[
  {
    "startMs": 1309,
    "text": "[music]"
  },
  {
    "startMs": 13040,
    "text": "Hello everyone. My name is Sandy and"
  },
  {
    "startMs": 16880,
    "text": "meet my co-host today, Scout. This is my"
  },
  {
    "startMs": 21600,
    "text": "friendly rover. And one would think that"
  },
  {
    "startMs": 25840,
    "text": "rovers can't really think for"
  },
  {
    "startMs": 28240,
    "text": "themselves, right? We have to tell them"
  },
  {
    "startMs": 29760,
    "text": "what to do or we have to very"
  },
  {
    "startMs": 31920,
    "text": "specifically program them on how to"
  },
  {
    "startMs": 34079,
    "text": "think. But this little guy here actually"
  },
  {
    "startMs": 37840,
    "text": "has a brain and he can think for"
  },
  {
    "startMs": 40239,
    "text": "himself. Let me show you my screen. Oh"
  },
  {
    "startMs": 43280,
    "text": "no, it's going to the wrong screen. I'm"
  },
  {
    "startMs": 44879,
    "text": "going to see how I can stop this and I'm"
  },
  {
    "startMs": 48160,
    "text": "going to see how I can move to my"
  },
  {
    "startMs": 49520,
    "text": "screen. Um,"
  },
  {
    "startMs": 52239,
    "text": "give me just a second. I'm going to end"
  },
  {
    "startMs": 54160,
    "text": "show and then we get to this. So this is"
  },
  {
    "startMs": 57920,
    "text": "what Scout here is looking at. And Scout"
  },
  {
    "startMs": 61760,
    "text": "here has a small little brain. And Scout"
  },
  {
    "startMs": 65760,
    "text": "can understand what I'm saying in"
  },
  {
    "startMs": 67920,
    "text": "natural language. For example, if you"
  },
  {
    "startMs": 70799,
    "text": "can see my screen here, if I say, \"Hey"
  },
  {
    "startMs": 73280,
    "text": "Scout,\" I'm going to type to him. Say,"
  },
  {
    "startMs": 75360,
    "text": "\"Hey Scout,"
  },
  {
    "startMs": 77920,
    "text": "turn on your headlights"
  },
  {
    "startMs": 81840,
    "text": "and say hi to everyone."
  },
  {
    "startMs": 87920,
    "text": "he is actually going to be able to"
  },
  {
    "startMs": 89840,
    "text": "understand and do those actions. But how"
  },
  {
    "startMs": 92880,
    "text": "is he able to do these things, right?"
  },
  {
    "startMs": 94799,
    "text": "It's going to take him a couple of"
  },
  {
    "startMs": 96000,
    "text": "seconds to think about it because how"
  },
  {
    "startMs": 98560,
    "text": "this has been set up is he is working on"
  },
  {
    "startMs": 102079,
    "text": "with a Raspberry Pi installed and that"
  },
  {
    "startMs": 104960,
    "text": "Raspberry Pi is actually in a small"
  },
  {
    "startMs": 107520,
    "text": "little location in New York City and"
  },
  {
    "startMs": 110880,
    "text": "he's got a SIM card here which is then"
  },
  {
    "startMs": 112799,
    "text": "connecting to that to that Raspberry Pi"
  },
  {
    "startMs": 115680,
    "text": "and then he's getting signals. So, this"
  },
  {
    "startMs": 117200,
    "text": "is via 4G connection. And so, he's like,"
  },
  {
    "startMs": 119520,
    "text": "\"Oh, hey, on it.\" And if you can see,"
  },
  {
    "startMs": 121360,
    "text": "you know what? I'm going to tell him,"
  },
  {
    "startMs": 122560,
    "text": "\"Spin around.\" And oh, no, he's actually"
  },
  {
    "startMs": 125840,
    "text": "speaking to me. He's like, \"I see the"
  },
  {
    "startMs": 127680,
    "text": "stage and it's looking great. Big"
  },
  {
    "startMs": 129440,
    "text": "presentation screen to the left, bright"
  },
  {
    "startMs": 131520,
    "text": "stage lights, and rows of seats for the"
  },
  {
    "startMs": 133760,
    "text": "audience."
