[
  {
    "i": 0,
    "speaker": "Speaker 1",
    "text": "How you can stop babysitting your agents."
  },
  {
    "i": 1,
    "speaker": "Speaker 1",
    "text": "As models have been getting smarter, I've noticed that we're increasingly spending a"
  },
  {
    "i": 2,
    "speaker": "Speaker 1",
    "text": "larger percentage of our time staring at the screen waiting for Claude to finish his work"
  },
  {
    "i": 3,
    "speaker": "Speaker 1",
    "text": "or just acting as a glorified QA tester for Claude."
  },
  {
    "i": 4,
    "speaker": "Speaker 1",
    "text": "And this can be quite unsatisfying and also just an inefficient use of your time."
  },
  {
    "i": 5,
    "speaker": "Speaker 1",
    "text": "And my goal for this talk is to give you strategies and help you take back some of this time so"
  },
  {
    "i": 6,
    "speaker": "Speaker 1",
    "text": "that you can manage your agents better."
  },
  {
    "i": 7,
    "speaker": "Speaker 1",
    "text": "You can also think of this as a more advanced Claude Code talk."
  },
  {
    "i": 8,
    "speaker": "Speaker 1",
    "text": "So a Claude Code 301 type university class."
  },
  {
    "i": 9,
    "speaker": "Speaker 1",
    "text": "And because of that, we have some prerequisites and some table stakes that everyone here should"
  },
  {
    "i": 10,
    "speaker": "Speaker 1",
    "text": "have at least heard about if not implemented."
  },
  {
    "i": 11,
    "speaker": "Speaker 1",
    "text": "So here are some of the things you can do to improve your Claude Code experience, starting"
  },
  {
    "i": 12,
    "speaker": "Speaker 1",
    "text": "with a very high-quality ClaudeMD file."
  },
  {
    "i": 13,
    "speaker": "Speaker 1",
    "text": "This is the single highest leverage thing that you can do to improve your Claude Code"
  },
  {
    "i": 14,
    "speaker": "Speaker 1",
    "text": "experience."
  },
  {
    "i": 15,
    "speaker": "Speaker 1",
    "text": "So if you haven't done this yet, I highly encourage you to try it out."
  },
  {
    "i": 16,
    "speaker": "Speaker 1",
    "text": "Number two is connecting your tools to Claude Code."
  },
  {
    "i": 17,
    "speaker": "Speaker 1",
    "text": "A good rule of thumb is that if a tool is useful for you in your day-to-day life, it"
  },
  {
    "i": 18,
    "speaker": "Speaker 1",
    "text": "will also be useful for Claude."
  },
  {
    "i": 19,
    "speaker": "Speaker 1",
    "text": "So things like, you know, Slack."
  },
  {
    "i": 20,
    "speaker": "Speaker 1",
    "text": "Asana."
  },
  {
    "i": 21,
    "speaker": "Speaker 1",
    "text": "Linear."
  },
  {
    "i": 22,
    "speaker": "Speaker 1",
    "text": "Datadog."
  },
  {
    "i": 23,
    "speaker": "Speaker 1",
    "text": "BigQuery."
  },
  {
    "i": 24,
    "speaker": "Speaker 1",
    "text": "All of these things help Claude stitch together a much richer context for itself."
  },
  {
    "i": 25,
    "speaker": "Speaker 1",
    "text": "And it's able to perform much better if you give it access to these tools."
  },
  {
    "i": 26,
    "speaker": "Speaker 1",
    "text": "And finally, setting up your remote environment on Claude Code web."
  },
  {
    "i": 27,
    "speaker": "Speaker 1",
    "text": "This makes it so that the compute that's running your Claude Code is separated or decoupled"
  },
  {
    "i": 28,
    "speaker": "Speaker 1",
    "text": "from your laptop."
  },
  {
    "i": 29,
    "speaker": "Speaker 1",
    "text": "So you can close your laptop."
  },
  {
    "i": 30,
    "speaker": "Speaker 1",
    "text": "Your laptop could die."
  },
  {
    "i": 31,
    "speaker": "Speaker 1",
    "text": "You could spill some water on your laptop."
  },
  {
    "i": 32,
    "speaker": "Speaker 1",
    "text": "And your Claude Code sessions will still continue because they're running in the cloud."
  },
  {
    "i": 33,
    "speaker": "Speaker 1",
    "text": "I'd love to see a show of hands here."
  },
  {
    "i": 34,
    "speaker": "Speaker 1",
    "text": "How many people use Claude Code every day?"
  },
  {
    "i": 35,
    "speaker": "Speaker 1",
    "text": "That's almost everyone."
  },
  {
    "i": 36,
    "speaker": "Speaker 1",
    "text": "How many people have completed the first two things here?"
  },
  {
    "i": 37,
    "speaker": "Speaker 1",
    "text": "So high-quality ClaudeMD and you've connected your tools?"
  },
  {
    "i": 38,
    "speaker": "Speaker 1",
    "text": "So about 50%, I'd say."
  },
  {
    "i": 39,
    "speaker": "Speaker 1",
    "text": "And then how many people have done all three?"
  },
  {
    "i": 40,
    "speaker": "Speaker 1",
    "text": "So if you haven't raised your hand at all, don't worry, you'll still get some value out"
  },
  {
    "i": 41,
    "speaker": "Speaker 1",
    "text": "of this talk."
  },
  {
    "i": 42,
    "speaker": "Speaker 1",
    "text": "But I would encourage you to start with these three things first."
  },
  {
    "i": 43,
    "speaker": "Speaker 1",
    "text": "So why does your tooling need to change?"
  },
  {
    "i": 44,
    "speaker": "Speaker 1",
    "text": "Most software tooling so far was built with humans in mind."
  },
  {
    "i": 45,
    "speaker": "Speaker 1",
    "text": "Whether it's linters, IDEs, prettiers, type checkers, even compilers, they were mostly"
  },
  {
    "i": 46,
    "speaker": "Speaker 1",
    "text": "written with the goal of making them work."
