before, but it's a it's a pretty cool like very open-ended"
  },
  {
    "startMs": 1308710,
    "text": "it's a pretty cool like very open-ended"
  },
  {
    "startMs": 1308720,
    "text": "it's a pretty cool like very open-ended um way of evaluating these systems and"
  },
  {
    "startMs": 1310549,
    "text": "um way of evaluating these systems and"
  },
  {
    "startMs": 1310559,
    "text": "um way of evaluating these systems and benchmarking systems. So, you can see"
  },
  {
    "startMs": 1312149,
    "text": "benchmarking systems. So, you can see"
  },
  {
    "startMs": 1312159,
    "text": "benchmarking systems. So, you can see here it's got all these lines. It's"
  },
  {
    "startMs": 1313510,
    "text": "here it's got all these lines. It's"
  },
  {
    "startMs": 1313520,
    "text": "here it's got all these lines. It's figuring, okay, this group is the the"
  },
  {
    "startMs": 1316149,
    "text": "figuring, okay, this group is the the"
  },
  {
    "startMs": 1316159,
    "text": "figuring, okay, this group is the the one that's um got a problem. Uh this"
  },
  {
    "startMs": 1319990,
    "text": "one that's um got a problem. Uh this"
  },
  {
    "startMs": 1320000,
    "text": "one that's um got a problem. Uh this line is the one that's got a problem."
  },
  {
    "startMs": 1323110,
    "text": "line is the one that's got a problem."
  },
  {
    "startMs": 1323120,
    "text": "line is the one that's got a problem. It's this element, the inserter that I"
  },
  {
    "startMs": 1326390,
    "text": "It's this element, the inserter that I"
  },
  {
    "startMs": 1326400,
    "text": "It's this element, the inserter that I think I need to go uh fix and I need to"
  },
  {
    "startMs": 1330070,
    "text": "think I need to go uh fix and I need to"
  },
  {
    "startMs": 1330080,
    "text": "think I need to go uh fix and I need to replace it. So now it's going to run"
  },
  {
    "startMs": 1333029,
    "text": "replace it. So now it's going to run"
  },
  {
    "startMs": 1333039,
    "text": "replace it. So now it's going to run over and go do that. And now the thing"
  },
  {
    "startMs": 1336230,
    "text": "over and go do that. And now the thing"
  },
  {
    "startMs": 1336240,
    "text": "over and go do that. And now the thing that I I want to point out here is there"
  },
  {
    "startMs": 1340950,
    "text": "that I I want to point out here is there"
  },
  {
    "startMs": 1340960,
    "text": "that I I want to point out here is there is no reasoning here. There's no large"
  },
  {
    "startMs": 1343750,
    "text": "is no reasoning here. There's no large"
  },
  {
    "startMs": 1343760,
    "text": "is no reasoning here. There's no large language model here. Um there's nothing"
  },
  {
    "startMs": 1346630,
    "text": "language model here. Um there's nothing"
  },
  {
    "startMs": 1346640,
    "text": "language model here. Um there's nothing generative here, right? So, it's kind it"
  },
  {
    "startMs": 1349430,
    "text": "generative here, right? So, it's kind it"
  },
  {
    "startMs": 1349440,
    "text": "generative here, right? So, it's kind it I don't know, maybe it's a little bit of"
  },
  {
    "startMs": 1350630,
    "text": "I don't know, maybe it's a little bit of"
  },
  {
    "startMs": 1350640,
    "text": "I don't know, maybe it's a little bit of a toy example in that it's literally"
  },
  {
    "startMs": 1352149,
    "text": "a toy example in that it's literally"
  },
  {
    "startMs": 1352159,
    "text": "a toy example in that it's literally like a matrix of these things and"
  },
  {
    "startMs": 1355590,
    "text": "like a matrix of these things and"
  },
  {
    "startMs": 1355600,
    "text": "like a matrix of these things and they're all the same. Um, but then it"
  },
  {
    "startMs": 1358390,
    "text": "they're all the same. Um, but then it"
  },
  {
    "startMs": 1358400,
    "text": "they're all the same. Um, but then it moves on to the next one. You'll see"
  },
  {
    "startMs": 1360310,
    "text": "moves on to the next one. You'll see"
  },
  {
    "startMs": 1360320,
    "text": "moves on to the next one. You'll see actually I should have maybe added some"
  },
  {
    "startMs": 1363110,
    "text": "actually I should have maybe added some"
  },
  {
    "startMs": 1363120,
    "text": "actually I should have maybe added some path finding composition of recursion"
  },
  {
    "startMs": 1367110,
    "text": "path finding composition of recursion"
  },
  {
    "startMs": 1367120,
    "text": "path finding composition of recursion because it ran like the long way around"
  },
  {
    "startMs": 1370549,
    "text": "because it ran like the long way around"
  },
  {
    "startMs": 1370559,
    "text": "because it ran like the long way around to go the next one. So, it's not totally"
  },
  {
    "startMs": 1372630,
    "text": "to go the next one. So, it's not totally"
  },
  {
    "startMs": 1372640,
    "text": "to go the next one. So, it's not totally perfect, right? But this is just an"
  },
  {
    "startMs": 1374630,
    "text": "perfect, right? But this is just an"
  },
  {
    "startMs": 1374640,
    "text": "perfect, right? But this is just an example of what what if you just looked"
  },
  {
    "startMs": 1377510,
    "text": "example of what what if you just looked"
  },
  {
    "startMs": 1377520,
    "text": "example of what what if you just looked at this without knowing it. I think you"
  },
  {
    "startMs": 1379350,
    "text": "at this without knowing it. I think you"
  },
  {
    "startMs": 1379360,
    "text": "at this without knowing it. I think you would I don't know at least I would"
  },
  {
    "startMs": 1381590,
    "text": "would I don't know at least I would"
  },
  {
    "startMs": 1381600,
    "text": "would I don't know at least I would assume that you need some kind of"
  },
  {
    "startMs": 1384070,
    "text": "assume that you need some kind of"
  },
  {
    "startMs": 1384080,
    "text": "assume that you need some kind of reasoning model here. You need um and um"
  },
  {
    "startMs": 1388149,
    "text": "reasoning model here. You need um and um"
  },
  {
    "startMs": 1388159,
    "text": "reasoning model here. You need um and um yeah you like this is like I don't know"
  },
  {
    "startMs": 1390630,
    "text": "yeah you like this is like I don't know"
  },
  {
    "startMs": 1390640,
    "text": "yeah you like this is like I don't know like Claude plays Pokemon level uh thing"
  },
  {
    "startMs": 1393750,
    "text": "like Claude plays Pokemon level uh thing"
  },
  {
    "startMs": 1393760,
    "text": "like Claude plays Pokemon level uh thing and it to me it's just absolutely"
  },
  {
    "startMs": 1395270,
    "text": "and it to me it's just absolutely"
  },
  {
    "startMs": 1395280,
    "text": "and it to me it's just absolutely fascinating that this can be done uh"
  },
  {
    "startMs": 1397590,
    "text": "fascinating that this can be done uh"
  },
  {
    "startMs": 1397600,
    "text": "fascinating that this can be done uh without any uh generative language model"
  },
  {
    "startMs": 1399750,
    "text": "without any uh generative language model"
  },
  {
    "startMs": 1399760,
    "text": "without any uh generative language model in there at all."
  },
  {
    "startMs": 1401909,
    "text": "in there at all."
  },
  {
    "startMs": 1401919,
    "text": "in there at all. So again we come back to this idea. What"
  },
  {
    "startMs": 1403750,
    "text": "So again we come back to this idea. What"
  },
  {
    "startMs": 1403760,
    "text": "So again we come back to this idea. What if reasoning or tasks that we might have"
  },
  {
    "startMs": 1406149,
    "text": "if reasoning or tasks that we might have"
  },
  {
    "startMs": 1406159,
    "text": "if reasoning or tasks that we might have assumed naively required reasoning can"
  },
  {
    "startMs": 1408789,
    "text": "assumed naively required reasoning can"
  },
  {
    "startMs": 1408799,
    "text": "assumed naively required reasoning can actually be done with these many many"
  },
  {
    "startMs": 1410149,
    "text": "actually be done with these many many"
  },
  {
    "startMs": 1410159,
    "text": "actually be done with these many many many small decisions."
  },
  {
    "startMs": 1413029,
    "text": "many small decisions."
  },
  {
    "startMs": 1413039,
    "text": "many small decisions. All right. So the the weakness or the"
  },
  {
    "startMs": 1416870,
    "text": "All right. So the the weakness or the"
  },
  {
    "startMs": 1416880,
    "text": "All right. So the the weakness or the downside um the limitation of decisions"
  },
  {
    "startMs": 1420870,
    "text": "downside um the limitation of decisions"
  },
  {
    "startMs": 1420880,
    "text": "downside um the limitation of decisions all the way down, right? Is that"
  },
  {
    "startMs": 1423190,
    "text": "all the way down, right? Is that"
  },
  {
    "startMs": 1423200,
    "text": "all the way down, right? Is that something has to have made those"
  },
  {
    "startMs": 1425909,
    "text": "something has to have made those"
  },
  {
    "startMs": 1425919,
    "text": "something has to have made those decisions like what what um are the"
  },
  {
    "startMs": 1428549,
    "text": "decisions like what what um are the"
  },
  {
    "startMs": 1428559,
    "text": "decisions like what what um are the allowed decisions and um for any of you"
  },
  {
    "startMs": 1432390,
    "text": "allowed decisions and um for any of you"
  },
  {
    "startMs": 1432400,
    "text": "allowed decisions and um for any of you who have a type safe account, you might"
  },
  {
    "startMs": 1435270,
    "text": "who have a type safe account, you might"
  },
  {
    "startMs": 1435280,
    "text": "who have a type safe account, you might remember the the quiz. You have to pass"
  },
  {
    "startMs": 1437190,
    "text": "remember the the quiz. You have to pass"
  },
  {
    "startMs": 1437200,
    "text": "remember the the quiz. You have to pass a quiz to get an API key. And the the"
  },
  {
    "startMs": 1440789,
    "text": "a quiz to get an API key. And the the"
  },
  {
    "startMs": 1440799,
    "text": "a quiz to get an API key. And the the question is can Jeff generate text or"
  },
  {
    "startMs": 1443190,
    "text": "question is can Jeff generate text or"
  },
  {
    "startMs": 1443200,
    "text": "question is can Jeff generate text or not? And the answer is no. And if you"
  },
  {
    "startMs": 1445510,
    "text": "not? And the answer is no. And if you"
  },
  {
    "startMs": 1445520,
    "text": "not? And the answer is no. And if you put yes, it won't give you an API key."
  },
  {
    "startMs": 1448070,
    "text": "put yes, it won't give you an API key."
  },
  {
    "startMs": 1448080,
    "text": "put yes, it won't give you an API key. So, so the um you h something like"
  },
  {
    "startMs": 1452789,
    "text": "So, so the um you h something like"
  },
  {
    "startMs": 1452799,
    "text": "So, so the um you h something like programmatically um whatever like a"
  },
  {
    "startMs": 1456549,
    "text": "programmatically um whatever like a"
  },
  {
    "startMs": 1456559,
    "text": "programmatically um whatever like a script has to do it, another agent has"
  },
  {
    "startMs": 1458710,
    "text": "script has to do it, another agent has"
  },
  {
    "startMs": 1458720,
    "text": "script has to do it, another agent has to do it. The application itself has to"
  },
  {
    "startMs": 1461510,
    "text": "to do it. The application itself has to"
  },
  {
    "startMs": 1461520,
    "text": "to do it. The application itself has to have pre-enumerated all of it, right? Um"
  },
  {
    "startMs": 1464630,
    "text": "have pre-enumerated all of it, right? Um"
  },
  {
    "startMs": 1464640,
    "text": "have pre-enumerated all of it, right? Um if you can only have decisions, then"
  },
  {
    "startMs": 1466149,
    "text": "if you can only have decisions, then"
  },
  {
    "startMs": 1466159,
    "text": "if you can only have decisions, then there's no generative aspect. Um, and"
  },
  {
    "startMs": 1469750,
    "text": "there's no generative aspect. Um, and"
  },
  {
    "startMs": 1469760,
    "text": "there's no generative aspect. Um, and what's crazy to me is that for games,"
  },
  {
    "startMs": 1474070,
    "text": "what's crazy to me is that for games,"
  },
  {
    "startMs": 1474080,
    "text": "what's crazy to me is that for games, for browsers, and I think even for a lot"
  },
  {
    "startMs": 1476310,
    "text": "for browsers, and I think even for a lot"
  },
  {
    "startMs": 1476320,
    "text": "for browsers, and I think even for a lot of elements of computer use, that"
  },
  {
    "startMs": 1478950,
    "text": "of elements of computer use, that"
  },
  {
    "startMs": 1478960,
    "text": "of elements of computer use, that actually might be enough, right? And I"
  },
  {
    "startMs": 1481190,
    "text": "actually might be enough, right? And I"
  },
  {
    "startMs": 1481200,
    "text": "actually might be enough, right? And I think if you kind of visualize now back"
  },
  {
    "startMs": 1483350,
    "text": "think if you kind of visualize now back"
  },
  {
    "startMs": 1483360,
    "text": "think if you kind of visualize now back all these examples that we just showed,"
  },
  {
    "startMs": 1485669,
    "text": "all these examples that we just showed,"
  },
  {
    "startMs": 1485679,
    "text": "all these examples that we just showed, uh, you hopefully can understand why"
  },
  {
    "startMs": 1487590,
    "text": "uh, you hopefully can understand why"
  },
  {
    "startMs": 1487600,
    "text": "uh, you hopefully can understand why with a tree of many many many small"
  },
  {
    "startMs": 1489909,
    "text": "with a tree of many many many small"
  },
  {
    "startMs": 1489919,
    "text": "with a tree of many many many small decisions, we can actually um find"
  },
  {
    "startMs": 1492549,
    "text": "decisions, we can actually um find"
  },
  {
    "startMs": 1492559,
    "text": "decisions, we can actually um find things. So you imagine a game the number"
  },
  {
    "startMs": 1495029,
    "text": "things. So you imagine a game the number"
  },
  {
    "startMs": 1495039,
    "text": "things. So you imagine a game the number the total possible um actions available"
  },
  {
    "startMs": 1498470,
    "text": "the total possible um actions available"
  },
  {
    "startMs": 1498480,
    "text": "the total possible um actions available to a user the total um possible state of"
  },
  {
    "startMs": 1502710,
    "text": "to a user the total um possible state of"
  },
  {
    "startMs": 1502720,
    "text": "to a user the total um possible state of the game um can be like enumerated"
  },
  {
    "startMs": 1506149,
    "text": "the game um can be like enumerated"
  },
  {
    "startMs": 1506159,
    "text": "the game um can be like enumerated programmatically and recursively"
  },
  {
    "startMs": 1509029,
    "text": "programmatically and recursively"
  },
  {
    "startMs": 1509039,
    "text": "programmatically and recursively addressed to make judgments make"
  },
  {
    "startMs": 1511269,
    "text": "addressed to make judgments make"
  },
  {
    "startMs": 1511279,
    "text": "addressed to make judgments make decisions about what what the next move"
  },
  {
    "startMs": 1513669,
    "text": "decisions about what what the next move"
  },
  {
    "startMs": 1513679,
    "text": "decisions about what what the next move is um in a browser. So these slides are"
  },
  {
    "startMs": 1517750,
    "text": "is um in a browser. So these slides are"
  },
  {
    "startMs": 1517760,
    "text": "is um in a browser. So these slides are is actually a website. Um in this"
  },
  {
    "startMs": 1520070,
    "text": "is actually a website. Um in this"
  },
  {
    "startMs": 1520080,
    "text": "is actually a website. Um in this particular website you can go up, you"
  },
  {
    "startMs": 1521909,
    "text": "particular website you can go up, you"
  },
  {
    "startMs": 1521919,
    "text": "particular website you can go up, you can go down, you can start a video. So"
  },
  {
    "startMs": 1523669,
    "text": "can go down, you can start a video. So"
  },
  {
    "startMs": 1523679,
    "text": "can go down, you can start a video. So there's like three interactive elements"
  },
  {
    "startMs": 1525909,
    "text": "there's like three interactive elements"
  },
  {
    "startMs": 1525919,
    "text": "there's like three interactive elements in the DOM. Um the the you think just"
  },
  {
    "startMs": 1530310,
    "text": "in the DOM. Um the the you think just"
  },
  {
    "startMs": 1530320,
    "text": "in the DOM. Um the the you think just think about it on your computer. Like"
  },
  {
    "startMs": 1531510,
    "text": "think about it on your computer. Like"
  },
  {
    "startMs": 1531520,
    "text": "think about it on your computer. Like really if you're on your computer right"
  },
  {
    "startMs": 1533029,
    "text": "really if you're on your computer right"
  },
  {
    "startMs": 1533039,
    "text": "really if you're on your computer right now, like how many um how many actions"
  },
  {
    "startMs": 1537029,
    "text": "now, like how many um how many actions"
  },
  {
    "startMs": 1537039,
    "text": "now, like how many um how many actions are available to you on the current"
  },
  {
    "startMs": 1539510,
    "text": "are available to you on the current"
  },
  {
    "startMs": 1539520,
    "text": "are available to you on the current screen uh or with like the hot keys?"