  },
  {
    "startMs": 135440,
    "text": "How How many people do you see?"
  },
  {
    "startMs": 141440,
    "text": "I've never trained him to answer this"
  },
  {
    "startMs": 143200,
    "text": "question, but he's Let's see if he's get"
  },
  {
    "startMs": 146080,
    "text": "getting it."
  },
  {
    "startMs": 148560,
    "text": "He's thinking for like a second or two."
  },
  {
    "startMs": 152959,
    "text": "Let me take a good look from the front"
  },
  {
    "startMs": 155200,
    "text": "camera. I see two people. One near the"
  },
  {
    "startMs": 157440,
    "text": "speaker monitor set up at the back of"
  },
  {
    "startMs": 159360,
    "text": "the stage and another person further"
  },
  {
    "startMs": 161920,
    "text": "right. Nah. spin 360"
  },
  {
    "startMs": 171120,
    "text": "and he's also saying is this session"
  },
  {
    "startMs": 172720,
    "text": "about to start right so he's going to"
  },
  {
    "startMs": 175519,
    "text": "spin 360 any second now and then he's"
  },
  {
    "startMs": 178319,
    "text": "probably going to be like oh wow I did"
  },
  {
    "startMs": 181440,
    "text": "so this little robot here is a next"
  },
  {
    "startMs": 185920,
    "text": "generation of robot where ah there we go"
  },
  {
    "startMs": 190000,
    "text": "he is spinning 360 now and he's probably"
  },
  {
    "startMs": 193040,
    "text": "going to tell me what he's seeing"
  },
  {
    "startMs": 198080,
    "text": "and he's saying let's spin. Right? So"
  },
  {
    "startMs": 200400,
    "text": "this new generation of robots is to it's"
  },
  {
    "startMs": 204959,
    "text": "different from our traditional robot"
  },
  {
    "startMs": 206720,
    "text": "training because I have given this guy a"
  },
  {
    "startMs": 209920,
    "text": "little brain. And what do I mean by I've"
  },
  {
    "startMs": 212480,
    "text": "given him a brain? I've given this robot"
  },
  {
    "startMs": 215840,
    "text": "an agentic layer and I've given it it's"
  },
  {
    "startMs": 218799,
    "text": "called strands agents which is an"
  },
  {
    "startMs": 220959,
    "text": "open-source framework which was built by"
  },
  {
    "startMs": 223840,
    "text": "AWS and I'm going to quickly go back to"
  },
  {
    "startMs": 226319,
    "text": "my slide deck"
  },
  {
    "startMs": 229120,
    "text": "we can see it right and so here what"
  },
  {
    "startMs": 231920,
    "text": "happens is we have these existing tools"
  },
  {
    "startMs": 235519,
    "text": "that the robot can do he can take"
  },
  {
    "startMs": 238159,
    "text": "certain actions by himself but only"
  },
  {
    "startMs": 240879,
    "text": "those actions by himself so what we can"
  },
  {
    "startMs": 243840,
    "text": "do is we can add a layer of LLM or even"
  },
  {
    "startMs": 246959,
    "text": "better add a layer of agent to it so"
  },
  {
    "startMs": 249280,
    "text": "that the agent orchestrates which tool"
  },
  {
    "startMs": 252560,
    "text": "to call and how to really get the robot"
  },
  {
    "startMs": 255519,
    "text": "to start doing the things we want. So in"
  },
  {
    "startMs": 258079,
    "text": "traditional software with traditional AI"
  },
  {
    "startMs": 261359,
    "text": "machine uh like AI engineering we can"
  },
  {
    "startMs": 263919,
    "text": "give agents software tools. Similarly,"
  },
  {
    "startMs": 266880,
    "text": "we can give the same AI agent a hardware"
  },
  {
    "startMs": 271199,
    "text": "tool called a robot which has access to"
  },
  {
    "startMs": 274080,
    "text": "preset functions or programmable"
  },
  {
    "startMs": 276960,
    "text": "policies and then the agent can decide"
  },
  {
    "startMs": 280000,
    "text": "which policy to implement when. So all"
  },
  {
    "startMs": 282960,
    "text": "it takes is one robot agent for us to be"
  },
  {
    "startMs": 286400,
    "text": "able to do new innumerous tasks and have"
  },
  {
    "startMs": 289520,
    "text": "it understand what we're teaching it in"
  },
  {
    "startMs": 292160,
    "text": "natural language. So how do we get"
  },
  {
    "startMs": 296000,
    "text": "started with it? All it takes is five"