  },
  {
    "i": 47,
    "speaker": "Speaker 1",
    "text": "Making humans and human teams faster."
  },
  {
    "i": 48,
    "speaker": "Speaker 1",
    "text": "But the problem now is that humans aren't writing most of our code anymore."
  },
  {
    "i": 49,
    "speaker": "Speaker 1",
    "text": "It's agents."
  },
  {
    "i": 50,
    "speaker": "Speaker 1",
    "text": "So we have to take a step back, zoom out, and reconsider our tooling."
  },
  {
    "i": 51,
    "speaker": "Speaker 1",
    "text": "And when you do that, there's some good news and then there's some bad news."
  },
  {
    "i": 52,
    "speaker": "Speaker 1",
    "text": "The good news is that a lot of these tools that we've built for ourselves translate over"
  },
  {
    "i": 53,
    "speaker": "Speaker 1",
    "text": "pretty well for agents as well."
  },
  {
    "i": 54,
    "speaker": "Speaker 1",
    "text": "So things like prettier."
  },
  {
    "i": 55,
    "speaker": "Speaker 1",
    "text": "And linters and symbol servers."
  },
  {
    "i": 56,
    "speaker": "Speaker 1",
    "text": "Cloud and agents can end up using these things quite effectively."
  },
  {
    "i": 57,
    "speaker": "Speaker 1",
    "text": "And they serve them pretty well."
  },
  {
    "i": 58,
    "speaker": "Speaker 1",
    "text": "But the bad news is that we also have blind spots."
  },
  {
    "i": 59,
    "speaker": "Speaker 1",
    "text": "As human beings, we have some assumptions that we make about our tooling and our tool"
  },
  {
    "i": 60,
    "speaker": "Speaker 1",
    "text": "chain that cloud doesn't have."
  },
  {
    "i": 61,
    "speaker": "Speaker 1",
    "text": "And for that reason, it's important to ask the question, what does an agent need from"
  },
  {
    "i": 62,
    "speaker": "Speaker 1",
    "text": "your code base that a human takes for granted?"
  },
  {
    "i": 63,
    "speaker": "Speaker 1",
    "text": "And I'd love for you guys to keep that question in mind as we continue to the rest of the"
  },
  {
    "i": 64,
    "speaker": "Speaker 1",
    "text": "talk."
  },
  {
    "i": 65,
    "speaker": "Speaker 1",
    "text": "Because it kind of frames the goal of not babysitting your agents as much in a much"
  },
  {
    "i": 66,
    "speaker": "Speaker 1",
    "text": "more clear way."
  },
  {
    "i": 67,
    "speaker": "Speaker 1",
    "text": "So this is our roadmap for today."
  },
  {
    "i": 68,
    "speaker": "Speaker 1",
    "text": "We'll be talking about three distinct things that build on top of each other."
  },
  {
    "i": 69,
    "speaker": "Speaker 1",
    "text": "And when you take all of these three things together, they become incredibly powerful"
  },
  {
    "i": 70,
    "speaker": "Speaker 1",
    "text": "and give you a set of tools that can help you build on top of each other."
  },
  {
    "i": 71,
    "speaker": "Speaker 1",
    "text": "And when you take all of these three things together, they become incredibly powerful."
  },
  {
    "i": 72,
    "speaker": "Speaker 1",
    "text": "And give you a set of tools that can help you build on top of each other."
  },
  {
    "i": 73,
    "speaker": "Speaker 1",
    "text": "And actually work in a way that we just haven't worked before, as human beings."
  },
  {
    "i": 74,
    "speaker": "Speaker 1",
    "text": "So we'll be talking about verification, which is how to teach cloud to check its own work."
  },
  {
    "i": 75,
    "speaker": "Speaker 1",
    "text": "Once cloud can check its own work and be more reliable, we can now run many clouds"
  },
  {
    "i": 76,
    "speaker": "Speaker 1",
    "text": "at the same time and be confident that they'll be doing the right thing."
  },
  {
    "i": 77,
    "speaker": "Speaker 1",
    "text": "So we'll be talking about strategies for multi-clouding or parallelizing your work."
  },
  {
    "i": 78,
    "speaker": "Speaker 1",
    "text": "And then, finally, we'll end with background."
  },
  {
    "i": 79,
    "speaker": "Speaker 1",
    "text": "Background loops."