  },
  {
    "startMs": 1542230,
    "text": "screen uh or with like the hot keys?"
  },
  {
    "startMs": 1542240,
    "text": "screen uh or with like the hot keys? Like it's it's a lot. And if and"
  },
  {
    "startMs": 1546390,
    "text": "Like it's it's a lot. And if and"
  },
  {
    "startMs": 1546400,
    "text": "Like it's it's a lot. And if and typically computer use has been this"
  },
  {
    "startMs": 1548470,
    "text": "typically computer use has been this"
  },
  {
    "startMs": 1548480,
    "text": "typically computer use has been this benchmark where you think of oh only the"
  },
  {
    "startMs": 1550149,
    "text": "benchmark where you think of oh only the"
  },
  {
    "startMs": 1550159,
    "text": "benchmark where you think of oh only the smartest frontier reasoning models can"
  },
  {
    "startMs": 1553110,
    "text": "smartest frontier reasoning models can"
  },
  {
    "startMs": 1553120,
    "text": "smartest frontier reasoning models can actually figure this out. Um well maybe"
  },
  {
    "startMs": 1556070,
    "text": "actually figure this out. Um well maybe"
  },
  {
    "startMs": 1556080,
    "text": "actually figure this out. Um well maybe not like maybe actually if you could"
  },
  {
    "startMs": 1558230,
    "text": "not like maybe actually if you could"
  },
  {
    "startMs": 1558240,
    "text": "not like maybe actually if you could just enumerate like all of the possible"
  },
  {
    "startMs": 1561190,
    "text": "just enumerate like all of the possible"
  },
  {
    "startMs": 1561200,
    "text": "just enumerate like all of the possible options to you um you could navigate it"
  },
  {
    "startMs": 1565029,
    "text": "options to you um you could navigate it"
  },
  {
    "startMs": 1565039,
    "text": "options to you um you could navigate it with uh very quickly um and and we're"
  },
  {
    "startMs": 1568070,
    "text": "with uh very quickly um and and we're"
  },
  {
    "startMs": 1568080,
    "text": "with uh very quickly um and and we're going to get towards real time machine"
  },
  {
    "startMs": 1569990,
    "text": "going to get towards real time machine"
  },
  {
    "startMs": 1570000,
    "text": "going to get towards real time machine learning examples in a little bit. Okay."
  },
  {
    "startMs": 1572470,
    "text": "learning examples in a little bit. Okay."
  },
  {
    "startMs": 1572480,
    "text": "learning examples in a little bit. Okay. So it also must compose generatively."
  },
  {
    "startMs": 1575990,
    "text": "So it also must compose generatively."
  },
  {
    "startMs": 1576000,
    "text": "So it also must compose generatively. Okay. So there is a weakness um with"
  },
  {
    "startMs": 1580149,
    "text": "Okay. So there is a weakness um with"
  },
  {
    "startMs": 1580159,
    "text": "Okay. So there is a weakness um with decisions only. And one way that you"
  },
  {
    "startMs": 1583990,
    "text": "decisions only. And one way that you"
  },
  {
    "startMs": 1584000,
    "text": "decisions only. And one way that you might think about this is"
  },
  {
    "startMs": 1586950,
    "text": "might think about this is"
  },
  {
    "startMs": 1586960,
    "text": "might think about this is um like the the symmetry. So so um not"
  },
  {
    "startMs": 1592149,
    "text": "um like the the symmetry. So so um not"
  },
  {
    "startMs": 1592159,
    "text": "um like the the symmetry. So so um not just the symmetry but like the the"
  },
  {
    "startMs": 1594070,
    "text": "just the symmetry but like the the"
  },
  {
    "startMs": 1594080,
    "text": "just the symmetry but like the the predefin"
  },
  {
    "startMs": 1595750,
    "text": "predefin"
  },
  {
    "startMs": 1595760,
    "text": "predefin of the tree. So like in these examples"
  },
  {
    "startMs": 1598710,
    "text": "of the tree. So like in these examples"
  },
  {
    "startMs": 1598720,
    "text": "of the tree. So like in these examples of like the having search or this like"
  },
  {
    "startMs": 1600950,
    "text": "of like the having search or this like"
  },
  {
    "startMs": 1600960,
    "text": "of like the having search or this like hierarchical search. So like here I'm"
  },
  {
    "startMs": 1602789,
    "text": "hierarchical search. So like here I'm"
  },
  {
    "startMs": 1602799,
    "text": "hierarchical search. So like here I'm calling it outline walk. It's a similar"
  },
  {
    "startMs": 1605029,
    "text": "calling it outline walk. It's a similar"
  },
  {
    "startMs": 1605039,
    "text": "calling it outline walk. It's a similar example. You find the title, you find"
  },
  {
    "startMs": 1606710,
    "text": "example. You find the title, you find"
  },
  {
    "startMs": 1606720,
    "text": "example. You find the title, you find the um the H1 heading, you find the"
  },
  {
    "startMs": 1609909,
    "text": "the um the H1 heading, you find the"
  },
  {
    "startMs": 1609919,
    "text": "the um the H1 heading, you find the subsection heading, you find the"
  },
  {
    "startMs": 1611830,
    "text": "subsection heading, you find the"
  },
  {
    "startMs": 1611840,
    "text": "subsection heading, you find the paragraph, you find the sentence, you"
  },
  {
    "startMs": 1613990,
    "text": "paragraph, you find the sentence, you"
  },
  {
    "startMs": 1614000,
    "text": "paragraph, you find the sentence, you find the word, right? Um so at each one"
  },
  {
    "startMs": 1617350,
    "text": "find the word, right? Um so at each one"
  },
  {
    "startMs": 1617360,
    "text": "find the word, right? Um so at each one of those those layers of abstraction,"
  },
  {
    "startMs": 1619669,
    "text": "of those those layers of abstraction,"
  },
  {
    "startMs": 1619679,
    "text": "of those those layers of abstraction, you can call another one. So that's not"
  },
  {
    "startMs": 1622070,
    "text": "you can call another one. So that's not"
  },
  {
    "startMs": 1622080,
    "text": "you can call another one. So that's not like super symmetric like this like pure"
  },
  {
    "startMs": 1624789,
    "text": "like super symmetric like this like pure"
  },
  {
    "startMs": 1624799,
    "text": "like super symmetric like this like pure binary search um having one but the"
  },
  {
    "startMs": 1628470,
    "text": "binary search um having one but the"
  },
  {
    "startMs": 1628480,
    "text": "binary search um having one but the paths are are essentially like"
  },
  {
    "startMs": 1631350,
    "text": "paths are are essentially like"
  },
  {
    "startMs": 1631360,
    "text": "paths are are essentially like predefined um or need to be"
  },
  {
    "startMs": 1634789,
    "text": "predefined um or need to be"
  },
  {
    "startMs": 1634799,
    "text": "predefined um or need to be programmatically defined. Um and what's"
  },
  {
    "startMs": 1637590,
    "text": "programmatically defined. Um and what's"
  },
  {
    "startMs": 1637600,
    "text": "programmatically defined. Um and what's very interesting about then when you can"
  },
  {
    "startMs": 1640630,
    "text": "very interesting about then when you can"
  },
  {
    "startMs": 1640640,
    "text": "very interesting about then when you can um now have a generative element which"
  },
  {
    "startMs": 1643269,
    "text": "um now have a generative element which"
  },
  {
    "startMs": 1643279,
    "text": "um now have a generative element which I'm showing as like the square here. So"
  },
  {
    "startMs": 1645350,
    "text": "I'm showing as like the square here. So"
  },
  {
    "startMs": 1645360,
    "text": "I'm showing as like the square here. So like in this previous one it was like"
  },
  {
    "startMs": 1647430,
    "text": "like in this previous one it was like"
  },
  {
    "startMs": 1647440,
    "text": "like in this previous one it was like the generative ones diverge the um the"
  },
  {
    "startMs": 1651909,
    "text": "the generative ones diverge the um the"
  },
  {
    "startMs": 1651919,
    "text": "the generative ones diverge the um the decision models converge generative ones"
  },
  {
    "startMs": 1654470,
    "text": "decision models converge generative ones"
  },
  {
    "startMs": 1654480,
    "text": "decision models converge generative ones diverge decision models converge it's"
  },
  {
    "startMs": 1656230,
    "text": "diverge decision models converge it's"
  },
  {
    "startMs": 1656240,
    "text": "diverge decision models converge it's kind of an animation similar idea here"
  },
  {
    "startMs": 1658710,
    "text": "kind of an animation similar idea here"
  },
  {
    "startMs": 1658720,
    "text": "kind of an animation similar idea here now you can start to have so these are"
  },
  {
    "startMs": 1660630,
    "text": "now you can start to have so these are"
  },
  {
    "startMs": 1660640,
    "text": "now you can start to have so these are actual real call trees from the demo I'm"
  },
  {
    "startMs": 1663029,
    "text": "actual real call trees from the demo I'm"
  },
  {
    "startMs": 1663039,
    "text": "actual real call trees from the demo I'm about to show you of the smart house you"
  },
  {
    "startMs": 1665029,
    "text": "about to show you of the smart house you"
  },
  {
    "startMs": 1665039,
    "text": "about to show you of the smart house you have these much more organic shapes and"
  },
  {
    "startMs": 1667029,
    "text": "have these much more organic shapes and"
  },
  {
    "startMs": 1667039,
    "text": "have these much more organic shapes and these much more like emergent graphs and"
  },
  {
    "startMs": 1668870,
    "text": "these much more like emergent graphs and"
  },
  {
    "startMs": 1668880,
    "text": "these much more like emergent graphs and I think there's this um I have this idea"
  },
  {
    "startMs": 1672149,
    "text": "I think there's this um I have this idea"
  },
  {
    "startMs": 1672159,
    "text": "I think there's this um I have this idea that like that pairing the yin and yang"
  },
  {
    "startMs": 1674789,
    "text": "that like that pairing the yin and yang"
  },
  {
    "startMs": 1674799,
    "text": "that like that pairing the yin and yang of the decision model and the generative"
  },
  {
    "startMs": 1676630,
    "text": "of the decision model and the generative"
  },
  {
    "startMs": 1676640,
    "text": "of the decision model and the generative model itself is kind of this very"
  },
  {
    "startMs": 1679510,
    "text": "model itself is kind of this very"
  },
  {
    "startMs": 1679520,
    "text": "model itself is kind of this very powerful automaton, right? That can kind"
  },
  {
    "startMs": 1682630,
    "text": "powerful automaton, right? That can kind"
  },
  {
    "startMs": 1682640,
    "text": "powerful automaton, right? That can kind of ratchet through the system and and"
  },
  {
    "startMs": 1686549,
    "text": "of ratchet through the system and and"
  },
  {
    "startMs": 1686559,
    "text": "of ratchet through the system and and generate emergent behaviormer complex"
  },
  {
    "startMs": 1689029,
    "text": "generate emergent behaviormer complex"
  },
  {
    "startMs": 1689039,
    "text": "generate emergent behaviormer complex systems uh from the pairing of these"
  },
  {
    "startMs": 1690870,
    "text": "systems uh from the pairing of these"
  },
  {
    "startMs": 1690880,
    "text": "systems uh from the pairing of these things. And you can get us some sense of"
  },
  {
    "startMs": 1692310,
    "text": "things. And you can get us some sense of"
  },
  {
    "startMs": 1692320,
    "text": "things. And you can get us some sense of that from from the the different"
  },
  {
    "startMs": 1695510,
    "text": "that from from the the different"
  },
  {
    "startMs": 1695520,
    "text": "that from from the the different geometries of these graphs that you're"
  },
  {
    "startMs": 1697430,
    "text": "geometries of these graphs that you're"
  },
  {
    "startMs": 1697440,
    "text": "geometries of these graphs that you're looking at without seeing the actual"
  },
  {
    "startMs": 1699029,
    "text": "looking at without seeing the actual"
  },
  {
    "startMs": 1699039,
    "text": "looking at without seeing the actual behavior. Um, Typesafe had a really cool"
  },
  {
    "startMs": 1703350,
    "text": "behavior. Um, Typesafe had a really cool"
  },
  {
    "startMs": 1703360,
    "text": "behavior. Um, Typesafe had a really cool uh cookbook uh that they also launched"
  },
  {
    "startMs": 1705990,
    "text": "uh cookbook uh that they also launched"
  },
  {
    "startMs": 1706000,
    "text": "uh cookbook uh that they also launched uh with or maybe it was called a um I"
  },
  {
    "startMs": 1708310,
    "text": "uh with or maybe it was called a um I"
  },
  {
    "startMs": 1708320,
    "text": "uh with or maybe it was called a um I don't know demo or whatever um of a of a"
  },
  {
    "startMs": 1711590,
    "text": "don't know demo or whatever um of a of a"
  },
  {
    "startMs": 1711600,
    "text": "don't know demo or whatever um of a of a smart home. And so the the key thing"
  },
  {
    "startMs": 1715750,
    "text": "smart home. And so the the key thing"
  },
  {
    "startMs": 1715760,
    "text": "smart home. And so the the key thing from the smart home demo was that that"
  },
  {
    "startMs": 1718470,
    "text": "from the smart home demo was that that"
  },
  {
    "startMs": 1718480,
    "text": "from the smart home demo was that that they showed was when the problem cannot"
  },
  {
    "startMs": 1721909,
    "text": "they showed was when the problem cannot"
  },
  {
    "startMs": 1721919,
    "text": "they showed was when the problem cannot be solved purely with a decision then it"
  },
  {
    "startMs": 1724789,
    "text": "be solved purely with a decision then it"
  },
  {
    "startMs": 1724799,
    "text": "be solved purely with a decision then it can go to an LM to do generative"
  },
  {
    "startMs": 1727909,
    "text": "can go to an LM to do generative"
  },
  {
    "startMs": 1727919,
    "text": "can go to an LM to do generative element. So what I've done is adapt the"
  },
  {
    "startMs": 1730630,
    "text": "element. So what I've done is adapt the"
  },
  {
    "startMs": 1730640,
    "text": "element. So what I've done is adapt the smart home demo, make it uh much many"
  },
  {
    "startMs": 1733830,
    "text": "smart home demo, make it uh much many"
  },
  {
    "startMs": 1733840,
    "text": "smart home demo, make it uh much many more rooms in the home, many more"
  },
  {
    "startMs": 1735269,
    "text": "more rooms in the home, many more"
  },
  {
    "startMs": 1735279,
    "text": "more rooms in the home, many more appliances and things like that to show"
  },
  {
    "startMs": 1737510,
    "text": "appliances and things like that to show"
  },
  {
    "startMs": 1737520,
    "text": "appliances and things like that to show how the recursive decision model can um"
  },
  {
    "startMs": 1741269,
    "text": "how the recursive decision model can um"
  },
  {
    "startMs": 1741279,
    "text": "how the recursive decision model can um can interact with the home. You can"
  },
  {
    "startMs": 1743269,
    "text": "can interact with the home. You can"
  },
  {
    "startMs": 1743279,
    "text": "can interact with the home. You can express a very high level thing like"
  },
  {
    "startMs": 1744870,
    "text": "express a very high level thing like"
  },
  {
    "startMs": 1744880,
    "text": "express a very high level thing like we're off to bed and then you can ask"
  },
  {
    "startMs": 1747430,
    "text": "we're off to bed and then you can ask"
  },
  {
    "startMs": 1747440,
    "text": "we're off to bed and then you can ask that and it will do all of the substeps"
  },
  {
    "startMs": 1749990,
    "text": "that and it will do all of the substeps"
  },
  {
    "startMs": 1750000,
    "text": "that and it will do all of the substeps very very quickly to get you to door"
  },
  {
    "startMs": 1752389,
    "text": "very very quickly to get you to door"
  },
  {
    "startMs": 1752399,
    "text": "very very quickly to get you to door locked and lamped on uh lamp on"
  },
  {
    "startMs": 1754870,
    "text": "locked and lamped on uh lamp on"
  },
  {
    "startMs": 1754880,
    "text": "locked and lamped on uh lamp on everything off. And then you can have um"
  },
  {
    "startMs": 1758310,
    "text": "everything off. And then you can have um"
  },
  {
    "startMs": 1758320,
    "text": "everything off. And then you can have um these more like oblique type things that"
  },
  {
    "startMs": 1760950,
    "text": "these more like oblique type things that"
  },
  {
    "startMs": 1760960,