  },
  {
    "startMs": 298400,
    "text": "lines of code. This is through uh the"
  },
  {
    "startMs": 302160,
    "text": "agent harness called strands. And all we"
  },
  {
    "startMs": 304960,
    "text": "have to do is import the strands agent"
  },
  {
    "startMs": 308560,
    "text": "and call the robot tool. And we say ro"
  },
  {
    "startMs": 311919,
    "text": "tools equals the robot and then we say"
  },
  {
    "startMs": 314000,
    "text": "pick up the red cube and should be able"
  },
  {
    "startMs": 315759,
    "text": "to pick up a red cube assuming that the"
  },
  {
    "startMs": 318160,
    "text": "robot has that capability. Yeah. Now"
  },
  {
    "startMs": 320320,
    "text": "he's seen someone and he's like oh let"
  },
  {
    "startMs": 322080,
    "text": "me go towards that person. So he gets"
  },
  {
    "startMs": 323840,
    "text": "pretty excited. This guy is pretty"
  },
  {
    "startMs": 326080,
    "text": "special because he doesn't have just one"
  },
  {
    "startMs": 328639,
    "text": "agent. He's got three different agents."
  },
  {
    "startMs": 330880,
    "text": "All three of them are strands and all"
  },
  {
    "startMs": 332880,
    "text": "three of them are working"
  },
  {
    "startMs": 334080,
    "text": "simultaneously. One of them is the"
  },
  {
    "startMs": 336240,
    "text": "thinker agent and that's the part of him"
  },
  {
    "startMs": 338800,
    "text": "that's constantly thinking and assessing"
  },
  {
    "startMs": 340800,
    "text": "the environment and like what do I do"
  },
  {
    "startMs": 342479,
    "text": "next? And that guy's that part of his"
  },
  {
    "startMs": 344479,
    "text": "brain is constantly thinking. Then"
  },
  {
    "startMs": 346400,
    "text": "there's the other communication part of"
  },
  {
    "startMs": 348560,
    "text": "it where and I'm going to show you that"
  },
  {
    "startMs": 350560,
    "text": "in a bit, right? and I've connected him"
  },
  {
    "startMs": 353120,
    "text": "to my telegram app as well as to my web"
  },
  {
    "startMs": 356320,
    "text": "app. And so he is able to have a"
  },
  {
    "startMs": 358639,
    "text": "conversation with me in natural language"
  },
  {
    "startMs": 360639,
    "text": "and then take actions based on what I am"
  },
  {
    "startMs": 362880,
    "text": "telling him to do. Apart from him just"
  },
  {
    "startMs": 365039,
    "text": "perceiving and thinking and figuring out"
  },
  {
    "startMs": 367039,
    "text": "what he wants to do. And the third"
  },
  {
    "startMs": 369280,
    "text": "agent, the third type of agent that he's"
  },
  {
    "startMs": 371360,
    "text": "got access to is a voice agent. I did"
  },
  {
    "startMs": 373840,
    "text": "have to disable it because every time I"
  },
  {
    "startMs": 375759,
    "text": "speak, he's going to think I'm speaking"
  },
  {
    "startMs": 377199,
    "text": "to him and so he's going to keep"
  },
  {
    "startMs": 378960,
    "text": "chatting away with me and it's just not"
  },
  {
    "startMs": 381039,
    "text": "going to be fun because we're going to"
  },
  {
    "startMs": 382240,
    "text": "have our co-host interrupting me all the"
  },
  {
    "startMs": 384400,
    "text": "time. So, I've disabled that feature for"
  },
  {
    "startMs": 387039,
    "text": "the time being. But essentially all"
  },
  {
    "startMs": 390080,
    "text": "three of these agents work in tandem"
  },
  {
    "startMs": 393440,
    "text": "with this one robot and thereby this"
  },
  {
    "startMs": 396400,
    "text": "gives him the ability to do way more"
  },
  {
    "startMs": 398639,
    "text": "than what just what he's been trained to"
  },
  {
    "startMs": 401360,
    "text": "do more than just the policies that he's"
  },
  {
    "startMs": 404319,
    "text": "learned. Now"
  },
  {
    "startMs": 407199,
    "text": "what is a quick overview on this trans"
  },
  {
    "startMs": 410000,
    "text": "package itself? This turns package has"
  },
  {
    "startMs": 413360,
    "text": "more than supports more than 40"
  },
  {
    "startMs": 415919,
    "text": "different robots under eight categories."