  },
  {
    "i": 80,
    "speaker": "Speaker 1",
    "text": "loops are a way for you to completely take your keyboard out of the hot path so your keyboard is"
  },
  {
    "i": 81,
    "speaker": "Speaker 1",
    "text": "not the bottleneck anymore and cloud just keeps running in the background in a loop doing useful"
  },
  {
    "i": 82,
    "speaker": "Speaker 1",
    "text": "work for you so i'd like to start the verification section with a brainstorm for for a minute or so"
  },
  {
    "i": 83,
    "speaker": "Speaker 1",
    "text": "i'd like everyone here to think about the last software project or feature that you worked on"
  },
  {
    "i": 84,
    "speaker": "Speaker 1",
    "text": "and while you were working on that feature how did you check your own work and i don't just mean"
  },
  {
    "i": 85,
    "speaker": "Speaker 1",
    "text": "how did you check the final output of your work but i also mean how did you iterate on your work"
  },
  {
    "i": 86,
    "speaker": "Speaker 1",
    "text": "in a way that gave you confidence that you will end up in a place uh where you're expecting to go"
  },
  {
    "i": 87,
    "speaker": "Speaker 1",
    "text": "so let's take 30 seconds if you have a pen and paper in front of you"
  },
  {
    "i": 88,
    "speaker": "Speaker 1",
    "text": "feel free to jot this down if you have a laptop and you want to like put this in your notes"
  },
  {
    "i": 89,
    "speaker": "Speaker 1",
    "text": "let's take 30 seconds together and just like come up with uh come up with"
  },
  {
    "i": 90,
    "speaker": "Speaker 1",
    "text": "your last project and kind of how you verified your work there okay i see some typing slowing"
  },
  {
    "i": 91,
    "speaker": "Speaker 1",
    "text": "down so um hopefully you've had a chance to think about it a little bit uh it's okay if you haven't"
  },
  {
    "i": 92,
    "speaker": "Speaker 1",
    "text": "completely but i've found that most software engineering tasks can be broken down into the"
  },
  {
    "i": 93,
    "speaker": "Speaker 1",
    "text": "series of steps that you see on the screen some some combination or sequence or subset of these"
  },
  {
    "i": 94,
    "speaker": "Speaker 1",
    "text": "of these things uh enable you"
  },
  {
    "i": 95,
    "speaker": "Speaker 1",
    "text": "to check your own work and build software so you kind of start with designing and writing code"
  },
  {
    "i": 96,
    "speaker": "Speaker 1",
    "text": "you then usually end up building your code running your compilers type checkers etc"
  },
  {
    "i": 97,
    "speaker": "Speaker 1",
    "text": "if they fail you kind of go back and change your code again and run it and"
  },
  {
    "i": 98,
    "speaker": "Speaker 1",
    "text": "do that in a loop then you might run your run your executable whether that's a docker container or"
  },
  {
    "i": 99,
    "speaker": "Speaker 1",
    "text": "a cli application or a web server and then you might check for side effects so if you're running"
  },
  {
    "i": 100,
    "speaker": "Speaker 1",
    "text": "you might spin up your browser and you might see if the ui elements are showing up in the correct"
  },
  {
    "i": 101,
    "speaker": "Speaker 1",
    "text": "place uh you might even look for logs to see if is is a specific log that you're looking for present"
  },
  {
    "i": 102,
    "speaker": "Speaker 1",
    "text": "in your uh in your logs or you might check the database to see what the state is and if state has"
  },
  {
    "i": 103,
    "speaker": "Speaker 1",
    "text": "been manipulated correctly um and then hopefully you'll run unit tests to make sure that you"
  },
  {
    "i": 104,
    "speaker": "Speaker 1",
    "text": "haven't made any regressions and your feature hasn't uh broken some other feature and and and"
  },
  {
    "i": 105,
    "speaker": "Speaker 1",
    "text": "hopefully you also added new unit tests for your for everything that you're working on when you're"
  },
  {
    "i": 106,
    "speaker": "Speaker 1",
    "text": "working on. And then finally, you deploy the staging. Or if you're really brave, you go"
  },
  {
    "i": 107,
    "speaker": "Speaker 1",
    "text": "straight to prod. And that's usually how humans kind of verify their work and build software."
  },
  {
    "i": 108,
    "speaker": "Speaker 1",
    "text": "And what's interesting is that the same exact playbook can be used by Claude quite effectively"
  },
  {
    "i": 109,
    "speaker": "Speaker 1",
    "text": "to also verify its own work and build software. So, as we go through the rest of this presentation,"
  },
  {
    "i": 110,
    "speaker": "Speaker 1",
    "text": "it's helpful to think about teaching Claude how to do things in a similar way that you"
  },
  {
    "i": 111,
    "speaker": "Speaker 1",
    "text": "would do them. And the only thing that's required is giving Claude the right tools and instruction"
  },
  {
    "i": 112,
    "speaker": "Speaker 1",
    "text": "set to make this possible. Okay. So, we've talked about verification. How humans do"
  },
  {
    "i": 113,
    "speaker": "Speaker 1",
    "text": "verification and how Claude should theoretically do verification. But loops are really what"
  },
  {
    "i": 114,
    "speaker": "Speaker 1",
    "text": "makes the whole thing go around. And this is arguably the most important slide in this"
  },
  {
    "i": 115,
    "speaker": "Speaker 1",
    "text": "presentation."
  },
  {
    "i": 116,
    "speaker": "Speaker 1",
    "text": "So, if you have any questions, please feel free to ask them in the chat box. And we'll"
  },
  {
    "i": 117,
    "speaker": "Speaker 1",
    "text": "get started."
  },
  {
    "i": 118,
    "speaker": "Speaker 1",
    "text": "If you haven't been paying attention yet, this is a good time to get started. A loop"
  },
  {
    "i": 119,
    "speaker": "Speaker 1",
    "text": "essentially is an autonomous circuit that you can complete for Claude. And it allows"
  },
  {
    "i": 120,
    "speaker": "Speaker 1",
    "text": "Claude to hill climb on a given task or a given success criteria. So, you can think"
  },
  {
    "i": 121,
    "speaker": "Speaker 1",
    "text": "about it as giving Claude access to tools to verify its own work and to write code."
  },
  {
    "i": 122,
    "speaker": "Speaker 1",
    "text": "And what Claude will do is it will write some code."
  },
  {
    "i": 123,
    "speaker": "Speaker 1",
    "text": "It will check if there's a failure. If there's a failure, it will debug that failure and"
  },
  {
    "i": 124,
    "speaker": "Speaker 1",
    "text": "write some more code. And then it keeps doing that in a loop again and again and again until"
  },
  {
    "i": 125,
    "speaker": "Speaker 1",
    "text": "it gets to a success state. And when it finally gets to a success state, you can be confident"
  },
  {
    "i": 126,
    "speaker": "Speaker 1",
    "text": "that the PR that it's sending you is higher quality and will actually work. So, in this"
  },
  {
    "i": 127,
    "speaker": "Speaker 1",
    "text": "image that you see on the screen, I faced an issue recently where on my personal website,"
  },
  {
    "i": 128,
    "speaker": "Speaker 1",
    "text": "the signup button stopped working. And it's not working. It's not working. It's not working."