    "text": "these more like oblique type things that it's learning how to do over time. Let's"
  },
  {
    "startMs": 1762549,
    "text": "it's learning how to do over time. Let's"
  },
  {
    "startMs": 1762559,
    "text": "it's learning how to do over time. Let's watch a film. Um and then we will ask"
  },
  {
    "startMs": 1767110,
    "text": "watch a film. Um and then we will ask"
  },
  {
    "startMs": 1767120,
    "text": "watch a film. Um and then we will ask now it's going to uh like work through"
  },
  {
    "startMs": 1769590,
    "text": "now it's going to uh like work through"
  },
  {
    "startMs": 1769600,
    "text": "now it's going to uh like work through all those things. In order for the"
  },
  {
    "startMs": 1773269,
    "text": "all those things. In order for the"
  },
  {
    "startMs": 1773279,
    "text": "all those things. In order for the decision model and the language model to"
  },
  {
    "startMs": 1775909,
    "text": "decision model and the language model to"
  },
  {
    "startMs": 1775919,
    "text": "decision model and the language model to talk to each other, we need some kind of"
  },
  {
    "startMs": 1777990,
    "text": "talk to each other, we need some kind of"
  },
  {
    "startMs": 1778000,
    "text": "talk to each other, we need some kind of shared interface. And so this is um what"
  },
  {
    "startMs": 1782549,
    "text": "shared interface. And so this is um what"
  },
  {
    "startMs": 1782559,
    "text": "shared interface. And so this is um what I'm calling the map. And so again, the"
  },
  {
    "startMs": 1786070,
    "text": "I'm calling the map. And so again, the"
  },
  {
    "startMs": 1786080,
    "text": "I'm calling the map. And so again, the decision model can only point um it can"
  },
  {
    "startMs": 1788870,
    "text": "decision model can only point um it can"
  },
  {
    "startMs": 1788880,
    "text": "decision model can only point um it can judge various things that were given to"
  },
  {
    "startMs": 1791350,
    "text": "judge various things that were given to"
  },
  {
    "startMs": 1791360,
    "text": "judge various things that were given to it. And LMS in their sort of most raw"
  },
  {
    "startMs": 1795110,
    "text": "it. And LMS in their sort of most raw"
  },
  {
    "startMs": 1795120,
    "text": "it. And LMS in their sort of most raw form have no um structure to their"
  },
  {
    "startMs": 1797990,
    "text": "form have no um structure to their"
  },
  {
    "startMs": 1798000,
    "text": "form have no um structure to their output. It's perfectly open-ended stream"
  },
  {
    "startMs": 1800950,
    "text": "output. It's perfectly open-ended stream"
  },
  {
    "startMs": 1800960,
    "text": "output. It's perfectly open-ended stream of tokens, right? And so what we need is"
  },
  {
    "startMs": 1803669,
    "text": "of tokens, right? And so what we need is"
  },
  {
    "startMs": 1803679,
    "text": "of tokens, right? And so what we need is to kind of have a shared interface. And"
  },
  {
    "startMs": 1806389,
    "text": "to kind of have a shared interface. And"
  },
  {
    "startMs": 1806399,
    "text": "to kind of have a shared interface. And so I I call this the map. Um, and the um"
  },
  {
    "startMs": 1811430,
    "text": "so I I call this the map. Um, and the um"
  },
  {
    "startMs": 1811440,
    "text": "so I I call this the map. Um, and the um the map is um you could think of it as a"
  },
  {
    "startMs": 1817750,
    "text": "the map is um you could think of it as a"
  },
  {
    "startMs": 1817760,
    "text": "the map is um you could think of it as a um a a set of like pointers in the sense"
  },
  {
    "startMs": 1821110,
    "text": "um a a set of like pointers in the sense"
  },
  {
    "startMs": 1821120,
    "text": "um a a set of like pointers in the sense that it u could literally have like a"
  },
  {
    "startMs": 1823909,
    "text": "that it u could literally have like a"
  },
  {
    "startMs": 1823919,
    "text": "that it u could literally have like a name like TV on that has a very simple"
  },
  {
    "startMs": 1826549,
    "text": "name like TV on that has a very simple"
  },
  {
    "startMs": 1826559,
    "text": "name like TV on that has a very simple description and then some function um or"
  },
  {
    "startMs": 1829029,
    "text": "description and then some function um or"
  },
  {
    "startMs": 1829039,
    "text": "description and then some function um or in this case it's like flip flipping"
  },
  {
    "startMs": 1830630,
    "text": "in this case it's like flip flipping"
  },
  {
    "startMs": 1830640,
    "text": "in this case it's like flip flipping this boolean to be on, right? it um it"
  },
  {
    "startMs": 1834549,
    "text": "this boolean to be on, right? it um it"
  },
  {
    "startMs": 1834559,
    "text": "this boolean to be on, right? it um it might have a much more complicated"
  },
  {
    "startMs": 1837190,
    "text": "might have a much more complicated"
  },
  {
    "startMs": 1837200,
    "text": "might have a much more complicated um function underneath it like um this"
  },
  {
    "startMs": 1841669,
    "text": "um function underneath it like um this"
  },
  {
    "startMs": 1841679,
    "text": "um function underneath it like um this sort of like uh loop here. Um but the"
  },
  {
    "startMs": 1846470,
    "text": "sort of like uh loop here. Um but the"
  },
  {
    "startMs": 1846480,
    "text": "sort of like uh loop here. Um but the key idea is that the the um decision"
  },
  {
    "startMs": 1851750,
    "text": "key idea is that the the um decision"
  },
  {
    "startMs": 1851760,
    "text": "key idea is that the the um decision model can decide from the map which"
  },
  {
    "startMs": 1855750,
    "text": "model can decide from the map which"
  },
  {
    "startMs": 1855760,
    "text": "model can decide from the map which things are the right thing. It doesn't"
  },
  {
    "startMs": 1857510,
    "text": "things are the right thing. It doesn't"
  },
  {
    "startMs": 1857520,
    "text": "things are the right thing. It doesn't act it so it can decide lights on the"
  },
  {
    "startMs": 1860789,
    "text": "act it so it can decide lights on the"
  },
  {
    "startMs": 1860799,
    "text": "act it so it can decide lights on the code underneath it can implement the"
  },
  {
    "startMs": 1863990,
    "text": "code underneath it can implement the"
  },
  {
    "startMs": 1864000,
    "text": "code underneath it can implement the light can implement the lambda function"
  },
  {
    "startMs": 1867110,
    "text": "light can implement the lambda function"
  },
  {
    "startMs": 1867120,
    "text": "light can implement the lambda function lights on. Okay. The LLM now has a"
  },
  {
    "startMs": 1871190,
    "text": "lights on. Okay. The LLM now has a"
  },
  {
    "startMs": 1871200,
    "text": "lights on. Okay. The LLM now has a structured interface to add and edit and"
  },
  {
    "startMs": 1874149,
    "text": "structured interface to add and edit and"
  },
  {
    "startMs": 1874159,
    "text": "structured interface to add and edit and modify the map. So the LLM can basically"
  },
  {
    "startMs": 1877830,
    "text": "modify the map. So the LLM can basically"
  },
  {
    "startMs": 1877840,
    "text": "modify the map. So the LLM can basically um be learning from new user behavior"
  },
  {
    "startMs": 1880389,
    "text": "um be learning from new user behavior"
  },
  {
    "startMs": 1880399,
    "text": "um be learning from new user behavior that okay this movie time is now the"
  },
  {
    "startMs": 1883590,
    "text": "that okay this movie time is now the"
  },
  {
    "startMs": 1883600,
    "text": "that okay this movie time is now the combination of turning on the TV and"
  },
  {
    "startMs": 1886389,
    "text": "combination of turning on the TV and"
  },
  {
    "startMs": 1886399,
    "text": "combination of turning on the TV and turning off the lights. Um and so now"
  },
  {
    "startMs": 1889430,
    "text": "turning off the lights. Um and so now"
  },
  {
    "startMs": 1889440,
    "text": "turning off the lights. Um and so now there is this shared interface shared"
  },
  {
    "startMs": 1892389,
    "text": "there is this shared interface shared"
  },
  {
    "startMs": 1892399,
    "text": "there is this shared interface shared substrate um that both can talk to. I'm"
  },
  {
    "startMs": 1896389,
    "text": "substrate um that both can talk to. I'm"
  },
  {
    "startMs": 1896399,
    "text": "substrate um that both can talk to. I'm not going to go into it here because it"
  },
  {
    "startMs": 1897750,
    "text": "not going to go into it here because it"
  },
  {
    "startMs": 1897760,
    "text": "not going to go into it here because it gets a little bit more complicated. I"
  },
  {
    "startMs": 1899509,
    "text": "gets a little bit more complicated. I"
  },
  {
    "startMs": 1899519,
    "text": "gets a little bit more complicated. I also want to point out that the map"
  },
  {
    "startMs": 1901750,
    "text": "also want to point out that the map"
  },
  {
    "startMs": 1901760,
    "text": "also want to point out that the map itself can be uh multi-dimensional. So"
  },
  {
    "startMs": 1905190,
    "text": "itself can be uh multi-dimensional. So"
  },
  {
    "startMs": 1905200,
    "text": "itself can be uh multi-dimensional. So it can essentially be representing uh"
  },
  {
    "startMs": 1908070,
    "text": "it can essentially be representing uh"
  },
  {
    "startMs": 1908080,
    "text": "it can essentially be representing uh embeddings and and for example um like"
  },
  {
    "startMs": 1910789,
    "text": "embeddings and and for example um like"
  },
  {
    "startMs": 1910799,
    "text": "embeddings and and for example um like Kieran Clawson from every had a really"
  },
  {
    "startMs": 1913350,
    "text": "Kieran Clawson from every had a really"
  },
  {
    "startMs": 1913360,
    "text": "Kieran Clawson from every had a really interesting idea of using um using Jev"
  },
  {
    "startMs": 1916789,
    "text": "interesting idea of using um using Jev"
  },
  {
    "startMs": 1916799,
    "text": "interesting idea of using um using Jev to create lowdimensional but highly"
  },
  {
    "startMs": 1919029,
    "text": "to create lowdimensional but highly"
  },
  {
    "startMs": 1919039,
    "text": "to create lowdimensional but highly semantically meaningful embeddings. So"
  },
  {
    "startMs": 1921269,
    "text": "semantically meaningful embeddings. So"
  },
  {
    "startMs": 1921279,
    "text": "semantically meaningful embeddings. So so this map that I built into the RDM"
  },
  {
    "startMs": 1923990,
    "text": "so this map that I built into the RDM"
  },
  {
    "startMs": 1924000,
    "text": "so this map that I built into the RDM codebase can can handle that as well."
  },
  {
    "startMs": 1927990,
    "text": "codebase can can handle that as well."
  },
  {
    "startMs": 1928000,
    "text": "codebase can can handle that as well. The last uh property or the last um"
  },
  {
    "startMs": 1930630,
    "text": "The last uh property or the last um"
  },
  {
    "startMs": 1930640,
    "text": "The last uh property or the last um primitive or behavior that I have"
  },
  {
    "startMs": 1933509,
    "text": "primitive or behavior that I have"
  },
  {
    "startMs": 1933519,
    "text": "primitive or behavior that I have included in my recursive decision models"
  },
  {
    "startMs": 1936470,
    "text": "included in my recursive decision models"
  },
  {
    "startMs": 1936480,
    "text": "included in my recursive decision models is uh what I'm calling the arbiter. And"
  },
  {
    "startMs": 1940630,
    "text": "is uh what I'm calling the arbiter. And"
  },
  {
    "startMs": 1940640,
    "text": "is uh what I'm calling the arbiter. And here's why this is important, which is"
  },
  {
    "startMs": 1943590,
    "text": "here's why this is important, which is"
  },
  {
    "startMs": 1943600,
    "text": "here's why this is important, which is Jev is fast and cheap. There's decision"
  },
  {
    "startMs": 1945909,
    "text": "Jev is fast and cheap. There's decision"
  },
  {
    "startMs": 1945919,
    "text": "Jev is fast and cheap. There's decision models that can run on your phone, on a"
  },
  {
    "startMs": 1949110,
    "text": "models that can run on your phone, on a"
  },
  {
    "startMs": 1949120,
    "text": "models that can run on your phone, on a crappy 10-year-old laptop, on um"
  },
  {
    "startMs": 1951750,
    "text": "crappy 10-year-old laptop, on um"
  },
  {
    "startMs": 1951760,
    "text": "crappy 10-year-old laptop, on um obviously you can get a better one on"
  },
  {
    "startMs": 1953110,
    "text": "obviously you can get a better one on"
  },
  {
    "startMs": 1953120,
    "text": "obviously you can get a better one on your new um your new MacBook Pro,"
  },
  {
    "startMs": 1956310,
    "text": "your new um your new MacBook Pro,"
  },
  {
    "startMs": 1956320,
    "text": "your new um your new MacBook Pro, whatever. Um, these things are very"
  },
  {
    "startMs": 1959190,
    "text": "whatever. Um, these things are very"
  },
  {
    "startMs": 1959200,
    "text": "whatever. Um, these things are very fast. They're very inexpensive either"
  },
  {
    "startMs": 1961269,
    "text": "fast. They're very inexpensive either"
  },
  {
    "startMs": 1961279,
    "text": "fast. They're very inexpensive either from a compute perspective or a dollars"
  },
  {
    "startMs": 1962870,
    "text": "from a compute perspective or a dollars"
  },
  {
    "startMs": 1962880,
    "text": "from a compute perspective or a dollars perspective."
  },
  {
    "startMs": 1964389,
    "text": "perspective."
  },
  {
    "startMs": 1964399,
    "text": "perspective. And that means that we can run many at"
  },
  {
    "startMs": 1966389,
    "text": "And that means that we can run many at"
  },
  {
    "startMs": 1966399,
    "text": "And that means that we can run many at once. We can we can actually"
  },
  {
    "startMs": 1967830,
    "text": "once. We can we can actually"
  },
  {
    "startMs": 1967840,
    "text": "once. We can we can actually speculatively"
  },
  {
    "startMs": 1969509,
    "text": "speculatively"
  },
  {
    "startMs": 1969519,
    "text": "speculatively run a bunch of them when we're uncertain"
  },
  {
    "startMs": 1971590,
    "text": "run a bunch of them when we're uncertain"
  },
  {
    "startMs": 1971600,
    "text": "run a bunch of them when we're uncertain all in parallel. And now the thing is"
  },
  {
    "startMs": 1976149,
    "text": "all in parallel. And now the thing is"
  },
  {
    "startMs": 1976159,
    "text": "all in parallel. And now the thing is that we need to if we just let all of"
  },
  {
    "startMs": 1979110,
    "text": "that we need to if we just let all of"
  },
  {
    "startMs": 1979120,
    "text": "that we need to if we just let all of those act on the state"
  },
  {
    "startMs": 1982230,
    "text": "those act on the state"
  },
  {
    "startMs": 1982240,
    "text": "those act on the state um we're going to have a lot of"
  },
  {
    "startMs": 1983990,
    "text": "um we're going to have a lot of"
  },
  {
    "startMs": 1984000,
    "text": "um we're going to have a lot of collisions. We're going to have a lot of"
  },
  {
    "startMs": 1985430,
    "text": "collisions. We're going to have a lot of"
  },
  {
    "startMs": 1985440,
    "text": "collisions. We're going to have a lot of challenge. So um an example from how"
  },
  {
    "startMs": 1989430,
    "text": "challenge. So um an example from how"
  },
  {
    "startMs": 1989440,
    "text": "challenge. So um an example from how your CPU is working would be like that"
  },
  {
    "startMs": 1993430,
    "text": "your CPU is working would be like that"
  },
  {
    "startMs": 1993440,
    "text": "your CPU is working would be like that there can be many things reading in"
  },
  {
    "startMs": 1995590,
    "text": "there can be many things reading in"
  },
  {
    "startMs": 1995600,
    "text": "there can be many things reading in parallel concurrently"
  },
  {
    "startMs": 1997590,
    "text": "parallel concurrently"
  },
  {
    "startMs": 1997600,
    "text": "parallel concurrently um but now we need some kind of lock"
  },
  {
    "startMs": 1999750,
    "text": "um but now we need some kind of lock"
  },
  {
    "startMs": 1999760,
    "text": "um but now we need some kind of lock when we write because we don't want to"
  },
  {
    "startMs": 2003430,
    "text": "when we write because we don't want to"
  },
  {
    "startMs": 2003440,
    "text": "when we write because we don't want to uh collide have colliding uh writers."