  },
  {
    "startMs": 418800,
    "text": "And all of these are just simple robot"
  },
  {
    "startMs": 421360,
    "text": "tool calls. And how is this all set up?"
  },
  {
    "startMs": 424560,
    "text": "Four different layers. The first one is"
  },
  {
    "startMs": 427120,
    "text": "the agent layer, the topmost one. And"
  },
  {
    "startMs": 429759,
    "text": "there are two parts to this. One is how"
  },
  {
    "startMs": 431520,
    "text": "the actions go in and the second is how"
  },
  {
    "startMs": 434479,
    "text": "it observes and the observations go up."
  },
  {
    "startMs": 437360,
    "text": "So if you notice it's very birectional."
  },
  {
    "startMs": 440080,
    "text": "So first when we give it an instruction"
  },
  {
    "startMs": 442479,
    "text": "we would be talking to this trans agent"
  },
  {
    "startMs": 445280,
    "text": "which is the agentic layer that would"
  },
  {
    "startMs": 447759,
    "text": "then decide which policy to call and the"
  },
  {
    "startMs": 451360,
    "text": "policy provider again stands agent"
  },
  {
    "startMs": 453840,
    "text": "supports a bunch of different policy"
  },
  {
    "startMs": 455360,
    "text": "providers and we can then train our"
  },
  {
    "startMs": 458479,
    "text": "policy based on our traditional robot"
  },
  {
    "startMs": 460880,
    "text": "training. So in our policies we would"
  },
  {
    "startMs": 462960,
    "text": "collect data and then we would train on"
  },
  {
    "startMs": 464800,
    "text": "it and we would sim create more"
  },
  {
    "startMs": 466400,
    "text": "simulation data and that policy then"
  },
  {
    "startMs": 469440,
    "text": "becomes a VLA model which then the robot"
  },
  {
    "startMs": 473039,
    "text": "would have access to strand agents would"
  },
  {
    "startMs": 475680,
    "text": "have access to and then it would invoke"
  },
  {
    "startMs": 478160,
    "text": "that specific policy based on the"
  },
  {
    "startMs": 480000,
    "text": "question that we're asking it or the"
  },
  {
    "startMs": 481919,
    "text": "command that we're giving it and that"
  },
  {
    "startMs": 484160,
    "text": "policy needs to sit somewhere right so"
  },
  {
    "startMs": 486240,
    "text": "that sits in the back end which could be"
  },
  {
    "startMs": 488960,
    "text": "your simulation environment or it could"
  },
  {
    "startMs": 491120,
    "text": "be a real hardware chip, your hardware"
  },
  {
    "startMs": 493520,
    "text": "environment. That is the back end on"
  },
  {
    "startMs": 495680,
    "text": "which that is the interface on which the"
  },
  {
    "startMs": 498080,
    "text": "policy is running. And finally, the"
  },
  {
    "startMs": 501039,
    "text": "output actually takes place in the"
  },
  {
    "startMs": 503360,
    "text": "physical hardware which is the robot."
  },
  {
    "startMs": 505680,
    "text": "And so the robot ah see so now it's"
  },
  {
    "startMs": 508000,
    "text": "responding this even if he falls down"
  },
  {
    "startMs": 510800,
    "text": "he's supposed to be fine. He technically"
  },
  {
    "startMs": 512719,
    "text": "shouldn't um he technically shouldn't uh"
  },
  {
    "startMs": 516080,
    "text": "get hurt. He should be able to pick back"
  },
  {
    "startMs": 518399,
    "text": "up from where he um stops. Ah, okay. So,"
  },
  {
    "startMs": 522880,
    "text": "I'm telling him to go back a bit. Back"
  },
  {
    "startMs": 525120,
    "text": "off. Let's see if he actually backs off."