  },
  {
    "i": 129,
    "speaker": "Speaker 1",
    "text": "It's not working. It's not working. It's not working. It's not working. It's not working."
  },
  {
    "i": 130,
    "speaker": "Speaker 1",
    "text": "It's not working. What I told Claude was to make the signup button work. And this is"
  },
  {
    "i": 131,
    "speaker": "Speaker 1",
    "text": "kind of what it did. There's more steps here, too. But for brevity's sake, it basically"
  },
  {
    "i": 132,
    "speaker": "Speaker 1",
    "text": "started writing some code. It built my app. It clicked my signup button. Opened up a browser"
  },
  {
    "i": 133,
    "speaker": "Speaker 1",
    "text": "and saw that the signup clicking the signup button isn't really doing anything. It doesn't"
  },
  {
    "i": 134,
    "speaker": "Speaker 1",
    "text": "take you anywhere. So, then it decided to read some logs. And it found out what the"
  },
  {
    "i": 135,
    "speaker": "Speaker 1",
    "text": "problem was. It fixed the code. Reloaded the app. And kept doing that until it got"
  },
  {
    "i": 136,
    "speaker": "Speaker 1",
    "text": "to a successful state. And finally, what it came up with was a PR that indeed worked."
  },
  {
    "i": 137,
    "speaker": "Speaker 1",
    "text": "So, the most important thing to take away from this slide is that wherever possible,"
  },
  {
    "i": 138,
    "speaker": "Speaker 1",
    "text": "our goal now is to get Claude into a loop by giving it the tools and instructions that"
  },
  {
    "i": 139,
    "speaker": "Speaker 1",
    "text": "are required for it to work effectively. So, verification comes in many flavors. We talked"
  },
  {
    "i": 140,
    "speaker": "Speaker 1",
    "text": "about UX verification. But you can have backend verification. You may want to verify your"
  },
  {
    "i": 141,
    "speaker": "Speaker 1",
    "text": "entire app end to end, including infra."
  },
  {
    "i": 142,
    "speaker": "Speaker 1",
    "text": "And the core concept here remains the same. You want to give Claude the tools and instructions"
  },
  {
    "i": 143,
    "speaker": "Speaker 1",
    "text": "to get it into a loop. And once you kind of figure that piece out, all three of these"
  },
  {
    "i": 144,
    "speaker": "Speaker 1",
    "text": "flavors kind of merge into one. You don't have to be very specific about the instructions"
  },
  {
    "i": 145,
    "speaker": "Speaker 1",
    "text": "you give Claude. As long as it has all the right tools and instructions, it will be able"
  },
  {
    "i": 146,
    "speaker": "Speaker 1",
    "text": "to verify all of these things."
  },
  {
    "i": 147,
    "speaker": "Speaker 1",
    "text": "So, we've talked a lot about theory. And we've talked a lot about hypotheticals and jargon."
  },
  {
    "i": 148,
    "speaker": "Speaker 1",
    "text": "But I wanted to..."
  },
  {
    "i": 149,
    "speaker": "Speaker 1",
    "text": "To be a little bit more concrete. So, what does it actually mean to give Claude the instructions"
  },
  {
    "i": 150,
    "speaker": "Speaker 1",
    "text": "and the tools to make it go in a loop? And it usually boils down to, like, four things."
  },
  {
    "i": 151,
    "speaker": "Speaker 1",
    "text": "And I'll go through the frontend or UX section from this slide. The first thing is to run"
  },
  {
    "i": 152,
    "speaker": "Speaker 1",
    "text": "your application. So, for a frontend application or a frontend verification loop, this might"
  },
  {
    "i": 153,
    "speaker": "Speaker 1",
    "text": "correspond to running your dev server. So, running NPM run start or whatever your dev"
  },
  {
    "i": 154,
    "speaker": "Speaker 1",
    "text": "server might be."
  },
  {
    "i": 155,
    "speaker": "Speaker 1",
    "text": "It just spins up a dev server. Once the dev server is up, you want Claude to actually"
  },
  {
    "i": 156,
    "speaker": "Speaker 1",
    "text": "use the web server. And the way it does that is by opening up a browser."
  },
  {
    "i": 157,
    "speaker": "Speaker 1",
    "text": "My personal MCP tool of choice for this is the Claude in Chrome MCP tool. You can access"
  },
  {
    "i": 158,
    "speaker": "Speaker 1",
    "text": "this with slash Chrome if you're using Claude code. You can also use Playwright or there's"
  },
  {
    "i": 159,
    "speaker": "Speaker 1",
    "text": "a bunch of other, like, browser control MCPs that you can use to do that. Once Claude can"
  },
  {
    "i": 160,
    "speaker": "Speaker 1",
    "text": "drive your browser..."
  },
  {
    "i": 161,
    "speaker": "Speaker 1",
    "text": "The next step is to prove that something works. So, if it's a fix it's working on,"
  },
  {
    "i": 162,
    "speaker": "Speaker 1",
    "text": "you want to take a screenshot before the fix and after the fix and make sure that it's"
  },
  {
    "i": 163,
    "speaker": "Speaker 1",
    "text": "the right state. Right? And finally, there's unblocking it. So, if you've ever tried to"
  },
  {
    "i": 164,
    "speaker": "Speaker 1",
    "text": "create a verification loop in a production app, you'll very quickly find that there are"
  },
  {
    "i": 165,
    "speaker": "Speaker 1",
    "text": "some blockers you run into."