  },
  {
    "startMs": 2006789,
    "text": "uh collide have colliding uh writers."
  },
  {
    "startMs": 2006799,
    "text": "uh collide have colliding uh writers. There's also an interesting idea also"
  },
  {
    "startMs": 2008630,
    "text": "There's also an interesting idea also"
  },
  {
    "startMs": 2008640,
    "text": "There's also an interesting idea also from Alex Zang um at MIT in Omar's"
  },
  {
    "startMs": 2011909,
    "text": "from Alex Zang um at MIT in Omar's"
  },
  {
    "startMs": 2011919,
    "text": "from Alex Zang um at MIT in Omar's group, the inventor of RLMs about um"
  },
  {
    "startMs": 2015269,
    "text": "group, the inventor of RLMs about um"
  },
  {
    "startMs": 2015279,
    "text": "group, the inventor of RLMs about um speculative tool calling, speculative"
  },
  {
    "startMs": 2017190,
    "text": "speculative tool calling, speculative"
  },
  {
    "startMs": 2017200,
    "text": "speculative tool calling, speculative programmatic tool calling for agents. Uh"
  },
  {
    "startMs": 2019750,
    "text": "programmatic tool calling for agents. Uh"
  },
  {
    "startMs": 2019760,
    "text": "programmatic tool calling for agents. Uh and this is um you know informed my"
  },
  {
    "startMs": 2022470,
    "text": "and this is um you know informed my"
  },
  {
    "startMs": 2022480,
    "text": "and this is um you know informed my thinking here. But here's here's this"
  },
  {
    "startMs": 2024710,
    "text": "thinking here. But here's here's this"
  },
  {
    "startMs": 2024720,
    "text": "thinking here. But here's here's this idea applied to audio which is like we"
  },
  {
    "startMs": 2027190,
    "text": "idea applied to audio which is like we"
  },
  {
    "startMs": 2027200,
    "text": "idea applied to audio which is like we have uh I'm speaking uh these sentences."
  },
  {
    "startMs": 2031509,
    "text": "have uh I'm speaking uh these sentences."
  },
  {
    "startMs": 2031519,
    "text": "have uh I'm speaking uh these sentences. we're having we're making decisions"
  },
  {
    "startMs": 2033669,
    "text": "we're having we're making decisions"
  },
  {
    "startMs": 2033679,
    "text": "we're having we're making decisions where I haven't even actually like"
  },
  {
    "startMs": 2035350,
    "text": "where I haven't even actually like"
  },
  {
    "startMs": 2035360,
    "text": "where I haven't even actually like finished the sentence. And so we"
  },
  {
    "startMs": 2038310,
    "text": "finished the sentence. And so we"
  },
  {
    "startMs": 2038320,
    "text": "finished the sentence. And so we essentially have um at various times the"
  },
  {
    "startMs": 2041509,
    "text": "essentially have um at various times the"
  },
  {
    "startMs": 2041519,
    "text": "essentially have um at various times the arbiter is like deciding okay with the"
  },
  {
    "startMs": 2044710,
    "text": "arbiter is like deciding okay with the"
  },
  {
    "startMs": 2044720,
    "text": "arbiter is like deciding okay with the given information that I have across all"
  },
  {
    "startMs": 2047110,
    "text": "given information that I have across all"
  },
  {
    "startMs": 2047120,
    "text": "given information that I have across all of these different channels what is the"
  },
  {
    "startMs": 2049909,
    "text": "of these different channels what is the"
  },
  {
    "startMs": 2049919,
    "text": "of these different channels what is the decision that I'm going to allow"
  },
  {
    "startMs": 2051270,
    "text": "decision that I'm going to allow"
  },
  {
    "startMs": 2051280,
    "text": "decision that I'm going to allow through. So you could you could imagine"
  },
  {
    "startMs": 2052629,
    "text": "through. So you could you could imagine"
  },
  {
    "startMs": 2052639,
    "text": "through. So you could you could imagine that like each one of these uh lanes"
  },
  {
    "startMs": 2056230,
    "text": "that like each one of these uh lanes"
  },
  {
    "startMs": 2056240,
    "text": "that like each one of these uh lanes might like want to um might be voting"
  },
  {
    "startMs": 2059190,
    "text": "might like want to um might be voting"
  },
  {
    "startMs": 2059200,
    "text": "might like want to um might be voting for like a certain action and the"
  },
  {
    "startMs": 2061909,
    "text": "for like a certain action and the"
  },
  {
    "startMs": 2061919,
    "text": "for like a certain action and the arbiter's job is to figure out like"
  },
  {
    "startMs": 2063990,
    "text": "arbiter's job is to figure out like"
  },
  {
    "startMs": 2064000,
    "text": "arbiter's job is to figure out like where it has the confidence to actually"
  },
  {
    "startMs": 2066629,
    "text": "where it has the confidence to actually"
  },
  {
    "startMs": 2066639,
    "text": "where it has the confidence to actually like allow that action to change the"
  },
  {
    "startMs": 2068310,
    "text": "like allow that action to change the"
  },
  {
    "startMs": 2068320,
    "text": "like allow that action to change the state because again if we let them all"
  },
  {
    "startMs": 2071109,
    "text": "state because again if we let them all"
  },
  {
    "startMs": 2071119,
    "text": "state because again if we let them all uh act we could have a lot of"
  },
  {
    "startMs": 2072389,
    "text": "uh act we could have a lot of"
  },
  {
    "startMs": 2072399,
    "text": "uh act we could have a lot of collisions. Let's say just a simple"
  },
  {
    "startMs": 2074470,
    "text": "collisions. Let's say just a simple"
  },
  {
    "startMs": 2074480,
    "text": "collisions. Let's say just a simple example, right? There's two there's two"
  },
  {
    "startMs": 2076710,
    "text": "example, right? There's two there's two"
  },
  {
    "startMs": 2076720,
    "text": "example, right? There's two there's two that are making uh that they're"
  },
  {
    "startMs": 2078869,
    "text": "that are making uh that they're"
  },
  {
    "startMs": 2078879,
    "text": "that are making uh that they're different models. They're making the"
  },
  {
    "startMs": 2080069,
    "text": "different models. They're making the"
  },
  {
    "startMs": 2080079,
    "text": "different models. They're making the same kind of decision um and one of them"
  },
  {
    "startMs": 2084629,
    "text": "same kind of decision um and one of them"
  },
  {
    "startMs": 2084639,
    "text": "same kind of decision um and one of them uh goes a little bit faster, changes the"
  },
  {
    "startMs": 2087669,
    "text": "uh goes a little bit faster, changes the"
  },
  {
    "startMs": 2087679,
    "text": "uh goes a little bit faster, changes the state um before the second one makes a"
  },
  {
    "startMs": 2090790,
    "text": "state um before the second one makes a"
  },
  {
    "startMs": 2090800,
    "text": "state um before the second one makes a different decision that would have"
  },
  {
    "startMs": 2091909,
    "text": "different decision that would have"
  },
  {
    "startMs": 2091919,
    "text": "different decision that would have changed the state the other way. You can"
  },
  {
    "startMs": 2093430,
    "text": "changed the state the other way. You can"
  },
  {
    "startMs": 2093440,
    "text": "changed the state the other way. You can imagine all kinds of problems or"
  },
  {
    "startMs": 2094869,
    "text": "imagine all kinds of problems or"
  },
  {
    "startMs": 2094879,
    "text": "imagine all kinds of problems or collisions that could happen when we do"
  },
  {
    "startMs": 2096869,
    "text": "collisions that could happen when we do"
  },
  {
    "startMs": 2096879,
    "text": "collisions that could happen when we do that. So this this pattern of the"
  },
  {
    "startMs": 2098310,
    "text": "that. So this this pattern of the"
  },
  {
    "startMs": 2098320,
    "text": "that. So this this pattern of the arbiter is what I've developed um as a"
  },
  {
    "startMs": 2100710,
    "text": "arbiter is what I've developed um as a"
  },
  {
    "startMs": 2100720,
    "text": "arbiter is what I've developed um as a way of like"
  },
  {
    "startMs": 2102630,
    "text": "way of like"
  },
  {
    "startMs": 2102640,
    "text": "way of like um um it's like a gate for what can"
  },
  {
    "startMs": 2107109,
    "text": "um um it's like a gate for what can"
  },
  {
    "startMs": 2107119,
    "text": "um um it's like a gate for what can actually now um act on the system change"
  },
  {
    "startMs": 2109829,
    "text": "actually now um act on the system change"
  },
  {
    "startMs": 2109839,
    "text": "actually now um act on the system change the state of the system and it's very"
  },
  {
    "startMs": 2112950,
    "text": "the state of the system and it's very"
  },
  {
    "startMs": 2112960,
    "text": "the state of the system and it's very useful when you want to run many of"
  },
  {
    "startMs": 2114710,
    "text": "useful when you want to run many of"
  },
  {
    "startMs": 2114720,
    "text": "useful when you want to run many of these things in parallel. Okay."
  },
  {
    "startMs": 2117910,
    "text": "these things in parallel. Okay."
  },
  {
    "startMs": 2117920,
    "text": "these things in parallel. Okay. So I'd love you to try it. Um my very"
  },
  {
    "startMs": 2120230,
    "text": "So I'd love you to try it. Um my very"
  },
  {
    "startMs": 2120240,
    "text": "So I'd love you to try it. Um my very first implementation of RDM was as a"
  },
  {
    "startMs": 2123190,
    "text": "first implementation of RDM was as a"
  },
  {
    "startMs": 2123200,
    "text": "first implementation of RDM was as a DSPI module. Um this is in part because"
  },
  {
    "startMs": 2127190,
    "text": "DSPI module. Um this is in part because"
  },
  {
    "startMs": 2127200,
    "text": "DSPI module. Um this is in part because the DSPI uh team in particular the the"
  },
  {
    "startMs": 2130310,
    "text": "the DSPI uh team in particular the the"
  },
  {
    "startMs": 2130320,
    "text": "the DSPI uh team in particular the the folks at Compound AI uh were very very"
  },
  {
    "startMs": 2133190,
    "text": "folks at Compound AI uh were very very"
  },
  {
    "startMs": 2133200,
    "text": "folks at Compound AI uh were very very quick to add support for system one API"
  },
  {
    "startMs": 2136710,
    "text": "quick to add support for system one API"
  },
  {
    "startMs": 2136720,
    "text": "quick to add support for system one API calls within um DSPI. Um and secondly"
  },
  {
    "startMs": 2141990,
    "text": "calls within um DSPI. Um and secondly"
  },
  {
    "startMs": 2142000,
    "text": "calls within um DSPI. Um and secondly DSPI is a very um opinionated way of"
  },
  {
    "startMs": 2145270,
    "text": "DSPI is a very um opinionated way of"
  },
  {
    "startMs": 2145280,
    "text": "DSPI is a very um opinionated way of working. It's very structured way of"
  },
  {
    "startMs": 2147270,
    "text": "working. It's very structured way of"
  },
  {
    "startMs": 2147280,
    "text": "working. It's very structured way of working and I found this to be a very"
  },
  {
    "startMs": 2149670,
    "text": "working and I found this to be a very"
  },
  {
    "startMs": 2149680,
    "text": "working and I found this to be a very useful playground for um essentially"
  },
  {
    "startMs": 2153109,
    "text": "useful playground for um essentially"
  },
  {
    "startMs": 2153119,
    "text": "useful playground for um essentially ensuring that the ideas of recursive"
  },
  {
    "startMs": 2157190,
    "text": "ensuring that the ideas of recursive"
  },
  {
    "startMs": 2157200,
    "text": "ensuring that the ideas of recursive decision models um were structured in"
  },
  {
    "startMs": 2159589,
    "text": "decision models um were structured in"
  },
  {
    "startMs": 2159599,
    "text": "decision models um were structured in the right way that um the modules were"
  },
  {
    "startMs": 2162630,
    "text": "the right way that um the modules were"
  },
  {
    "startMs": 2162640,
    "text": "the right way that um the modules were behaving uh in the right way. Uh I have"
  },
  {
    "startMs": 2165510,
    "text": "behaving uh in the right way. Uh I have"
  },
  {
    "startMs": 2165520,
    "text": "behaving uh in the right way. Uh I have also uh made a standalone rust package"
  },
  {
    "startMs": 2169030,
    "text": "also uh made a standalone rust package"
  },
  {
    "startMs": 2169040,
    "text": "also uh made a standalone rust package um RDM which is great when uh you want"
  },
  {
    "startMs": 2172390,
    "text": "um RDM which is great when uh you want"
  },
  {
    "startMs": 2172400,
    "text": "um RDM which is great when uh you want to bring uh very very fast and portable"
  },
  {
    "startMs": 2176470,
    "text": "to bring uh very very fast and portable"
  },
  {
    "startMs": 2176480,
    "text": "to bring uh very very fast and portable um RDMs to all kinds of systems."
  },
  {
    "startMs": 2180630,
    "text": "um RDMs to all kinds of systems."
  },
  {
    "startMs": 2180640,
    "text": "um RDMs to all kinds of systems. So yeah, check it out um in either my"
  },
  {
    "startMs": 2183030,
    "text": "So yeah, check it out um in either my"
  },
  {
    "startMs": 2183040,
    "text": "So yeah, check it out um in either my DSp fork uh if you're a DSP nerd or um"
  },
  {
    "startMs": 2185829,
    "text": "DSp fork uh if you're a DSP nerd or um"
  },
  {
    "startMs": 2185839,
    "text": "DSp fork uh if you're a DSP nerd or um the RDM package if you want to play"
  },
  {
    "startMs": 2188310,
    "text": "the RDM package if you want to play"
  },
  {
    "startMs": 2188320,
    "text": "the RDM package if you want to play around with Rust."
  },
  {
    "startMs": 2190390,
    "text": "around with Rust."