  },
  {
    "startMs": 528560,
    "text": "Um, so that is the four layers of how to"
  },
  {
    "startMs": 533360,
    "text": "get started with building this, right?"
  },
  {
    "startMs": 535920,
    "text": "And what's happening under the hood,"
  },
  {
    "startMs": 537760,
    "text": "like a more picturesic view of what's"
  },
  {
    "startMs": 540399,
    "text": "the architecture of what's going on"
  },
  {
    "startMs": 541920,
    "text": "under the hood. We want everything is"
  },
  {
    "startMs": 544720,
    "text": "basically strands agents on the edge as"
  },
  {
    "startMs": 547920,
    "text": "well as on the cloud. We want to be able"
  },
  {
    "startMs": 550399,
    "text": "to train the VLA and the policies on"
  },
  {
    "startMs": 553440,
    "text": "with using agent core. Um and we want"
  },
  {
    "startMs": 556240,
    "text": "that to happen on the cloud but we also"
  },
  {
    "startMs": 558880,
    "text": "want to be able to call it directly on"
  },
  {
    "startMs": 561680,
    "text": "edge so that our robot can uh execute"
  },
  {
    "startMs": 566080,
    "text": "functions and policies faster. So this"
  },
  {
    "startMs": 568880,
    "text": "is sort of like a hybrid model where a"
  },
  {
    "startMs": 570880,
    "text": "part of it happens on the cloud and"
  },
  {
    "startMs": 573279,
    "text": "another part of it happens on the edge"
  },
  {
    "startMs": 575360,
    "text": "and strands can decide when to call"
  },
  {
    "startMs": 578320,
    "text": "which part of it. And so this helps with"
  },
  {
    "startMs": 581040,
    "text": "massive amounts of training as well when"
  },
  {
    "startMs": 583200,
    "text": "it's constantly collecting information"
  },
  {
    "startMs": 585680,
    "text": "and it's train able to train on that"
  },
  {
    "startMs": 587600,
    "text": "information and learn from itself but"
  },
  {
    "startMs": 589680,
    "text": "also just execute at runtime really"
  },
  {
    "startMs": 592240,
    "text": "really quickly. Now, like I said, the"
  },
  {
    "startMs": 595360,
    "text": "agent decides what to do and the policy"
  },
  {
    "startMs": 599120,
    "text": "decides how it should be done. But he's"
  },
  {
    "startMs": 601760,
    "text": "pretty smart. He should be able to pick"
  },
  {
    "startMs": 603279,
    "text": "himself back up if he's not fully fallen"
  },
  {
    "startMs": 605440,
    "text": "down. And he should be able to continue"
  },
  {
    "startMs": 607760,
    "text": "moving along."
  },
  {
    "startMs": 610560,
    "text": "So, I think he's okay. Now, where does"
  },
  {
    "startMs": 613680,
    "text": "this leave us? And why is this so"
  },
  {
    "startMs": 616399,
    "text": "special? We started off with very"
  },
  {
    "startMs": 620640,
    "text": "traditional robots. Robots have existed"
  },
  {
    "startMs": 623600,
    "text": "since forever, right? And they've always"
  },
  {
    "startMs": 626000,
    "text": "just been programmed, pre-programmed to"
  },
  {
    "startMs": 628240,
    "text": "do to autom be automated and do a"
  },
  {
    "startMs": 631360,
    "text": "certain set of tasks autonomously."
  },
  {
    "startMs": 634320,
    "text": "But there is a future in this world"
  },
  {
    "startMs": 638160,
    "text": "where this these robot policies, these"
  },
  {
    "startMs": 641519,
    "text": "VLA models could be so advanced that we"
  },
  {
    "startMs": 645680,
    "text": "wouldn't even need to do this. They"
  },
  {
    "startMs": 647600,
    "text": "could be as large as our large language"
  },
  {
    "startMs": 650399,
    "text": "models. So that ah wait hang on he's"
  },
  {
    "startMs": 653200,
    "text": "falling back again."
  },
  {
    "startMs": 655760,
    "text": "I'm gonna see if I can get him to move"
  },
  {
    "startMs": 657440,
    "text": "back up."