  },
  {
    "i": 166,
    "speaker": "Speaker 1",
    "text": "And some of the common blockers are, for example, auth and state. Right? So, auth"
  },
  {
    "i": 167,
    "speaker": "Speaker 1",
    "text": "basically means, you know, you want to give Claude an identity that it can log into to"
  },
  {
    "i": 168,
    "speaker": "Speaker 1",
    "text": "a web application so it can actually start to use your app. And then state means you"
  },
  {
    "i": 169,
    "speaker": "Speaker 1",
    "text": "may want to preconfigure some state. For example, if you have, like, an e-commerce store, you"
  },
  {
    "i": 170,
    "speaker": "Speaker 1",
    "text": "may want to populate the inventory for that store for Claude to be able to, like, use"
  },
  {
    "i": 171,
    "speaker": "Speaker 1",
    "text": "your app meaningfully. And this isn't very novel. In fact, in traditional software engineering,"
  },
  {
    "i": 172,
    "speaker": "Speaker 1",
    "text": "when you write end-to-end tests,"
  },
  {
    "i": 173,
    "speaker": "Speaker 1",
    "text": "writing these state setup scripts are quite common."
  },
  {
    "i": 174,
    "speaker": "Speaker 1",
    "text": "The only difference here is that"
  },
  {
    "i": 175,
    "speaker": "Speaker 1",
    "text": "you want to give Claude access to these scripts"
  },
  {
    "i": 176,
    "speaker": "Speaker 1",
    "text": "and you want to make them dynamic."
  },
  {
    "i": 177,
    "speaker": "Speaker 1",
    "text": "You don't want to be too prescriptive"
  },
  {
    "i": 178,
    "speaker": "Speaker 1",
    "text": "about what these scripts are doing."
  },
  {
    "i": 179,
    "speaker": "Speaker 1",
    "text": "And that allows Claude to do a much wider variety of things"
  },
  {
    "i": 180,
    "speaker": "Speaker 1",
    "text": "than you can do with static scripts."
  },
  {
    "i": 181,
    "speaker": "Speaker 1",
    "text": "Okay, so we know what a verification loop now is."
  },
  {
    "i": 182,
    "speaker": "Speaker 1",
    "text": "We know how to write one."
  },
  {
    "i": 183,
    "speaker": "Speaker 1",
    "text": "How do you package it?"
  },
  {
    "i": 184,
    "speaker": "Speaker 1",
    "text": "How do you distribute this script to your colleagues,"
  },
  {
    "i": 185,
    "speaker": "Speaker 1",
    "text": "to your coworkers, even to your future self?"
  },
  {
    "i": 186,
    "speaker": "Speaker 1",
    "text": "And one of the best ways of doing this is by using a skill."
  },
  {
    "i": 187,
    "speaker": "Speaker 1",
    "text": "You can think of a skill as just a way"
  },
  {
    "i": 188,
    "speaker": "Speaker 1",
    "text": "to store some arbitrary context about a specific topic."
  },
  {
    "i": 189,
    "speaker": "Speaker 1",
    "text": "And in this case,"
  },
  {
    "i": 190,
    "speaker": "Speaker 1",
    "text": "that topic happens to be a verification loop."
  },
  {
    "i": 191,
    "speaker": "Speaker 1",
    "text": "The interesting thing about skills also"
  },
  {
    "i": 192,
    "speaker": "Speaker 1",
    "text": "is that you can make them self-improving."
  },
  {
    "i": 193,
    "speaker": "Speaker 1",
    "text": "So if you put in instructions into your skill"
  },
  {
    "i": 194,
    "speaker": "Speaker 1",
    "text": "about improving the skill every time Claude hits a blocker,"
  },
  {
    "i": 195,
    "speaker": "Speaker 1",
    "text": "you will end up creating this self-documenting,"
  },
  {
    "i": 196,
    "speaker": "Speaker 1",
    "text": "self-improving skill, which everyone on your team"
  },
  {
    "i": 197,
    "speaker": "Speaker 1",
    "text": "can contribute to, not just you."
  },
  {
    "i": 198,
    "speaker": "Speaker 1",
    "text": "And this makes it really powerful."
  },
  {
    "i": 199,
    "speaker": "Speaker 1",
    "text": "This is actually how we do verification"
  },
  {
    "i": 200,
    "speaker": "Speaker 1",
    "text": "in the Claude Code team as well."
  },
  {
    "i": 201,
    "speaker": "Speaker 1",
    "text": "We have a single verification skill,"
  },
  {
    "i": 202,
    "speaker": "Speaker 1",
    "text": "and the skill is explicitly told to keep documenting itself."
  },
  {
    "i": 203,
    "speaker": "Speaker 1",
    "text": "So every time someone runs into a blocker,"
  },
  {
    "i": 204,
    "speaker": "Speaker 1",
    "text": "the skill will go back in and edit itself"
  },
  {
    "i": 205,
    "speaker": "Speaker 1",
    "text": "so that next time when you or your colleague run into the same issue,"
  },
  {
    "i": 206,
    "speaker": "Speaker 1",
    "text": "it will go back in and edit itself. So that next time when you or your colleague run into the same issue,"
  },
  {
    "i": 207,
    "speaker": "Speaker 1",
    "text": "it's not a problem."
  },
  {
    "i": 208,
    "speaker": "Speaker 1",
    "text": "Okay, so we're going to jump into a demo next."
  },
  {
    "i": 209,
    "speaker": "Speaker 1",
    "text": "But before the demo, I want to talk about"
  },
  {
    "i": 210,
    "speaker": "Speaker 1",
    "text": "what the application that I'm going to be using."
  },
  {
    "i": 211,
    "speaker": "Speaker 1",
    "text": "There is a type tester application called MonkeyType."
  },
  {
    "i": 212,
    "speaker": "Speaker 1",
    "text": "How many of you have heard of MonkeyType?"
  },
  {
    "i": 213,
    "speaker": "Speaker 1",
    "text": "Okay, I thought so. It's a niche community."
  },
  {
    "i": 214,
    "speaker": "Speaker 1",
    "text": "But it's basically a type tester"
  },
  {
    "i": 215,
    "speaker": "Speaker 1",
    "text": "where it shows you a bunch of words, as you can see,"
  },
  {
    "i": 216,
    "speaker": "Speaker 1",
    "text": "and you have to type those words as accurately"
  },
  {
    "i": 217,
    "speaker": "Speaker 1",
    "text": "and as fast as possible."