  },
  {
    "startMs": 2190400,
    "text": "around with Rust. Okay, so this is where we move into"
  },
  {
    "startMs": 2195750,
    "text": "Okay, so this is where we move into"
  },
  {
    "startMs": 2195760,
    "text": "Okay, so this is where we move into operating system one. And"
  },
  {
    "startMs": 2199670,
    "text": "operating system one. And"
  },
  {
    "startMs": 2199680,
    "text": "operating system one. And I mean this uh with both of these"
  },
  {
    "startMs": 2203270,
    "text": "I mean this uh with both of these"
  },
  {
    "startMs": 2203280,
    "text": "I mean this uh with both of these phrasings, right? Um this is an"
  },
  {
    "startMs": 2206390,
    "text": "phrasings, right? Um this is an"
  },
  {
    "startMs": 2206400,
    "text": "phrasings, right? Um this is an operating system one. It's operating"
  },
  {
    "startMs": 2208710,
    "text": "operating system one. It's operating"
  },
  {
    "startMs": 2208720,
    "text": "operating system one. It's operating system one. And we're also learning how"
  },
  {
    "startMs": 2211270,
    "text": "system one. And we're also learning how"
  },
  {
    "startMs": 2211280,
    "text": "system one. And we're also learning how to operate system one models, right? So"
  },
  {
    "startMs": 2214950,
    "text": "to operate system one models, right? So"
  },
  {
    "startMs": 2214960,
    "text": "to operate system one models, right? So that's sort of the play on words here"
  },
  {
    "startMs": 2217030,
    "text": "that's sort of the play on words here"
  },
  {
    "startMs": 2217040,
    "text": "that's sort of the play on words here with operating system one. And"
  },
  {
    "startMs": 2222400,
    "text": "what's really important to me um"
  },
  {
    "startMs": 2225510,
    "text": "what's really important to me um"
  },
  {
    "startMs": 2225520,
    "text": "what's really important to me um personally"
  },
  {
    "startMs": 2227030,
    "text": "personally"
  },
  {
    "startMs": 2227040,
    "text": "personally is this physical imshment that we have"
  },
  {
    "startMs": 2232310,
    "text": "is this physical imshment that we have"
  },
  {
    "startMs": 2232320,
    "text": "is this physical imshment that we have with with our devices, right? Um I've"
  },
  {
    "startMs": 2236790,
    "text": "with with our devices, right? Um I've"
  },
  {
    "startMs": 2236800,
    "text": "with with our devices, right? Um I've got like tech neck, right? Like my"
  },
  {
    "startMs": 2239270,
    "text": "got like tech neck, right? Like my"
  },
  {
    "startMs": 2239280,
    "text": "got like tech neck, right? Like my head's always down. I've got this like"
  },
  {
    "startMs": 2240870,
    "text": "head's always down. I've got this like"
  },
  {
    "startMs": 2240880,
    "text": "head's always down. I've got this like crazy like shoulder"
  },
  {
    "startMs": 2243510,
    "text": "crazy like shoulder"
  },
  {
    "startMs": 2243520,
    "text": "crazy like shoulder problem and tension from mousing all the"
  },
  {
    "startMs": 2245670,
    "text": "problem and tension from mousing all the"
  },
  {
    "startMs": 2245680,
    "text": "problem and tension from mousing all the time. When I was in grad school with"
  },
  {
    "startMs": 2248470,
    "text": "time. When I was in grad school with"
  },
  {
    "startMs": 2248480,
    "text": "time. When I was in grad school with really stressful deadlines, I was having"
  },
  {
    "startMs": 2250230,
    "text": "really stressful deadlines, I was having"
  },
  {
    "startMs": 2250240,
    "text": "really stressful deadlines, I was having all kinds of um repetitive stress issues"
  },
  {
    "startMs": 2254310,
    "text": "all kinds of um repetitive stress issues"
  },
  {
    "startMs": 2254320,
    "text": "all kinds of um repetitive stress issues and I've got every crazy vertical mouse"
  },
  {
    "startMs": 2257829,
    "text": "and I've got every crazy vertical mouse"
  },
  {
    "startMs": 2257839,
    "text": "and I've got every crazy vertical mouse and track ball and ergonomic keyboard"
  },
  {
    "startMs": 2260790,
    "text": "and track ball and ergonomic keyboard"
  },
  {
    "startMs": 2260800,
    "text": "and track ball and ergonomic keyboard that you could possibly imagine. But the"
  },
  {
    "startMs": 2266630,
    "text": "that you could possibly imagine. But the"
  },
  {
    "startMs": 2266640,
    "text": "that you could possibly imagine. But the like there is great um power and"
  },
  {
    "startMs": 2270150,
    "text": "like there is great um power and"
  },
  {
    "startMs": 2270160,
    "text": "like there is great um power and economic benefit in working with"
  },
  {
    "startMs": 2272069,
    "text": "economic benefit in working with"
  },
  {
    "startMs": 2272079,
    "text": "economic benefit in working with computers, in working with devices, in"
  },
  {
    "startMs": 2274310,
    "text": "computers, in working with devices, in"
  },
  {
    "startMs": 2274320,
    "text": "computers, in working with devices, in working with um our phones and our"
  },
  {
    "startMs": 2276790,
    "text": "working with um our phones and our"
  },
  {
    "startMs": 2276800,
    "text": "working with um our phones and our tablets in terms of being interconnected"
  },
  {
    "startMs": 2278390,
    "text": "tablets in terms of being interconnected"
  },
  {
    "startMs": 2278400,
    "text": "tablets in terms of being interconnected and be in terms of being able to just do"
  },
  {
    "startMs": 2281109,
    "text": "and be in terms of being able to just do"
  },
  {
    "startMs": 2281119,
    "text": "and be in terms of being able to just do our normal jobs. And obviously anyone"
  },
  {
    "startMs": 2283109,
    "text": "our normal jobs. And obviously anyone"
  },
  {
    "startMs": 2283119,
    "text": "our normal jobs. And obviously anyone who is an AI engineer is going to need a"
  },
  {
    "startMs": 2285910,
    "text": "who is an AI engineer is going to need a"
  },
  {
    "startMs": 2285920,
    "text": "who is an AI engineer is going to need a computer to do their job. And at the"
  },
  {
    "startMs": 2288870,
    "text": "computer to do their job. And at the"
  },
  {
    "startMs": 2288880,
    "text": "computer to do their job. And at the same time like there is just all of this"
  },
  {
    "startMs": 2292790,
    "text": "same time like there is just all of this"
  },
  {
    "startMs": 2292800,
    "text": "same time like there is just all of this um I would say unnecessary suffering"
  },
  {
    "startMs": 2296630,
    "text": "um I would say unnecessary suffering"
  },
  {
    "startMs": 2296640,
    "text": "um I would say unnecessary suffering that is caused by the coupling of our"
  },
  {
    "startMs": 2299750,
    "text": "that is caused by the coupling of our"
  },
  {
    "startMs": 2299760,
    "text": "that is caused by the coupling of our physicality like the coupling of our"
  },
  {
    "startMs": 2302230,
    "text": "physicality like the coupling of our"
  },
  {
    "startMs": 2302240,
    "text": "physicality like the coupling of our physical bodies to the physical computer"
  },
  {
    "startMs": 2305109,
    "text": "physical bodies to the physical computer"
  },
  {
    "startMs": 2305119,
    "text": "physical bodies to the physical computer like through the traditional interfaces"
  },
  {
    "startMs": 2309589,
    "text": "like through the traditional interfaces"
  },
  {
    "startMs": 2309599,
    "text": "like through the traditional interfaces that have made their way in as the"
  },
  {
    "startMs": 2312069,
    "text": "that have made their way in as the"
  },
  {
    "startMs": 2312079,
    "text": "that have made their way in as the popular ones of society the cordy"
  },
  {
    "startMs": 2314310,
    "text": "popular ones of society the cordy"
  },
  {
    "startMs": 2314320,
    "text": "popular ones of society the cordy keyboard the mouse the touchcreen etc."
  },
  {
    "startMs": 2317990,
    "text": "keyboard the mouse the touchcreen etc."
  },
  {
    "startMs": 2318000,
    "text": "keyboard the mouse the touchcreen etc. Okay, so some of you might rec recognize"
  },
  {
    "startMs": 2321510,
    "text": "Okay, so some of you might rec recognize"
  },
  {
    "startMs": 2321520,
    "text": "Okay, so some of you might rec recognize this um this sequence. Uh I used it in"
  },
  {
    "startMs": 2324950,
    "text": "this um this sequence. Uh I used it in"
  },
  {
    "startMs": 2324960,
    "text": "this um this sequence. Uh I used it in my recursive coding agents talk and it's"
  },
  {
    "startMs": 2327030,
    "text": "my recursive coding agents talk and it's"
  },
  {
    "startMs": 2327040,
    "text": "my recursive coding agents talk and it's also the back of a t-shirt uh from the"
  },
  {
    "startMs": 2330390,
    "text": "also the back of a t-shirt uh from the"
  },
  {
    "startMs": 2330400,
    "text": "also the back of a t-shirt uh from the AI engineer code event in New York a"
  },
  {
    "startMs": 2332069,
    "text": "AI engineer code event in New York a"
  },
  {
    "startMs": 2332079,
    "text": "AI engineer code event in New York a couple years ago. And so so here we go."
  },
  {
    "startMs": 2334390,
    "text": "couple years ago. And so so here we go."
  },
  {
    "startMs": 2334400,
    "text": "couple years ago. And so so here we go. We've got the evolution of of the AI"
  },
  {
    "startMs": 2336710,
    "text": "We've got the evolution of of the AI"
  },
  {
    "startMs": 2336720,
    "text": "We've got the evolution of of the AI engineer uh you know typing on the"
  },
  {
    "startMs": 2338950,
    "text": "engineer uh you know typing on the"
  },
  {
    "startMs": 2338960,
    "text": "engineer uh you know typing on the laptop. Not great posture, you know. Now"
  },
  {
    "startMs": 2342150,
    "text": "laptop. Not great posture, you know. Now"
  },
  {
    "startMs": 2342160,
    "text": "laptop. Not great posture, you know. Now here it's got like the AI uh sparkle"
  },
  {
    "startMs": 2344870,
    "text": "here it's got like the AI uh sparkle"
  },
  {
    "startMs": 2344880,
    "text": "here it's got like the AI uh sparkle features. So we're we're vibe code in"
  },
  {
    "startMs": 2347030,
    "text": "features. So we're we're vibe code in"
  },
  {
    "startMs": 2347040,
    "text": "features. So we're we're vibe code in here maybe. Um you know in the third one"
  },
  {
    "startMs": 2350790,
    "text": "here maybe. Um you know in the third one"
  },
  {
    "startMs": 2350800,
    "text": "here maybe. Um you know in the third one you can see there's no more computer"
  },
  {
    "startMs": 2352150,
    "text": "you can see there's no more computer"
  },
  {
    "startMs": 2352160,
    "text": "you can see there's no more computer anymore. So now we're just like talking"
  },
  {
    "startMs": 2354230,
    "text": "anymore. So now we're just like talking"
  },
  {
    "startMs": 2354240,
    "text": "anymore. So now we're just like talking to this like orb. Um that's pretty cool."
  },
  {
    "startMs": 2358150,
    "text": "to this like orb. Um that's pretty cool."
  },
  {
    "startMs": 2358160,
    "text": "to this like orb. Um that's pretty cool. And uh then in the this ultimate like"
  },
  {
    "startMs": 2360710,
    "text": "And uh then in the this ultimate like"
  },
  {
    "startMs": 2360720,
    "text": "And uh then in the this ultimate like state of enlightenment, right? We just"
  },
  {
    "startMs": 2362710,
    "text": "state of enlightenment, right? We just"
  },
  {
    "startMs": 2362720,
    "text": "state of enlightenment, right? We just like think and and u things are"
  },
  {
    "startMs": 2366230,
    "text": "like think and and u things are"
  },
  {
    "startMs": 2366240,
    "text": "like think and and u things are manifested uh in in our world or I I"
  },
  {
    "startMs": 2370230,
    "text": "manifested uh in in our world or I I"
  },
  {
    "startMs": 2370240,
    "text": "manifested uh in in our world or I I don't even know what kind of uh"
  },
  {
    "startMs": 2372150,
    "text": "don't even know what kind of uh"
  },
  {
    "startMs": 2372160,
    "text": "don't even know what kind of uh wavelengths are coming out of this guy's"
  },
  {
    "startMs": 2374150,
    "text": "wavelengths are coming out of this guy's"
  },
  {
    "startMs": 2374160,
    "text": "wavelengths are coming out of this guy's head. So, I'm going here. I'd like to"
  },
  {
    "startMs": 2377430,
    "text": "head. So, I'm going here. I'd like to"
  },
  {
    "startMs": 2377440,
    "text": "head. So, I'm going here. I'd like to get to the the right um making some"
  },
  {
    "startMs": 2380390,
    "text": "get to the the right um making some"
  },
  {
    "startMs": 2380400,
    "text": "get to the the right um making some progress, but I think right now with uh"
  },
  {
    "startMs": 2383990,
    "text": "progress, but I think right now with uh"
  },
  {
    "startMs": 2384000,
    "text": "progress, but I think right now with uh with operating system one and my"
  },
  {
    "startMs": 2387109,
    "text": "with operating system one and my"
  },
  {
    "startMs": 2387119,
    "text": "with operating system one and my recursive decision models, I'm I'm much"
  },
  {
    "startMs": 2389750,
    "text": "recursive decision models, I'm I'm much"
  },
  {
    "startMs": 2389760,
    "text": "recursive decision models, I'm I'm much closer to to the audio piece. Um and so"
  },
  {
    "startMs": 2393270,
    "text": "closer to to the audio piece. Um and so"
  },
  {
    "startMs": 2393280,
    "text": "closer to to the audio piece. Um and so I want to um I want to sort of take a um"
  },
  {
    "startMs": 2397510,
    "text": "I want to um I want to sort of take a um"
  },
  {
    "startMs": 2397520,
    "text": "I want to um I want to sort of take a um to go back in time a little bit. Um,"
  },
  {
    "startMs": 2400950,
    "text": "to go back in time a little bit. Um,"
  },
  {
    "startMs": 2400960,
    "text": "to go back in time a little bit. Um, this these videos are um I'm getting"
  },
  {
    "startMs": 2404710,
    "text": "this these videos are um I'm getting"
  },
  {
    "startMs": 2404720,
    "text": "this these videos are um I'm getting old. They're they're coming up on uh not"
  },
  {
    "startMs": 2407750,
    "text": "old. They're they're coming up on uh not"
  },
  {
    "startMs": 2407760,
    "text": "old. They're they're coming up on uh not quite 20 years old. It's like 17 18 year"
  },
  {
    "startMs": 2410470,
    "text": "quite 20 years old. It's like 17 18 year"
  },
  {
    "startMs": 2410480,
    "text": "quite 20 years old. It's like 17 18 year old uh videos. And I want to show you"
  },
  {
    "startMs": 2413589,
    "text": "old uh videos. And I want to show you"
  },
  {
    "startMs": 2413599,
    "text": "old uh videos. And I want to show you some experiments um in what I call"
  },
  {
    "startMs": 2416710,
    "text": "some experiments um in what I call"
  },
  {
    "startMs": 2416720,
    "text": "some experiments um in what I call radical human computer interfacing"
  },
  {
    "startMs": 2420069,
    "text": "radical human computer interfacing"
  },
  {
    "startMs": 2420079,
    "text": "radical human computer interfacing um from some of my work in music. I'm"
  },
  {
    "startMs": 2422310,
    "text": "um from some of my work in music. I'm"
  },
  {
    "startMs": 2422320,
    "text": "um from some of my work in music. I'm just show these really quick and I'll"
  },
  {
    "startMs": 2423510,
    "text": "just show these really quick and I'll"
  },
  {
    "startMs": 2423520,
    "text": "just show these really quick and I'll explain a little bit what's going on."
  },
  {
    "startMs": 2424870,
    "text": "explain a little bit what's going on."
  },
  {
    "startMs": 2424880,
    "text": "explain a little bit what's going on. So, so over here."
  },
  {
    "startMs": 2431388,
    "text": "[music]"
  },
  {
    "startMs": 2433760,
    "text": "So, so just watch here. I'm really"
  },
  {
    "startMs": 2435670,
    "text": "So, so just watch here. I'm really"
  },
  {
    "startMs": 2435680,
    "text": "So, so just watch here. I'm really setting this up."
  },
  {
    "startMs": 2437829,
    "text": "setting this up."
  },
  {
    "startMs": 2437839,
    "text": "setting this up. All right. So, we've got like um hitting"
  },
  {
    "startMs": 2441430,
    "text": "All right. So, we've got like um hitting"
  },
  {
    "startMs": 2441440,
    "text": "All right. So, we've got like um hitting these four different locations on the"
  },
  {
    "startMs": 2443670,
    "text": "these four different locations on the"
  },
  {
    "startMs": 2443680,
    "text": "these four different locations on the laptop and that is uh being classified"
  },
  {
    "startMs": 2448950,
    "text": "laptop and that is uh being classified"
  },
  {
    "startMs": 2448960,
    "text": "laptop and that is uh being classified uh to"
  },
  {
    "startMs": 2450710,
    "text": "uh to"
  },
  {
    "startMs": 2450720,
    "text": "uh to make a drum kit, right? Drum roll on by"
  },
  {
    "startMs": 2452950,
    "text": "make a drum kit, right? Drum roll on by"
  },
  {
    "startMs": 2452960,
    "text": "make a drum kit, right? Drum roll on by hitting our laptop. So, the laptops used"
  },
  {
    "startMs": 2454550,
    "text": "hitting our laptop. So, the laptops used"
  },
  {
    "startMs": 2454560,
    "text": "hitting our laptop. So, the laptops used to have um accelerometers built into"
  },
  {
    "startMs": 2457030,
    "text": "to have um accelerometers built into"
  },
  {
    "startMs": 2457040,
    "text": "to have um accelerometers built into them back when we're still have disc"
  },
  {
    "startMs": 2459829,
    "text": "them back when we're still have disc"
  },
  {
    "startMs": 2459839,
    "text": "them back when we're still have disc spinning disc hard drives. Um, this one"
  },
  {
    "startMs": 2462470,
    "text": "spinning disc hard drives. Um, this one"
  },
  {
    "startMs": 2462480,
    "text": "spinning disc hard drives. Um, this one I'm not going to play um so much of, but"
  },
  {
    "startMs": 2465510,
    "text": "I'm not going to play um so much of, but"
  },
  {
    "startMs": 2465520,
    "text": "I'm not going to play um so much of, but you can um uh that left one I'm like"
  },
  {
    "startMs": 2468470,
    "text": "you can um uh that left one I'm like"
  },
  {
    "startMs": 2468480,
    "text": "you can um uh that left one I'm like triggering the drum kit here. You can"
  },
  {
    "startMs": 2471030,
    "text": "triggering the drum kit here. You can"
  },
  {
    "startMs": 2471040,
    "text": "triggering the drum kit here. You can use the tilt of the um laptop to control"
  },
  {
    "startMs": 2475190,
    "text": "use the tilt of the um laptop to control"
  },
  {
    "startMs": 2475200,
    "text": "use the tilt of the um laptop to control different effects. I'm using the hit of"
  },
  {
    "startMs": 2477670,
    "text": "different effects. I'm using the hit of"
  },
  {
    "startMs": 2477680,
    "text": "different effects. I'm using the hit of this thing as a side chain compressor."