  },
  {
    "startMs": 659920,
    "text": "Good boy. Stop."
  },
  {
    "startMs": 662320,
    "text": "Then he's fallen off again. Um we get to"
  },
  {
    "startMs": 665279,
    "text": "a point where these large language the"
  },
  {
    "startMs": 668640,
    "text": "the VA models could be as large and as"
  },
  {
    "startMs": 671440,
    "text": "amazing as our larger language models"
  },
  {
    "startMs": 673920,
    "text": "and they know they have all the"
  },
  {
    "startMs": 675120,
    "text": "information in the world and we wouldn't"
  },
  {
    "startMs": 677040,
    "text": "even have to do this. we might just have"
  },
  {
    "startMs": 679360,
    "text": "to feed in one simple model and then we"
  },
  {
    "startMs": 681839,
    "text": "could give it to him and then he would"
  },
  {
    "startMs": 683279,
    "text": "know exactly what to do. But until that"
  },
  {
    "startMs": 685680,
    "text": "point where we don't have to fine-tune"
  },
  {
    "startMs": 687920,
    "text": "on top of existing VAS and existing"
  },
  {
    "startMs": 690320,
    "text": "policies, we can do this. And this is a"
  },
  {
    "startMs": 693920,
    "text": "stepping stone towards a future where we"
  },
  {
    "startMs": 698399,
    "text": "don't need to train robots anymore. So"
  },
  {
    "startMs": 700959,
    "text": "now if we wanted to do more things than"
  },
  {
    "startMs": 703040,
    "text": "just the tasks it's trained on, give it"
  },
  {
    "startMs": 705680,
    "text": "an agent and see what it can do. And so"
  },
  {
    "startMs": 708399,
    "text": "let me quickly go back to my demo and"
  },
  {
    "startMs": 711040,
    "text": "I'm going to show you how it's actually"
  },
  {
    "startMs": 713440,
    "text": "working."
  },
  {
    "startMs": 719120,
    "text": "Okay. So this is my so this is strand"
  },
  {
    "startMs": 723440,
    "text": "here. This is scout here. And I've been"
  },
  {
    "startMs": 725680,
    "text": "telling him to do a bunch of things. So"
  },
  {
    "startMs": 727760,
    "text": "I can say, \"Hey, do something"
  },
  {
    "startMs": 731040,
    "text": "complex.\""
  },
  {
    "startMs": 735040,
    "text": "That's not complex. He's going to be"
  },
  {
    "startMs": 736959,
    "text": "thinking now. Ah, he's going to fall"
  },
  {
    "startMs": 738240,
    "text": "off."
  },
  {
    "startMs": 741600,
    "text": "So he's saying, \"Let's spin. Full 360."
  },
  {
    "startMs": 744160,
    "text": "Done. Still safely on the stage. I can"
  },
  {
    "startMs": 746880,
    "text": "see the bright stage lights and the"
  },
  {
    "startMs": 748560,
    "text": "audience seating area.\" All good. What's"
  },
  {
    "startMs": 751279,
    "text": "there? A challenge."
  },
  {
    "startMs": 754399,
    "text": ">> So he's speaking. I called this my"
  },
  {
    "startMs": 756320,
    "text": "signature performance,"
  },
  {
    "startMs": 760639,
    "text": ">> but he's not doing anything. What are"
  },
  {
    "startMs": 762399,
    "text": "you doing?"
  },
  {
    "startMs": 765920,
    "text": "He clearly seems to be speaking, but"
  },
  {
    "startMs": 767839,
    "text": "what are you doing? Please do something."
  },
  {
    "startMs": 770639,
    "text": "He just turned off his headlines. Cool."
  },
  {
    "startMs": 773519,
    "text": "Okay, now he's calling. So, do you see"
  },
  {
    "startMs": 775279,
    "text": "it saying calling rover speak, which was"
  },
  {
    "startMs": 777760,
    "text": "the function that it called because I"
  },
  {
    "startMs": 779760,
    "text": "said do something complex. So now it"
  },
  {
    "startMs": 781920,
    "text": "spoke, but now I think it should have"
  },
  {
    "startMs": 783600,
    "text": "been attempting to do something and it"
  },
  {
    "startMs": 785360,
    "text": "fell off because it tried doing"
  },
  {
    "startMs": 786720,
    "text": "something."