  },
  {
    "i": 218,
    "speaker": "Speaker 1",
    "text": "And the application just tracks your stats for you."
  },
  {
    "i": 219,
    "speaker": "Speaker 1",
    "text": "I like this as a demo app because it is representative"
  },
  {
    "i": 220,
    "speaker": "Speaker 1",
    "text": "of a real-world full-stack app."
  },
  {
    "i": 221,
    "speaker": "Speaker 1",
    "text": "It's written in TypeScript with an Express backend"
  },
  {
    "i": 222,
    "speaker": "Speaker 1",
    "text": "and MongoDB and Redis as persistence layers."
  },
  {
    "i": 223,
    "speaker": "Speaker 1",
    "text": "And it's open source, so you guys can go to monkeytype.com right now."
  },
  {
    "i": 224,
    "speaker": "Speaker 1",
    "text": "You can even check out the source code if you want."
  },
  {
    "i": 225,
    "speaker": "Speaker 1",
    "text": "But what we'll be doing in this demo is we'll be creating a verification loop live."
  },
  {
    "i": 226,
    "speaker": "Speaker 1",
    "text": "So, you know, we'll tell Claude to spin up a new dev server."
  },
  {
    "i": 227,
    "speaker": "Speaker 1",
    "text": "We'll tell it to kind of go and use the Chrome MCP"
  },
  {
    "i": 228,
    "speaker": "Speaker 1",
    "text": "to check some of its work."
  },
  {
    "i": 229,
    "speaker": "Speaker 1",
    "text": "And then once we create the verification skill,"
  },
  {
    "i": 230,
    "speaker": "Speaker 1",
    "text": "we'll also create a new feature and ask Claude"
  },
  {
    "i": 231,
    "speaker": "Speaker 1",
    "text": "to use the verification skill to verify itself."
  },
  {
    "i": 232,
    "speaker": "Speaker 1",
    "text": "So, let's get started with the demo."
  },
  {
    "i": 233,
    "speaker": "Speaker 1",
    "text": "So we can switch over to my laptop screen."
  },
  {
    "i": 234,
    "speaker": "Speaker 1",
    "text": "Okay, so this is a brand new Claude Coyle app."
  },
  {
    "i": 235,
    "speaker": "Speaker 1",
    "text": "It's a new version of the Cloud Cloud app."
  },
  {
    "i": 236,
    "speaker": "Speaker 1",
    "text": "It's a new version of the Cloud Cloud app."
  },
  {
    "i": 237,
    "speaker": "Speaker 1",
    "text": "It's a new version of the Cloud Cloud app."
  },
  {
    "i": 238,
    "speaker": "Speaker 1",
    "text": "It's a new version of the Cloud Cloud session."
  },
  {
    "i": 239,
    "speaker": "Speaker 1",
    "text": "I've already done the homework of setting up monkeytype locally."
  },
  {
    "i": 240,
    "speaker": "Speaker 1",
    "text": "I've also installed some dependencies and curated a CloudMD"
  },
  {
    "i": 241,
    "speaker": "Speaker 1",
    "text": "because I didn't want to do that in front of you guys"
  },
  {
    "i": 242,
    "speaker": "Speaker 1",
    "text": "and waste your time."
  },
  {
    "i": 243,
    "speaker": "Speaker 1",
    "text": "So let's tell Claude to spin up the dev server."
  },
  {
    "i": 244,
    "speaker": "Speaker 1",
    "text": "Okay, so it says the dev server is already running."
  },
  {
    "i": 245,
    "speaker": "Speaker 1",
    "text": "And that's right because I started it right before our talk."
  },
  {
    "i": 246,
    "speaker": "Speaker 1",
    "text": "And let's go and check out what's on the front end."
  },
  {
    "i": 247,
    "speaker": "Speaker 1",
    "text": "So if we go here, monkeytype,"
  },
  {
    "i": 248,
    "speaker": "Speaker 1",
    "text": "it opens up, I can start typing,"
  },
  {
    "i": 249,
    "speaker": "Speaker 1",
    "text": "and there's a little timer that shows up."
  },
  {
    "i": 250,
    "speaker": "Speaker 1",
    "text": "I'm not very good at typing,"
  },
  {
    "i": 251,
    "speaker": "Speaker 1",
    "text": "so there's a lot of typos here,"
  },
  {
    "i": 252,
    "speaker": "Speaker 1",
    "text": "but it's essentially what I would expect."
  },
  {
    "i": 253,
    "speaker": "Speaker 1",
    "text": "Let's also check out the backend link."
  },
  {
    "i": 254,
    "speaker": "Speaker 1",
    "text": "This just returns a JSON,"
  },
  {
    "i": 255,
    "speaker": "Speaker 1",
    "text": "and it just basically means that the backend"
  },
  {
    "i": 256,
    "speaker": "Speaker 1",
    "text": "is up and running, which is good."
  },
  {
    "i": 257,
    "speaker": "Speaker 1",
    "text": "The next thing I'm gonna do is I'm gonna make sure"
  },
  {
    "i": 258,
    "speaker": "Speaker 1",
    "text": "that my Chrome MCP is,"
  },
  {
    "i": 259,
    "speaker": "Speaker 1",
    "text": "is enabled."
  },
  {
    "i": 260,
    "speaker": "Speaker 1",
    "text": "And the way you do that is just slash Chrome."
  },
  {
    "i": 261,
    "speaker": "Speaker 1",
    "text": "And as you can see here, it says status enabled,"
  },
  {
    "i": 262,
    "speaker": "Speaker 1",
    "text": "extension installed, which is exactly what we're looking for."
  },
  {
    "i": 263,
    "speaker": "Speaker 1",
    "text": "If you don't have it installed,"
  },
  {
    "i": 264,
    "speaker": "Speaker 1",
    "text": "it'll take you to another setup guide"
  },
  {
    "i": 265,
    "speaker": "Speaker 1",
    "text": "and you can install it for yourself."