  },
  {
    "startMs": 2480950,
    "text": "this thing as a side chain compressor."
  },
  {
    "startMs": 2480960,
    "text": "this thing as a side chain compressor. Um, so it's like a ducking compressor"
  },
  {
    "startMs": 2483430,
    "text": "Um, so it's like a ducking compressor"
  },
  {
    "startMs": 2483440,
    "text": "Um, so it's like a ducking compressor every time I hit it. Uh, and this is a"
  },
  {
    "startMs": 2485910,
    "text": "every time I hit it. Uh, and this is a"
  },
  {
    "startMs": 2485920,
    "text": "every time I hit it. Uh, and this is a much longer video, so I'm not going to"
  },
  {
    "startMs": 2487589,
    "text": "much longer video, so I'm not going to"
  },
  {
    "startMs": 2487599,
    "text": "much longer video, so I'm not going to go into that, but this is um I want to"
  },
  {
    "startMs": 2489829,
    "text": "go into that, but this is um I want to"
  },
  {
    "startMs": 2489839,
    "text": "go into that, but this is um I want to bring this up um because it's personally"
  },
  {
    "startMs": 2492790,
    "text": "bring this up um because it's personally"
  },
  {
    "startMs": 2492800,
    "text": "bring this up um because it's personally meaningful to me. It's also the way that"
  },
  {
    "startMs": 2494470,
    "text": "meaningful to me. It's also the way that"
  },
  {
    "startMs": 2494480,
    "text": "meaningful to me. It's also the way that I actually learned um how to program and"
  },
  {
    "startMs": 2497270,
    "text": "I actually learned um how to program and"
  },
  {
    "startMs": 2497280,
    "text": "I actually learned um how to program and u the way that I learned machine"
  },
  {
    "startMs": 2498470,
    "text": "u the way that I learned machine"
  },
  {
    "startMs": 2498480,
    "text": "u the way that I learned machine learning. And this is through the"
  },
  {
    "startMs": 2499910,
    "text": "learning. And this is through the"
  },
  {
    "startMs": 2499920,
    "text": "learning. And this is through the Princeton Laptop Orchestra. Um it just"
  },
  {
    "startMs": 2503270,
    "text": "Princeton Laptop Orchestra. Um it just"
  },
  {
    "startMs": 2503280,
    "text": "Princeton Laptop Orchestra. Um it just celebrated its 20th anniversary uh this"
  },
  {
    "startMs": 2506390,
    "text": "celebrated its 20th anniversary uh this"
  },
  {
    "startMs": 2506400,
    "text": "celebrated its 20th anniversary uh this spring."
  },
  {
    "startMs": 2507910,
    "text": "spring."
  },
  {
    "startMs": 2507920,
    "text": "spring. And really the idea of the Princeton"
  },
  {
    "startMs": 2510390,
    "text": "And really the idea of the Princeton"
  },
  {
    "startMs": 2510400,
    "text": "And really the idea of the Princeton Laptop Orchestra was what would it what"
  },
  {
    "startMs": 2512470,
    "text": "Laptop Orchestra was what would it what"
  },
  {
    "startMs": 2512480,
    "text": "Laptop Orchestra was what would it what does it mean um to have the laptop"
  },
  {
    "startMs": 2516950,
    "text": "does it mean um to have the laptop"
  },
  {
    "startMs": 2516960,
    "text": "does it mean um to have the laptop itself be the instrument? So there were"
  },
  {
    "startMs": 2519270,
    "text": "itself be the instrument? So there were"
  },
  {
    "startMs": 2519280,
    "text": "itself be the instrument? So there were pieces we were performing where the"
  },
  {
    "startMs": 2520550,
    "text": "pieces we were performing where the"
  },
  {
    "startMs": 2520560,
    "text": "pieces we were performing where the trackpad was the instrument. There were"
  },
  {
    "startMs": 2522230,
    "text": "trackpad was the instrument. There were"
  },
  {
    "startMs": 2522240,
    "text": "trackpad was the instrument. There were pieces where the keyboard was the"
  },
  {
    "startMs": 2523670,
    "text": "pieces where the keyboard was the"
  },
  {
    "startMs": 2523680,
    "text": "pieces where the keyboard was the instrument. There were pieces where all"
  },
  {
    "startMs": 2526390,
    "text": "instrument. There were pieces where all"
  },
  {
    "startMs": 2526400,
    "text": "instrument. There were pieces where all the computers wereworked together on um"
  },
  {
    "startMs": 2529589,
    "text": "the computers wereworked together on um"
  },
  {
    "startMs": 2529599,
    "text": "the computers wereworked together on um Wi-Fi and like syncing super super um"
  },
  {
    "startMs": 2533510,
    "text": "Wi-Fi and like syncing super super um"
  },
  {
    "startMs": 2533520,
    "text": "Wi-Fi and like syncing super super um quick like low latency clock times to"
  },
  {
    "startMs": 2536870,
    "text": "quick like low latency clock times to"
  },
  {
    "startMs": 2536880,
    "text": "quick like low latency clock times to send messages back and forth to each"
  },
  {
    "startMs": 2538950,
    "text": "send messages back and forth to each"
  },
  {
    "startMs": 2538960,
    "text": "send messages back and forth to each other. And um I was able to work with"
  },
  {
    "startMs": 2543430,
    "text": "other. And um I was able to work with"
  },
  {
    "startMs": 2543440,
    "text": "other. And um I was able to work with this uh brand new cutting edge real-time"
  },
  {
    "startMs": 2546150,
    "text": "this uh brand new cutting edge real-time"
  },
  {
    "startMs": 2546160,
    "text": "this uh brand new cutting edge real-time machine learning framework called the"
  },
  {
    "startMs": 2547670,
    "text": "machine learning framework called the"
  },
  {
    "startMs": 2547680,
    "text": "machine learning framework called the Wenator developed by Rebecca Feebrink um"
  },
  {
    "startMs": 2550470,
    "text": "Wenator developed by Rebecca Feebrink um"
  },
  {
    "startMs": 2550480,
    "text": "Wenator developed by Rebecca Feebrink um to actually develop um and again this is"
  },
  {
    "startMs": 2553910,
    "text": "to actually develop um and again this is"
  },
  {
    "startMs": 2553920,
    "text": "to actually develop um and again this is like this is like 19 years ago 18 years"
  },
  {
    "startMs": 2556630,
    "text": "like this is like 19 years ago 18 years"
  },
  {
    "startMs": 2556640,
    "text": "like this is like 19 years ago 18 years ago um these um very very small um you"
  },
  {
    "startMs": 2561910,
    "text": "ago um these um very very small um you"
  },
  {
    "startMs": 2561920,
    "text": "ago um these um very very small um you know k nearest neighbors um like single"
  },
  {
    "startMs": 2564790,
    "text": "know k nearest neighbors um like single"
  },
  {
    "startMs": 2564800,
    "text": "know k nearest neighbors um like single layer neural nets um you know things"
  },
  {
    "startMs": 2567670,
    "text": "layer neural nets um you know things"
  },
  {
    "startMs": 2567680,
    "text": "layer neural nets um you know things that look much more like principal"
  },
  {
    "startMs": 2569750,
    "text": "that look much more like principal"
  },
  {
    "startMs": 2569760,
    "text": "that look much more like principal component analysis than like what we"
  },
  {
    "startMs": 2571589,
    "text": "component analysis than like what we"
  },
  {
    "startMs": 2571599,
    "text": "component analysis than like what we think of as like transformers, large"
  },
  {
    "startMs": 2573430,
    "text": "think of as like transformers, large"
  },
  {
    "startMs": 2573440,
    "text": "think of as like transformers, large language models. And and um and you can"
  },
  {
    "startMs": 2577510,
    "text": "language models. And and um and you can"
  },
  {
    "startMs": 2577520,
    "text": "language models. And and um and you can actually um do uh what you might call"
  },
  {
    "startMs": 2580710,
    "text": "actually um do uh what you might call"
  },
  {
    "startMs": 2580720,
    "text": "actually um do uh what you might call like on the-ly um machine learning to to"
  },
  {
    "startMs": 2585829,
    "text": "like on the-ly um machine learning to to"
  },
  {
    "startMs": 2585839,
    "text": "like on the-ly um machine learning to to um classify and map and do nonlinear"
  },
  {
    "startMs": 2589990,
    "text": "um classify and map and do nonlinear"
  },
  {
    "startMs": 2590000,
    "text": "um classify and map and do nonlinear interpolations. Um it was just s so much"
  },
  {
    "startMs": 2593030,
    "text": "interpolations. Um it was just s so much"
  },
  {
    "startMs": 2593040,
    "text": "interpolations. Um it was just s so much fun. So, I've been having a lot of fun"
  },
  {
    "startMs": 2595430,
    "text": "fun. So, I've been having a lot of fun"
  },
  {
    "startMs": 2595440,
    "text": "fun. So, I've been having a lot of fun with coming back to um that a little bit"
  },
  {
    "startMs": 2598950,
    "text": "with coming back to um that a little bit"
  },
  {
    "startMs": 2598960,
    "text": "with coming back to um that a little bit and kind of merging um my excitement"
  },
  {
    "startMs": 2602470,
    "text": "and kind of merging um my excitement"
  },
  {
    "startMs": 2602480,
    "text": "and kind of merging um my excitement about RLMs um my excitement about Jev,"
  },
  {
    "startMs": 2605589,
    "text": "about RLMs um my excitement about Jev,"
  },
  {
    "startMs": 2605599,
    "text": "about RLMs um my excitement about Jev, these decision models, this this"
  },
  {
    "startMs": 2607430,
    "text": "these decision models, this this"
  },
  {
    "startMs": 2607440,
    "text": "these decision models, this this invention of recursive decision models"
  },
  {
    "startMs": 2610150,
    "text": "invention of recursive decision models"
  },
  {
    "startMs": 2610160,
    "text": "invention of recursive decision models and now towards um this kind of personal"
  },
  {
    "startMs": 2613109,
    "text": "and now towards um this kind of personal"
  },
  {
    "startMs": 2613119,
    "text": "and now towards um this kind of personal goal of just like like I want to be able"
  },
  {
    "startMs": 2615829,
    "text": "goal of just like like I want to be able"
  },
  {
    "startMs": 2615839,
    "text": "goal of just like like I want to be able to get things done through my computer"
  },
  {
    "startMs": 2619109,
    "text": "to get things done through my computer"
  },
  {
    "startMs": 2619119,
    "text": "to get things done through my computer and uh work in this field without"
  },
  {
    "startMs": 2623990,
    "text": "and uh work in this field without"
  },
  {
    "startMs": 2624000,
    "text": "and uh work in this field without hurting, without like touching a"
  },
  {
    "startMs": 2626150,
    "text": "hurting, without like touching a"
  },
  {
    "startMs": 2626160,
    "text": "hurting, without like touching a keyboard all day, without touching a"
  },
  {
    "startMs": 2627670,
    "text": "keyboard all day, without touching a"
  },
  {
    "startMs": 2627680,
    "text": "keyboard all day, without touching a mouse all day. Um, and so,"
  },
  {
    "startMs": 2631510,
    "text": "mouse all day. Um, and so,"
  },
  {
    "startMs": 2631520,
    "text": "mouse all day. Um, and so, uh, I'm going to show this example. This"
  },
  {
    "startMs": 2633430,
    "text": "uh, I'm going to show this example. This"
  },
  {
    "startMs": 2633440,
    "text": "uh, I'm going to show this example. This is sort of a precursor to to OSO that I"
  },
  {
    "startMs": 2636470,
    "text": "is sort of a precursor to to OSO that I"
  },
  {
    "startMs": 2636480,
    "text": "is sort of a precursor to to OSO that I called earshot. And I want to set this"
  },
  {
    "startMs": 2638790,
    "text": "called earshot. And I want to set this"
  },
  {
    "startMs": 2638800,
    "text": "called earshot. And I want to set this up and explain it because it's actually"
  },
  {
    "startMs": 2639990,
    "text": "up and explain it because it's actually"
  },
  {
    "startMs": 2640000,
    "text": "up and explain it because it's actually a little bit confusing video to watch."
  },
  {
    "startMs": 2642790,
    "text": "a little bit confusing video to watch."