  },
  {
    "startMs": 788399,
    "text": "I've actually seen it do like a funky"
  },
  {
    "startMs": 790480,
    "text": "dance, like this funky dance move. But"
  },
  {
    "startMs": 794399,
    "text": "he's got a mind of his own right now."
  },
  {
    "startMs": 796959,
    "text": "What's going on under the hood here?"
  },
  {
    "startMs": 799440,
    "text": "Couple of things. The first thing is"
  },
  {
    "startMs": 801360,
    "text": "here, I can use this. What is the point"
  },
  {
    "startMs": 803360,
    "text": "of creating him? I can use him to create"
  },
  {
    "startMs": 805920,
    "text": "my data sets because I'm able to also"
  },
  {
    "startMs": 809120,
    "text": "manually move him. I will get him to"
  },
  {
    "startMs": 811440,
    "text": "navigate in the direction that I want"
  },
  {
    "startMs": 813200,
    "text": "him to and then I can create training"
  },
  {
    "startMs": 816000,
    "text": "episodes and I can get information on"
  },
  {
    "startMs": 818560,
    "text": "how he's responding and how he's"
  },
  {
    "startMs": 820320,
    "text": "reasoning based on the questions that I"
  },
  {
    "startMs": 822079,
    "text": "ask. And this is super good information"
  },
  {
    "startMs": 824880,
    "text": "for me to then be able to make him do a"
  },
  {
    "startMs": 827680,
    "text": "better job of it. So that's one part of"
  },
  {
    "startMs": 830399,
    "text": "this whole process and this experiment"
  },
  {
    "startMs": 832480,
    "text": "of getting of giving him his own"
  },
  {
    "startMs": 834399,
    "text": "autonomy and getting him to do things so"
  },
  {
    "startMs": 836720,
    "text": "that I can create more data but also"
  },
  {
    "startMs": 840320,
    "text": "apart from that uh this is my"
  },
  {
    "startMs": 843120,
    "text": "configuration. So over here under the"
  },
  {
    "startMs": 845680,
    "text": "hood strands agents which is your"
  },
  {
    "startMs": 848720,
    "text": "harness SDK is using currently anthropic"
  },
  {
    "startMs": 852000,
    "text": "claude opus 4.8 under the hood. So that"
  },
  {
    "startMs": 854639,
    "text": "is the brain and then this is my simple"
  },
  {
    "startMs": 857279,
    "text": "prompt where system prompt where I'm"
  },
  {
    "startMs": 859839,
    "text": "telling it what it's supposed to be"
  },
  {
    "startMs": 861600,
    "text": "doing and I'm telling it all of the"
  },
  {
    "startMs": 863519,
    "text": "rules and I'm also giving it access to"
  },
  {
    "startMs": 865600,
    "text": "all of the rules that it's already got."
  },
  {
    "startMs": 867920,
    "text": "So I'm telling it what each of these"
  },
  {
    "startMs": 869680,
    "text": "rules are meant for. And so that's how"
  },
  {
    "startMs": 873120,
    "text": "strand decides which tool to invoke"
  },
  {
    "startMs": 876160,
    "text": "based on what I'm asking it to do. And"
  },
  {
    "startMs": 878800,
    "text": "the voice that it's using is the one of"
  },
  {
    "startMs": 881600,
    "text": "open AI real time. And I've also given"
  },
  {
    "startMs": 884399,
    "text": "it more information for it to be able to"
  },
  {
    "startMs": 888240,
    "text": "like just safety and guard rails to"
  },
  {
    "startMs": 890240,
    "text": "ensure that it's doing really well. Now"
  },
  {
    "startMs": 892639,
    "text": "it's this is these are two of the"
  },
  {
    "startMs": 894480,
    "text": "agents. The other thing that it can do"
  },
  {
    "startMs": 896639,
    "text": "is also chat with me on Telegram. This"
  },
  {
    "startMs": 900399,
    "text": "is amazing because when I'm not at home"
  },
  {
    "startMs": 902320,
    "text": "and I still want to get it to speak to"
  },
  {
    "startMs": 904000,
    "text": "me, I can say, \"Hey, scout."