  },
  {
    "i": 266,
    "speaker": "Speaker 1",
    "text": "And now I'm gonna say, use the Chrome MCP"
  },
  {
    "i": 267,
    "speaker": "Speaker 1",
    "text": "to make sure that the front end is working."
  },
  {
    "i": 268,
    "speaker": "Speaker 1",
    "text": "Make it quick, please."
  },
  {
    "i": 269,
    "speaker": "Speaker 1",
    "text": "And what we should see now is,"
  },
  {
    "i": 270,
    "speaker": "Speaker 1",
    "text": "is that this is the tab that Cloud is using,"
  },
  {
    "i": 271,
    "speaker": "Speaker 1",
    "text": "and it should call the Chrome MCP tool."
  },
  {
    "i": 272,
    "speaker": "Speaker 1",
    "text": "So if you go back here,"
  },
  {
    "i": 273,
    "speaker": "Speaker 1",
    "text": "we can see two Chrome MCP tool calls."
  },
  {
    "i": 274,
    "speaker": "Speaker 1",
    "text": "I can control O and see exactly what it did."
  },
  {
    "i": 275,
    "speaker": "Speaker 1",
    "text": "So it navigated to localhost 3000,"
  },
  {
    "i": 276,
    "speaker": "Speaker 1",
    "text": "and then it's looking at the contents of the tab,"
  },
  {
    "i": 277,
    "speaker": "Speaker 1",
    "text": "which is great."
  },
  {
    "i": 278,
    "speaker": "Speaker 1",
    "text": "But we wanna do something more exciting."
  },
  {
    "i": 279,
    "speaker": "Speaker 1",
    "text": "Just looking at the, at a startup, we wanna do something more exciting. Just looking at the, at a startup, we wanna do something more exciting. Just looking at the, at a startup,"
  },
  {
    "i": 280,
    "speaker": "Speaker 1",
    "text": "static webpages isn't very helpful."
  },
  {
    "i": 281,
    "speaker": "Speaker 1",
    "text": "So let's say, can you,"
  },
  {
    "i": 282,
    "speaker": "Speaker 1",
    "text": "actually, before I do that,"
  },
  {
    "i": 283,
    "speaker": "Speaker 1",
    "text": "I'm gonna resize these"
  },
  {
    "i": 284,
    "speaker": "Speaker 1",
    "text": "so you guys can see what's happening in the background."
  },
  {
    "i": 285,
    "speaker": "Speaker 1",
    "text": "Can you try typing and make sure everything works?"
  },
  {
    "i": 286,
    "speaker": "Speaker 1",
    "text": "So Cloud apparently is also not very good at typing,"
  },
  {
    "i": 287,
    "speaker": "Speaker 1",
    "text": "but it typed in something and it says that typing works."
  },
  {
    "i": 288,
    "speaker": "Speaker 1",
    "text": "And that's great."
  },
  {
    "i": 289,
    "speaker": "Speaker 1",
    "text": "Let's do one more thing."
  },
  {
    "i": 290,
    "speaker": "Speaker 1",
    "text": "say, can you also use the settings and change something?"
  },
  {
    "i": 291,
    "speaker": "Speaker 1",
    "text": "OK, so it navigated to the Settings page,"
  },
  {
    "i": 292,
    "speaker": "Speaker 1",
    "text": "and it's changing the difficulty to Expert."
  },
  {
    "i": 293,
    "speaker": "Speaker 1",
    "text": "Not a good idea, based on how it performed."
  },
  {
    "i": 294,
    "speaker": "Speaker 1",
    "text": "OK, and it claims that the setting has persisted,"
  },
  {
    "i": 295,
    "speaker": "Speaker 1",
    "text": "and it's able to verify that."
  },
  {
    "i": 296,
    "speaker": "Speaker 1",
    "text": "So that's great."
  },
  {
    "i": 297,
    "speaker": "Speaker 1",
    "text": "What we did so far is we just held Claude's hand"
  },
  {
    "i": 298,
    "speaker": "Speaker 1",
    "text": "and told it exactly what to do."
  },
  {
    "i": 299,
    "speaker": "Speaker 1",
    "text": "So we were like, spin up the dev server,"
  },
  {
    "i": 300,
    "speaker": "Speaker 1",
    "text": "go and do these two or three things that we care about."
  },
  {
    "i": 301,
    "speaker": "Speaker 1",
    "text": "And that's basically verification, right?"
  },
  {
    "i": 302,
    "speaker": "Speaker 1",
    "text": "What I can do next is I can tell Claude"
  },
  {
    "i": 303,
    "speaker": "Speaker 1",
    "text": "to take all the learnings from this session"
  },
  {
    "i": 304,
    "speaker": "Speaker 1",
    "text": "and put it into a skill file."
  },
  {
    "i": 305,
    "speaker": "Speaker 1",
    "text": "So I can say, take everything we learned"
  },
  {
    "i": 306,
    "speaker": "Speaker 1",
    "text": "and put it into a skill file in top Claude"
  },
  {
    "i": 307,
    "speaker": "Speaker 1",
    "text": "demo verification."
  },
  {
    "i": 308,
    "speaker": "Speaker 1",
    "text": "I didn't have to give it the full path, but I chose to anyway."
  },
  {
    "i": 309,
    "speaker": "Speaker 1",
    "text": "OK, let's see."
  },
  {
    "i": 310,
    "speaker": "Speaker 1",
    "text": "It wants to create a new directory."
  },
  {
    "i": 311,
    "speaker": "Speaker 1",
    "text": "OK, so it's now proceeding to write a fairly large skill.md"
  },
  {
    "i": 312,
    "speaker": "Speaker 1",
    "text": "file."