  },
  {
    "startMs": 2642800,
    "text": "a little bit confusing video to watch. Um, so you can think of this as this is"
  },
  {
    "startMs": 2646790,
    "text": "Um, so you can think of this as this is"
  },
  {
    "startMs": 2646800,
    "text": "Um, so you can think of this as this is a a recursive decision model. we have uh"
  },
  {
    "startMs": 2651030,
    "text": "a a recursive decision model. we have uh"
  },
  {
    "startMs": 2651040,
    "text": "a a recursive decision model. we have uh one layer of the system that is"
  },
  {
    "startMs": 2652870,
    "text": "one layer of the system that is"
  },
  {
    "startMs": 2652880,
    "text": "one layer of the system that is transcribing the audio and then choosing"
  },
  {
    "startMs": 2657109,
    "text": "transcribing the audio and then choosing"
  },
  {
    "startMs": 2657119,
    "text": "transcribing the audio and then choosing an action to take based on that"
  },
  {
    "startMs": 2659430,
    "text": "an action to take based on that"
  },
  {
    "startMs": 2659440,
    "text": "an action to take based on that transcribed word. And so the um here"
  },
  {
    "startMs": 2662710,
    "text": "transcribed word. And so the um here"
  },
  {
    "startMs": 2662720,
    "text": "transcribed word. And so the um here you're just going to see there's it's"
  },
  {
    "startMs": 2664470,
    "text": "you're just going to see there's it's"
  },
  {
    "startMs": 2664480,
    "text": "you're just going to see there's it's going to be cycling through my different"
  },
  {
    "startMs": 2666150,
    "text": "going to be cycling through my different"
  },
  {
    "startMs": 2666160,
    "text": "going to be cycling through my different workspaces one um through 8. Um and then"
  },
  {
    "startMs": 2672550,
    "text": "workspaces one um through 8. Um and then"
  },
  {
    "startMs": 2672560,
    "text": "workspaces one um through 8. Um and then uh while that's happening there is a"
  },
  {
    "startMs": 2674950,
    "text": "uh while that's happening there is a"
  },
  {
    "startMs": 2674960,
    "text": "uh while that's happening there is a very small um uh based in Chuck there's"
  },
  {
    "startMs": 2678390,
    "text": "very small um uh based in Chuck there's"
  },
  {
    "startMs": 2678400,
    "text": "very small um uh based in Chuck there's a new thing called Chai that's like the"
  },
  {
    "startMs": 2679910,
    "text": "a new thing called Chai that's like the"
  },
  {
    "startMs": 2679920,
    "text": "a new thing called Chai that's like the Chuck AI that's sort of the successor to"
  },
  {
    "startMs": 2682230,
    "text": "Chuck AI that's sort of the successor to"
  },
  {
    "startMs": 2682240,
    "text": "Chuck AI that's sort of the successor to the Wenator that I mentioned before very"
  },
  {
    "startMs": 2684870,
    "text": "the Wenator that I mentioned before very"
  },
  {
    "startMs": 2684880,
    "text": "the Wenator that I mentioned before very very small model model operating on a"
  },
  {
    "startMs": 2687349,
    "text": "very small model model operating on a"
  },
  {
    "startMs": 2687359,
    "text": "very small model model operating on a very very small slice of audio 40"
  },
  {
    "startMs": 2690390,
    "text": "very very small slice of audio 40"
  },
  {
    "startMs": 2690400,
    "text": "very very small slice of audio 40 milliseconds 80 milliseconds 100"
  },
  {
    "startMs": 2691990,
    "text": "milliseconds 80 milliseconds 100"
  },
  {
    "startMs": 2692000,
    "text": "milliseconds 80 milliseconds 100 milliseconds right and essentially"
  },
  {
    "startMs": 2695109,
    "text": "milliseconds right and essentially"
  },
  {
    "startMs": 2695119,
    "text": "milliseconds right and essentially trying to just map from some very crude"
  },
  {
    "startMs": 2698630,
    "text": "trying to just map from some very crude"
  },
  {
    "startMs": 2698640,
    "text": "trying to just map from some very crude bin"
  },
  {
    "startMs": 2699349,
    "text": "bin"
  },
  {
    "startMs": 2699359,
    "text": "bin of so the features are just like some"
  },
  {
    "startMs": 2701829,
    "text": "of so the features are just like some"
  },
  {
    "startMs": 2701839,
    "text": "of so the features are just like some bins of audio frequency bins of audio um"
  },
  {
    "startMs": 2705829,
    "text": "bins of audio frequency bins of audio um"
  },
  {
    "startMs": 2705839,
    "text": "bins of audio frequency bins of audio um which is the right one now this is"
  },
  {
    "startMs": 2707589,
    "text": "which is the right one now this is"
  },
  {
    "startMs": 2707599,
    "text": "which is the right one now this is supervised right so it need it's it"
  },
  {
    "startMs": 2709829,
    "text": "supervised right so it need it's it"
  },
  {
    "startMs": 2709839,
    "text": "supervised right so it need it's it knows nothing in the beginning and we"
  },
  {
    "startMs": 2711270,
    "text": "knows nothing in the beginning and we"
  },
  {
    "startMs": 2711280,
    "text": "knows nothing in the beginning and we can't trust it in the beginning so there"
  },
  {
    "startMs": 2714790,
    "text": "can't trust it in the beginning so there"
  },
  {
    "startMs": 2714800,
    "text": "can't trust it in the beginning so there is one layer on which there's like a"
  },
  {
    "startMs": 2716950,
    "text": "is one layer on which there's like a"
  },
  {
    "startMs": 2716960,
    "text": "is one layer on which there's like a teacher model that's teaching this small"
  },
  {
    "startMs": 2718870,
    "text": "teacher model that's teaching this small"
  },
  {
    "startMs": 2718880,
    "text": "teacher model that's teaching this small real-time model right and then there's a"
  },
  {
    "startMs": 2721750,
    "text": "real-time model right and then there's a"
  },
  {
    "startMs": 2721760,
    "text": "real-time model right and then there's a second layer on which the system is"
  },
  {
    "startMs": 2724069,
    "text": "second layer on which the system is"
  },
  {
    "startMs": 2724079,
    "text": "second layer on which the system is independently figuring out when it"
  },
  {
    "startMs": 2726309,
    "text": "independently figuring out when it"
  },
  {
    "startMs": 2726319,
    "text": "independently figuring out when it actually trusts the small model enough"
  },
  {
    "startMs": 2730230,
    "text": "actually trusts the small model enough"
  },
  {
    "startMs": 2730240,
    "text": "actually trusts the small model enough to follow it. So, we're going to watch"
  },
  {
    "startMs": 2731990,
    "text": "to follow it. So, we're going to watch"
  },
  {
    "startMs": 2732000,
    "text": "to follow it. So, we're going to watch it now. And what you're going to see is"
  },
  {
    "startMs": 2734230,
    "text": "it now. And what you're going to see is"
  },
  {
    "startMs": 2734240,
    "text": "it now. And what you're going to see is in the beginning there's a big delay"
  },
  {
    "startMs": 2736150,
    "text": "in the beginning there's a big delay"
  },
  {
    "startMs": 2736160,
    "text": "in the beginning there's a big delay between the word and this comes from"
  },
  {
    "startMs": 2737990,
    "text": "between the word and this comes from"
  },
  {
    "startMs": 2738000,
    "text": "between the word and this comes from Philip Glass's um uh knee play one part"
  },
  {
    "startMs": 2741190,
    "text": "Philip Glass's um uh knee play one part"
  },
  {
    "startMs": 2741200,
    "text": "Philip Glass's um uh knee play one part of uh Einstein on the Beach. And um so"
  },
  {
    "startMs": 2745270,
    "text": "of uh Einstein on the Beach. And um so"
  },
  {
    "startMs": 2745280,
    "text": "of uh Einstein on the Beach. And um so you're going to see that [music] it's"
  },
  {
    "startMs": 2747670,
    "text": "you're going to see that [music] it's"
  },
  {
    "startMs": 2747680,
    "text": "you're going to see that [music] it's going look up here for the 1 2 3 4. So"
  },
  {
    "startMs": 2750550,
    "text": "going look up here for the 1 2 3 4. So"
  },
  {
    "startMs": 2750560,
    "text": "going look up here for the 1 2 3 4. So there's a big delay right now."
  },
  {
    "startMs": 2754296,
    "text": "there's a big delay right now."
  },
  {
    "startMs": 2754306,
    "text": "there's a big delay right now. [music]"
  },
  {
    "startMs": 2756960,
    "text": "Okay, now it's it's supervised learning."
  },
  {
    "startMs": 2760790,
    "text": "Okay, now it's it's supervised learning."
  },
  {
    "startMs": 2760800,
    "text": "Okay, now it's it's supervised learning. So this [music] early numbers where it's"
  },
  {
    "startMs": 2763109,
    "text": "So this [music] early numbers where it's"
  },
  {
    "startMs": 2763119,
    "text": "So this [music] early numbers where it's hearing them more 1 2 3 4 are going to"
  },
  {
    "startMs": 2766230,
    "text": "hearing them more 1 2 3 4 are going to"
  },
  {
    "startMs": 2766240,
    "text": "hearing them more 1 2 3 4 are going to learn a little faster. So now see how"
  },
  {
    "startMs": 2768470,
    "text": "learn a little faster. So now see how"
  },
  {
    "startMs": 2768480,
    "text": "learn a little faster. So now see how it's [music] speeding up a little bit"
  },
  {
    "startMs": 2770630,
    "text": "it's [music] speeding up a little bit"
  },
  {
    "startMs": 2770640,
    "text": "it's [music] speeding up a little bit for the early ones, but there's a lack"
  },
  {
    "startMs": 2773750,
    "text": "for the early ones, but there's a lack"
  },
  {
    "startMs": 2773760,
    "text": "for the early ones, but there's a lack in the late."
  },
  {
    "startMs": 2775912,
    "text": "in the late."
  },
  {
    "startMs": 2775922,
    "text": "in the late. [music]"
  },
  {
    "startMs": 2775990,
    "text": "[music]"
  },
  {
    "startMs": 2776000,
    "text": "[music] By the end of this thing, you're going"
  },
  {
    "startMs": 2777510,
    "text": "By the end of this thing, you're going"
  },
  {
    "startMs": 2777520,
    "text": "By the end of this thing, you're going to see that we got down to essentially"
  },
  {
    "startMs": 2780150,
    "text": "to see that we got down to essentially"
  },
  {
    "startMs": 2780160,
    "text": "to see that we got down to essentially 45 millisecond um [music] time. 6."
  },
  {
    "startMs": 2785990,
    "text": "45 millisecond um [music] time. 6."
  },
  {
    "startMs": 2786000,
    "text": "45 millisecond um [music] time. 6. Here we go. 1 2 3 4 1 2 3 4 5 6. [music]"
  },
  {
    "startMs": 2791510,
    "text": "Here we go. 1 2 3 4 1 2 3 4 5 6. [music]"
  },
  {
    "startMs": 2791520,
    "text": "Here we go. 1 2 3 4 1 2 3 4 5 6. [music] So now for those, we're really locked"
  },
  {
    "startMs": 2793349,
    "text": "So now for those, we're really locked"
  },
  {
    "startMs": 2793359,
    "text": "So now for those, we're really locked in, right?"
  },
  {
    "startMs": 2796230,
    "text": "in, right?"
  },
  {
    "startMs": 2796240,
    "text": "in, right? Oh, and there's a little blip, but it's"
  },
  {
    "startMs": 2798069,
    "text": "Oh, and there's a little blip, but it's"
  },
  {
    "startMs": 2798079,
    "text": "Oh, and there's a little blip, but it's learning and it's going. [music] So this"
  },
  {
    "startMs": 2799990,
    "text": "learning and it's going. [music] So this"
  },
  {
    "startMs": 2800000,
    "text": "learning and it's going. [music] So this is recursive decision model deciding"
  },
  {
    "startMs": 2803670,
    "text": "is recursive decision model deciding"
  },
  {
    "startMs": 2803680,
    "text": "is recursive decision model deciding um when to trust this smaller supervised"
  },
  {
    "startMs": 2806697,
    "text": "um when to trust this smaller supervised"
  },
  {
    "startMs": 2806707,
    "text": "um when to trust this smaller supervised [music] model that is learning on the"
  },
  {
    "startMs": 2808630,
    "text": "[music] model that is learning on the"
  },
  {
    "startMs": 2808640,
    "text": "[music] model that is learning on the fly and operating on tens of"
  },
  {
    "startMs": 2811430,
    "text": "fly and operating on tens of"
  },
  {
    "startMs": 2811440,
    "text": "fly and operating on tens of milliseconds of information [music] on"
  },
  {
    "startMs": 2813349,
    "text": "milliseconds of information [music] on"
  },
  {
    "startMs": 2813359,
    "text": "milliseconds of information [music] on the pure audio right."
  },
  {
    "startMs": 2816790,
    "text": "the pure audio right."
  },
  {
    "startMs": 2816800,
    "text": "the pure audio right. So here we go by the end"
  },
  {
    "startMs": 2819430,
    "text": "So here we go by the end"
  },
  {
    "startMs": 2819440,
    "text": "So here we go by the end it's really [music] going to get"
  },
  {
    "startMs": 2821829,
    "text": "it's really [music] going to get"
  },
  {
    "startMs": 2821839,
    "text": "it's really [music] going to get 2."
  },
  {
    "startMs": 2826560,
    "text": "Anyways to me that's super exciting. um"
  },
  {
    "startMs": 2829589,
    "text": "Anyways to me that's super exciting. um"
  },
  {
    "startMs": 2829599,
    "text": "Anyways to me that's super exciting. um really really fun to like come back to"
  },
  {
    "startMs": 2832309,
    "text": "really really fun to like come back to"
  },
  {
    "startMs": 2832319,
    "text": "really really fun to like come back to these um these real- time on the-fly"
  },
  {
    "startMs": 2835430,
    "text": "these um these real- time on the-fly"
  },
  {
    "startMs": 2835440,
    "text": "these um these real- time on the-fly machine learning algorithms which is"
  },
  {
    "startMs": 2837109,
    "text": "machine learning algorithms which is"
  },
  {
    "startMs": 2837119,
    "text": "machine learning algorithms which is actually how I first learned um about"
  },
  {
    "startMs": 2839670,
    "text": "actually how I first learned um about"
  },
  {
    "startMs": 2839680,
    "text": "actually how I first learned um about machine learning and and I first learned"
  },
  {
    "startMs": 2841430,
    "text": "machine learning and and I first learned"
  },
  {
    "startMs": 2841440,
    "text": "machine learning and and I first learned programming through through music. So um"
  },
  {
    "startMs": 2845349,
    "text": "programming through through music. So um"
  },
  {
    "startMs": 2845359,
    "text": "programming through through music. So um I also want to so that's the audio"
  },
  {
    "startMs": 2847510,
    "text": "I also want to so that's the audio"
  },
  {
    "startMs": 2847520,
    "text": "I also want to so that's the audio example. I also want to give a shout out"
  },
  {
    "startMs": 2849109,
    "text": "example. I also want to give a shout out"
  },
  {
    "startMs": 2849119,
    "text": "example. I also want to give a shout out to this project called Hunch uh Matt"
  },
  {
    "startMs": 2851349,
    "text": "to this project called Hunch uh Matt"
  },
  {
    "startMs": 2851359,
    "text": "to this project called Hunch uh Matt Mastrai. I'm not sure exactly how to"
  },
  {
    "startMs": 2853349,
    "text": "Mastrai. I'm not sure exactly how to"
  },
  {
    "startMs": 2853359,
    "text": "Mastrai. I'm not sure exactly how to pronounce it. He's done something really"
  },
  {
    "startMs": 2855430,
    "text": "pronounce it. He's done something really"
  },
  {
    "startMs": 2855440,
    "text": "pronounce it. He's done something really crazy visually messing with just"
  },
  {
    "startMs": 2858309,
    "text": "crazy visually messing with just"
  },
  {
    "startMs": 2858319,
    "text": "crazy visually messing with just embedding Gemma 2 um and essentially"
  },
  {
    "startMs": 2861829,
    "text": "embedding Gemma 2 um and essentially"
  },
  {
    "startMs": 2861839,
    "text": "embedding Gemma 2 um and essentially having this thing play Pictionary. So he"
  },
  {
    "startMs": 2863829,
    "text": "having this thing play Pictionary. So he"
  },
  {
    "startMs": 2863839,
    "text": "having this thing play Pictionary. So he has this thing classifying your doodles"
  },
  {
    "startMs": 2867670,
    "text": "has this thing classifying your doodles"
  },
  {
    "startMs": 2867680,
    "text": "has this thing classifying your doodles um on your machine in WebGPU in like"
  },
  {
    "startMs": 2871270,
    "text": "um on your machine in WebGPU in like"
  },
  {
    "startMs": 2871280,
    "text": "um on your machine in WebGPU in like what look at these numbers like 150"
  },
  {
    "startMs": 2873109,
    "text": "what look at these numbers like 150"
  },
  {
    "startMs": 2873119,
    "text": "what look at these numbers like 150 milliseconds. So again I want I I just"
  },
  {
    "startMs": 2875829,
    "text": "milliseconds. So again I want I I just"
  },
  {
    "startMs": 2875839,
    "text": "milliseconds. So again I want I I just want to give this a shout out as like"
  },
  {
    "startMs": 2877190,
    "text": "want to give this a shout out as like"
  },
  {
    "startMs": 2877200,
    "text": "want to give this a shout out as like I'm not the only one working in this"
  },
  {
    "startMs": 2878309,
    "text": "I'm not the only one working in this"
  },
  {
    "startMs": 2878319,
    "text": "I'm not the only one working in this space. audio isn't the only um way in,"
  },
  {
    "startMs": 2882069,
    "text": "space. audio isn't the only um way in,"
  },
  {
    "startMs": 2882079,
    "text": "space. audio isn't the only um way in, but these these very very very small um"
  },
  {
    "startMs": 2885430,
    "text": "but these these very very very small um"
  },
  {
    "startMs": 2885440,
    "text": "but these these very very very small um embedding models, encoder models,"
  },
  {
    "startMs": 2887510,
    "text": "embedding models, encoder models,"
  },
  {
    "startMs": 2887520,
    "text": "embedding models, encoder models, classifier models, right? Like there's a"
  },
  {
    "startMs": 2889430,
    "text": "classifier models, right? Like there's a"
  },
  {
    "startMs": 2889440,
    "text": "classifier models, right? Like there's a whole resurgence of this and if you can"
  },
  {
    "startMs": 2892550,
    "text": "whole resurgence of this and if you can"
  },
  {
    "startMs": 2892560,
    "text": "whole resurgence of this and if you can uh structure them and architect them"
  },
  {
    "startMs": 2894230,
    "text": "uh structure them and architect them"
  },
  {
    "startMs": 2894240,
    "text": "uh structure them and architect them into a bigger space, you can do really"
  },
  {
    "startMs": 2896150,
    "text": "into a bigger space, you can do really"
  },
  {
    "startMs": 2896160,
    "text": "into a bigger space, you can do really really powerful things. Okay, so with"
  },
  {
    "startMs": 2899589,
    "text": "really powerful things. Okay, so with"
  },
  {
    "startMs": 2899599,
    "text": "really powerful things. Okay, so with this, this is kind of where I'm going."
  },
  {
    "startMs": 2901589,
    "text": "this, this is kind of where I'm going."
  },
  {
    "startMs": 2901599,
    "text": "this, this is kind of where I'm going. It's like how can we decouple our bodies"
  },
  {
    "startMs": 2904710,
    "text": "It's like how can we decouple our bodies"
  },
  {
    "startMs": 2904720,
    "text": "It's like how can we decouple our bodies from our devices?"
  },
  {
    "startMs": 2906710,
    "text": "from our devices?"