  },
  {
    "startMs": 907920,
    "text": "Who is turn around uh spin around"
  },
  {
    "startMs": 912399,
    "text": "analyze?\" Uh-uh. Don't fall off. Analyze"
  },
  {
    "startMs": 916320,
    "text": "the room and tell me who is the best"
  },
  {
    "startMs": 921199,
    "text": "looking person. This is always a hit or"
  },
  {
    "startMs": 923360,
    "text": "miss. Don't blame me if if Scout decides"
  },
  {
    "startMs": 926560,
    "text": "to be biased. I tried playing with this"
  },
  {
    "startMs": 928959,
    "text": "because it makes me feel like Snow White"
  },
  {
    "startMs": 931279,
    "text": "um and the queen saying mirror mirror on"
  },
  {
    "startMs": 933600,
    "text": "the wall who is the fairest of them all"
  },
  {
    "startMs": 935760,
    "text": "and so let's see if Strand can give us"
  },
  {
    "startMs": 938160,
    "text": "that. So it's saying haha on it on there"
  },
  {
    "startMs": 940480,
    "text": "spinning around to scope the room. Is he"
  },
  {
    "startMs": 943120,
    "text": "spinning? He is. Looks like he's making"
  },
  {
    "startMs": 945600,
    "text": "and let's look at what he's looking at"
  },
  {
    "startMs": 947120,
    "text": "now. He's still looking at the stage."
  },
  {
    "startMs": 949120,
    "text": "This is the other miller. He's looking"
  },
  {
    "startMs": 950560,
    "text": "at me. Hi. Am I the prettiest? Oh, you"
  },
  {
    "startMs": 953360,
    "text": "flatter me. But no, turn again. Spin"
  },
  {
    "startMs": 955440,
    "text": "some more, please."
  },
  {
    "startMs": 957680,
    "text": "He's decided not to spin more. Let's see"
  },
  {
    "startMs": 960079,
    "text": "what he says."
  },
  {
    "startMs": 967040,
    "text": "Spin complete. Here is my analysis of"
  },
  {
    "startMs": 969440,
    "text": "the room. You can see my screen, right?"
  },
  {
    "startMs": 971839,
    "text": "I have no way of zooming this in. Um,"
  },
  {
    "startMs": 974560,
    "text": "spotted six to seven people total. A"
  },
  {
    "startMs": 976880,
    "text": "couple seated front center near the"
  },
  {
    "startMs": 978560,
    "text": "bright stage, right? A few more in the"
  },
  {
    "startMs": 980480,
    "text": "audience. One person a dark outfit on"
  },
  {
    "startMs": 982560,
    "text": "the stage. The rocking khaki jeans and"
  },
  {
    "startMs": 985360,
    "text": "sneakers. Thank you very much. Oh, no,"
  },
  {
    "startMs": 987519,
    "text": "no, no. The person in front of me, cocky"
  },
  {
    "startMs": 989440,
    "text": "jeans and sneakers, clearly walking with"
  },
  {
    "startMs": 993040,
    "text": "purpose on stage. Uh, best looking."
  },
  {
    "startMs": 996720,
    "text": "Honestly, from my low angle ground view,"
  },
  {
    "startMs": 998959,
    "text": "it's tough to tell faces, but the person"
  },
  {
    "startMs": 1001120,
    "text": "on the stage right now gets style points"
  },
  {
    "startMs": 1003360,
    "text": "for the confidence stride and the"
  },
  {
    "startMs": 1005440,
    "text": "dramatic blue curtain backdrop. Thank"
  },
  {
    "startMs": 1008000,
    "text": "you very much. Every time I need a"
  },
  {
    "startMs": 1009759,
    "text": "confidence boost, I can be the only"
  },
  {
    "startMs": 1011839,
    "text": "person in the room and ask this guy"
  },
  {
    "startMs": 1013839,
    "text": "who's the prettiest of them all, and he"
  },
  {
    "startMs": 1016639,
    "text": "will always choose me as the answer."
  },
  {
    "startMs": 1021811,
    "text": "[laughter]"
  },
  {
    "startMs": 1022639,
    "text": "Thank you very much."
  },
  {
    "startMs": 1038841,
    "text": ">> [music]"
  }
]