  },
  {
    "startMs": 2906720,
    "text": "from our devices? What would it mean to work on a computer"
  },
  {
    "startMs": 2908950,
    "text": "What would it mean to work on a computer"
  },
  {
    "startMs": 2908960,
    "text": "What would it mean to work on a computer without touching it? What would it mean"
  },
  {
    "startMs": 2911510,
    "text": "without touching it? What would it mean"
  },
  {
    "startMs": 2911520,
    "text": "without touching it? What would it mean to work on a computer without being able"
  },
  {
    "startMs": 2912950,
    "text": "to work on a computer without being able"
  },
  {
    "startMs": 2912960,
    "text": "to work on a computer without being able to see it? Right? And that's really what"
  },
  {
    "startMs": 2916150,
    "text": "to see it? Right? And that's really what"
  },
  {
    "startMs": 2916160,
    "text": "to see it? Right? And that's really what um I'm building up towards with this"
  },
  {
    "startMs": 2919190,
    "text": "um I'm building up towards with this"
  },
  {
    "startMs": 2919200,
    "text": "um I'm building up towards with this project that I have called OSO"
  },
  {
    "startMs": 2921349,
    "text": "project that I have called OSO"
  },
  {
    "startMs": 2921359,
    "text": "project that I have called OSO OSO.computer."
  },
  {
    "startMs": 2923109,
    "text": "OSO.computer."
  },
  {
    "startMs": 2923119,
    "text": "OSO.computer. It's short for operating system 1. It's"
  },
  {
    "startMs": 2925910,
    "text": "It's short for operating system 1. It's"
  },
  {
    "startMs": 2925920,
    "text": "It's short for operating system 1. It's not quite ready. Um, but that earshot"
  },
  {
    "startMs": 2928710,
    "text": "not quite ready. Um, but that earshot"
  },
  {
    "startMs": 2928720,
    "text": "not quite ready. Um, but that earshot demo that I showed you where we're very"
  },
  {
    "startMs": 2931030,
    "text": "demo that I showed you where we're very"
  },
  {
    "startMs": 2931040,
    "text": "demo that I showed you where we're very quickly from a single uh word uh even"
  },
  {
    "startMs": 2934630,
    "text": "quickly from a single uh word uh even"
  },
  {
    "startMs": 2934640,
    "text": "quickly from a single uh word uh even before uh even at a speed that would be"
  },
  {
    "startMs": 2937030,
    "text": "before uh even at a speed that would be"
  },
  {
    "startMs": 2937040,
    "text": "before uh even at a speed that would be faster than we can actually transcribe"
  },
  {
    "startMs": 2939030,
    "text": "faster than we can actually transcribe"
  },
  {
    "startMs": 2939040,
    "text": "faster than we can actually transcribe what we're saying, we're able to react"
  },
  {
    "startMs": 2941109,
    "text": "what we're saying, we're able to react"
  },
  {
    "startMs": 2941119,
    "text": "what we're saying, we're able to react and respond um to to our voice. So,"
  },
  {
    "startMs": 2945030,
    "text": "and respond um to to our voice. So,"
  },
  {
    "startMs": 2945040,
    "text": "and respond um to to our voice. So, we're starting starting with voice as"
  },
  {
    "startMs": 2947109,
    "text": "we're starting starting with voice as"
  },
  {
    "startMs": 2947119,
    "text": "we're starting starting with voice as the first input. Um, and yeah, just like"
  },
  {
    "startMs": 2950870,
    "text": "the first input. Um, and yeah, just like"
  },
  {
    "startMs": 2950880,
    "text": "the first input. Um, and yeah, just like a little bit about OSO as like a teaser"
  },
  {
    "startMs": 2952950,
    "text": "a little bit about OSO as like a teaser"
  },
  {
    "startMs": 2952960,
    "text": "a little bit about OSO as like a teaser and I hope you'll join the wait list and"
  },
  {
    "startMs": 2954710,
    "text": "and I hope you'll join the wait list and"
  },
  {
    "startMs": 2954720,
    "text": "and I hope you'll join the wait list and try it out when it's ready is like it is"
  },
  {
    "startMs": 2958069,
    "text": "try it out when it's ready is like it is"
  },
  {
    "startMs": 2958079,
    "text": "try it out when it's ready is like it is a computer use agent but it's built on"
  },
  {
    "startMs": 2960390,
    "text": "a computer use agent but it's built on"
  },
  {
    "startMs": 2960400,
    "text": "a computer use agent but it's built on recursive decision models. So yes, there"
  },
  {
    "startMs": 2962950,
    "text": "recursive decision models. So yes, there"
  },
  {
    "startMs": 2962960,
    "text": "recursive decision models. So yes, there are uh regular agents and RLM agents um"
  },
  {
    "startMs": 2967349,
    "text": "are uh regular agents and RLM agents um"
  },
  {
    "startMs": 2967359,
    "text": "are uh regular agents and RLM agents um and you can actually um uh you can um"
  },
  {
    "startMs": 2971990,
    "text": "and you can actually um uh you can um"
  },
  {
    "startMs": 2972000,
    "text": "and you can actually um uh you can um sort of farm out jobs or um uh give them"
  },
  {
    "startMs": 2975349,
    "text": "sort of farm out jobs or um uh give them"
  },
  {
    "startMs": 2975359,
    "text": "sort of farm out jobs or um uh give them to like your normal coding agents like"
  },
  {
    "startMs": 2977030,
    "text": "to like your normal coding agents like"
  },
  {
    "startMs": 2977040,
    "text": "to like your normal coding agents like cloud code and codeex. Um but it's it's"
  },
  {
    "startMs": 2979750,
    "text": "cloud code and codeex. Um but it's it's"
  },
  {
    "startMs": 2979760,
    "text": "cloud code and codeex. Um but it's it's decision first, right? And so you can"
  },
  {
    "startMs": 2981990,
    "text": "decision first, right? And so you can"
  },
  {
    "startMs": 2982000,
    "text": "decision first, right? And so you can also do things that are super fast uh"
  },
  {
    "startMs": 2984390,
    "text": "also do things that are super fast uh"
  },
  {
    "startMs": 2984400,
    "text": "also do things that are super fast uh without touching the keyboard, without"
  },
  {
    "startMs": 2986150,
    "text": "without touching the keyboard, without"
  },
  {
    "startMs": 2986160,
    "text": "without touching the keyboard, without touching the mouse. Um it's recursively"
  },
  {
    "startMs": 2988630,
    "text": "touching the mouse. Um it's recursively"
  },
  {
    "startMs": 2988640,
    "text": "touching the mouse. Um it's recursively improving. It's constantly trying to"
  },
  {
    "startMs": 2990950,
    "text": "improving. It's constantly trying to"
  },
  {
    "startMs": 2990960,
    "text": "improving. It's constantly trying to learn um what the preferences are um of"
  },
  {
    "startMs": 2994630,
    "text": "learn um what the preferences are um of"
  },
  {
    "startMs": 2994640,
    "text": "learn um what the preferences are um of the user and it's also trying to"
  },
  {
    "startMs": 2998630,
    "text": "the user and it's also trying to"
  },
  {
    "startMs": 2998640,
    "text": "the user and it's also trying to essentially always like that um earshot"
  },
  {
    "startMs": 3001829,
    "text": "essentially always like that um earshot"
  },
  {
    "startMs": 3001839,
    "text": "essentially always like that um earshot demo the the Philip Glass demo. It's"
  },
  {
    "startMs": 3003910,
    "text": "demo the the Philip Glass demo. It's"
  },
  {
    "startMs": 3003920,
    "text": "demo the the Philip Glass demo. It's also trying to like farm out the"
  },
  {
    "startMs": 3005829,
    "text": "also trying to like farm out the"
  },
  {
    "startMs": 3005839,
    "text": "also trying to like farm out the decision to the the fastest smallest um"
  },
  {
    "startMs": 3009750,
    "text": "decision to the the fastest smallest um"
  },
  {
    "startMs": 3009760,
    "text": "decision to the the fastest smallest um available model once it can build trust"
  },
  {
    "startMs": 3011990,
    "text": "available model once it can build trust"
  },
  {
    "startMs": 3012000,
    "text": "available model once it can build trust in that. So that's this idea of the"
  },
  {
    "startMs": 3014069,
    "text": "in that. So that's this idea of the"
  },
  {
    "startMs": 3014079,
    "text": "in that. So that's this idea of the arbiter, right? It's like figuring out,"
  },
  {
    "startMs": 3015589,
    "text": "arbiter, right? It's like figuring out,"
  },
  {
    "startMs": 3015599,
    "text": "arbiter, right? It's like figuring out, okay, where have we seen this thing do"
  },
  {
    "startMs": 3017910,
    "text": "okay, where have we seen this thing do"
  },
  {
    "startMs": 3017920,
    "text": "okay, where have we seen this thing do well before and then now how much can I"
  },
  {
    "startMs": 3020069,
    "text": "well before and then now how much can I"
  },
  {
    "startMs": 3020079,
    "text": "well before and then now how much can I trust it over time? So, it's a it's an"
  },
  {
    "startMs": 3021829,
    "text": "trust it over time? So, it's a it's an"
  },
  {
    "startMs": 3021839,
    "text": "trust it over time? So, it's a it's an evolving system. It is a tool to control"
  },
  {
    "startMs": 3024950,
    "text": "evolving system. It is a tool to control"
  },
  {
    "startMs": 3024960,
    "text": "evolving system. It is a tool to control your computer without touching it."
  },
  {
    "startMs": 3026150,
    "text": "your computer without touching it."
  },
  {
    "startMs": 3026160,
    "text": "your computer without touching it. Again, we're starting with voice. It's"
  },
  {
    "startMs": 3028950,
    "text": "Again, we're starting with voice. It's"
  },
  {
    "startMs": 3028960,
    "text": "Again, we're starting with voice. It's an experiment in what I consider radical"
  },
  {
    "startMs": 3031750,
    "text": "an experiment in what I consider radical"
  },
  {
    "startMs": 3031760,
    "text": "an experiment in what I consider radical human computer interfacing. Let's like"
  },
  {
    "startMs": 3033750,
    "text": "human computer interfacing. Let's like"
  },
  {
    "startMs": 3033760,
    "text": "human computer interfacing. Let's like rethink everything. I think there's this"
  },
  {
    "startMs": 3036069,
    "text": "rethink everything. I think there's this"
  },
  {
    "startMs": 3036079,
    "text": "rethink everything. I think there's this really interesting thing about everyone"
  },
  {
    "startMs": 3038069,
    "text": "really interesting thing about everyone"
  },
  {
    "startMs": 3038079,
    "text": "really interesting thing about everyone going into the terminal um with cloud"
  },
  {
    "startMs": 3040549,
    "text": "going into the terminal um with cloud"
  },
  {
    "startMs": 3040559,
    "text": "going into the terminal um with cloud code and I don't think it's actually"
  },
  {
    "startMs": 3042230,
    "text": "code and I don't think it's actually"
  },
  {
    "startMs": 3042240,
    "text": "code and I don't think it's actually anything"
  },
  {
    "startMs": 3043829,
    "text": "anything"
  },
  {
    "startMs": 3043839,
    "text": "anything um special about the terminal that's why"
  },
  {
    "startMs": 3046870,
    "text": "um special about the terminal that's why"
  },
  {
    "startMs": 3046880,
    "text": "um special about the terminal that's why um that happened. The terminal is"
  },
  {
    "startMs": 3048309,
    "text": "um that happened. The terminal is"
  },
  {
    "startMs": 3048319,
    "text": "um that happened. The terminal is clearly not like the best interface for"
  },
  {
    "startMs": 3050309,
    "text": "clearly not like the best interface for"
  },
  {
    "startMs": 3050319,
    "text": "clearly not like the best interface for it. I think a big part of what happened"
  },
  {
    "startMs": 3052630,
    "text": "it. I think a big part of what happened"
  },
  {
    "startMs": 3052640,
    "text": "it. I think a big part of what happened over the last couple years of us all"
  },
  {
    "startMs": 3054309,
    "text": "over the last couple years of us all"
  },
  {
    "startMs": 3054319,
    "text": "over the last couple years of us all going into the terminal was really about"
  },
  {
    "startMs": 3057109,
    "text": "going into the terminal was really about"
  },
  {
    "startMs": 3057119,
    "text": "going into the terminal was really about uh just realizing the limitations of"
  },
  {
    "startMs": 3059190,
    "text": "uh just realizing the limitations of"
  },
  {
    "startMs": 3059200,
    "text": "uh just realizing the limitations of these default interfaces that we've been"
  },
  {
    "startMs": 3061349,
    "text": "these default interfaces that we've been"
  },
  {
    "startMs": 3061359,
    "text": "these default interfaces that we've been given, these default application"
  },
  {
    "startMs": 3063510,
    "text": "given, these default application"
  },
  {
    "startMs": 3063520,
    "text": "given, these default application interfaces, these default visual um"
  },
  {
    "startMs": 3066150,
    "text": "interfaces, these default visual um"
  },
  {
    "startMs": 3066160,
    "text": "interfaces, these default visual um interfaces, touchscreen interfaces,"
  },
  {
    "startMs": 3068150,
    "text": "interfaces, touchscreen interfaces,"
  },
  {
    "startMs": 3068160,
    "text": "interfaces, touchscreen interfaces, mice, keyboards, all this stuff. Um, and"
  },
  {
    "startMs": 3071349,
    "text": "mice, keyboards, all this stuff. Um, and"
  },
  {
    "startMs": 3071359,
    "text": "mice, keyboards, all this stuff. Um, and then yeah, lastly, it's just like um I'm"
  },
  {
    "startMs": 3073829,
    "text": "then yeah, lastly, it's just like um I'm"
  },
  {
    "startMs": 3073839,
    "text": "then yeah, lastly, it's just like um I'm having so much fun uh coming back to uh"
  },
  {
    "startMs": 3077270,
    "text": "having so much fun uh coming back to uh"
  },
  {
    "startMs": 3077280,
    "text": "having so much fun uh coming back to uh what I consider my roots in in real time"
  },
  {
    "startMs": 3079829,
    "text": "what I consider my roots in in real time"
  },
  {
    "startMs": 3079839,
    "text": "what I consider my roots in in real time machine learning and and it's really fun"
  },
  {
    "startMs": 3081750,
    "text": "machine learning and and it's really fun"
  },
  {
    "startMs": 3081760,
    "text": "machine learning and and it's really fun to be building this this computer use"
  },
  {
    "startMs": 3083829,
    "text": "to be building this this computer use"
  },
  {
    "startMs": 3083839,
    "text": "to be building this this computer use agent also. So anyways, I hope you will"
  },
  {
    "startMs": 3087109,
    "text": "agent also. So anyways, I hope you will"
  },
  {
    "startMs": 3087119,
    "text": "agent also. So anyways, I hope you will check it out. I'm really grateful for"
  },
  {
    "startMs": 3089910,
    "text": "check it out. I'm really grateful for"
  },
  {
    "startMs": 3089920,
    "text": "check it out. I'm really grateful for your attention. This is a long talk. I'm"
  },
  {
    "startMs": 3092230,
    "text": "your attention. This is a long talk. I'm"
  },
  {
    "startMs": 3092240,
    "text": "your attention. This is a long talk. I'm using the opportunity to do the uh"
  },
  {
    "startMs": 3093829,
    "text": "using the opportunity to do the uh"
  },
  {
    "startMs": 3093839,
    "text": "using the opportunity to do the uh virtual talk to to really go deep. Um,"
  },
  {
    "startMs": 3096950,
    "text": "virtual talk to to really go deep. Um,"
  },
  {
    "startMs": 3096960,
    "text": "virtual talk to to really go deep. Um, and yeah, I hope you'll check out the"
  },
  {
    "startMs": 3099030,
    "text": "and yeah, I hope you'll check out the"
  },
  {
    "startMs": 3099040,
    "text": "and yeah, I hope you'll check out the recursive decision model repositories,"
  },
  {
    "startMs": 3101670,
    "text": "recursive decision model repositories,"
  },
  {
    "startMs": 3101680,
    "text": "recursive decision model repositories, and I hope you'll sign up uh for this"
  },
  {
    "startMs": 3103589,
    "text": "and I hope you'll sign up uh for this"
  },
  {
    "startMs": 3103599,
    "text": "and I hope you'll sign up uh for this weight list when OSO is ready at"
  },
  {
    "startMs": 3105190,
    "text": "weight list when OSO is ready at"
  },
  {
    "startMs": 3105200,
    "text": "weight list when OSO is ready at oso.computer."
  },
  {
    "startMs": 3106790,
    "text": "oso.computer."
  },
  {
    "startMs": 3106800,
    "text": "oso.computer. Thank you so much."
  }
]