  },
  {
    "i": 313,
    "speaker": "Speaker 1",
    "text": "And if you look at what's inside this file,"
  },
  {
    "i": 314,
    "speaker": "Speaker 1",
    "text": "we'll just skim through it real quick."
  },
  {
    "i": 315,
    "speaker": "Speaker 1",
    "text": "It says, number one, bring up the stack, which"
  },
  {
    "i": 316,
    "speaker": "Speaker 1",
    "text": "is basically what we did."
  },
  {
    "i": 317,
    "speaker": "Speaker 1",
    "text": "It has some commands to do that."
  },
  {
    "i": 318,
    "speaker": "Speaker 1",
    "text": "So it has Docker Compose, blah, blah, blah."
  },
  {
    "i": 319,
    "speaker": "Speaker 1",
    "text": "Then it loads up the Chrome MCP tools,"
  },
  {
    "i": 320,
    "speaker": "Speaker 1",
    "text": "because that's what we told it to do next."
  },
  {
    "i": 321,
    "speaker": "Speaker 1",
    "text": "And then finally, there is a smoke test"
  },
  {
    "i": 322,
    "speaker": "Speaker 1",
    "text": "where it's using the browser tools"
  },
  {
    "i": 323,
    "speaker": "Speaker 1",
    "text": "to actually check its own work."
  },
  {
    "i": 324,
    "speaker": "Speaker 1",
    "text": "So I'm going to go ahead and say yes."
  },
  {
    "i": 325,
    "speaker": "Speaker 1",
    "text": "Great."
  },
  {
    "i": 326,
    "speaker": "Speaker 1",
    "text": "So that must have looked quite simple, and it really is."
  },
  {
    "i": 327,
    "speaker": "Speaker 1",
    "text": "Creating a verification loop is simple."
  },
  {
    "i": 328,
    "speaker": "Speaker 1",
    "text": "There were a few blockers that came up along the way"
  },
  {
    "i": 329,
    "speaker": "Speaker 1",
    "text": "when I was setting up this demo."
  },
  {
    "i": 330,
    "speaker": "Speaker 1",
    "text": "We don't have to talk about those right now,"
  },
  {
    "i": 331,
    "speaker": "Speaker 1",
    "text": "but I'm sure that if you were to do this yourself,"
  },
  {
    "i": 332,
    "speaker": "Speaker 1",
    "text": "you can probably get this up and running within five to 10"
  },
  {
    "i": 333,
    "speaker": "Speaker 1",
    "text": "minutes."
  },
  {
    "i": 334,
    "speaker": "Speaker 1",
    "text": "What I'll do next is, because both Claude and I are so"
  },
  {
    "i": 335,
    "speaker": "Speaker 1",
    "text": "bad at typing, I'm going to tell Claude"
  },
  {
    "i": 336,
    "speaker": "Speaker 1",
    "text": "to make a confetti animation every time I mistype,"
  },
  {
    "i": 337,
    "speaker": "Speaker 1",
    "text": "and then use the verification skill that we just created"
  },
  {
    "i": 338,
    "speaker": "Speaker 1",
    "text": "to verify its own work."
  },
  {
    "i": 339,
    "speaker": "Speaker 1",
    "text": "So let's say every time I mistype, please."
  },
  {
    "i": 340,
    "speaker": "Speaker 1",
    "text": "Let's show me a confetti animation,"
  },
  {
    "i": 341,
    "speaker": "Speaker 1",
    "text": "and use the skill that we just created to verify our work."
  },
  {
    "i": 342,
    "speaker": "Speaker 1",
    "text": "So it's going to do its thing, figure out"
  },
  {
    "i": 343,
    "speaker": "Speaker 1",
    "text": "where to write this code, and then hopefully the demo gods"
  },
  {
    "i": 344,
    "speaker": "Speaker 1",
    "text": "will be with us tonight."
  },
  {
    "i": 345,
    "speaker": "Speaker 1",
    "text": "So it wants to write some files."
  },
  {
    "i": 346,
    "speaker": "Speaker 1",
    "text": "I'm going to switch on auto mode so it doesn't"
  },
  {
    "i": 347,
    "speaker": "Speaker 1",
    "text": "have to ask me for every file edit."
  },
  {
    "i": 348,
    "speaker": "Speaker 1",
    "text": "OK."
  },
  {
    "i": 349,
    "speaker": "Speaker 1",
    "text": "This is interesting."
  },
  {
    "i": 350,
    "speaker": "Speaker 1",
    "text": "So it created the feature, and then it"
  },
  {
    "i": 351,
    "speaker": "Speaker 1",
    "text": "realized that there were a couple of lint errors."
  },
  {
    "i": 352,
    "speaker": "Speaker 1",
    "text": "So you see there's like OX lint errors, too."
  },
  {
    "i": 353,
    "speaker": "Speaker 1",
    "text": "And then it proceeded to fix those errors next,"
  },
  {
    "i": 354,
    "speaker": "Speaker 1",
    "text": "and then it's verifying itself again."
  },
  {
    "i": 355,
    "speaker": "Speaker 1",
    "text": "So you see the verification loop in action now,"
  },
  {
    "i": 356,
    "speaker": "Speaker 1",
    "text": "where it wrote some code."
  },
  {
    "i": 357,
    "speaker": "Speaker 1",
    "text": "It encountered some issues."
  },
  {
    "i": 358,
    "speaker": "Speaker 1",
    "text": "It fixed those issues by writing some more code,"
  },
  {
    "i": 359,
    "speaker": "Speaker 1",
    "text": "and it kind of went in a circle doing that"
  },
  {
    "i": 360,
    "speaker": "Speaker 1",
    "text": "until it came to a good state."
  },
  {
    "i": 361,
    "speaker": "Speaker 1",
    "text": "So let's test it out ourselves as well."
  },
  {
    "i": 362,
    "speaker": "Speaker 1",
    "text": "OK, it's still doing something."
  },
  {
    "i": 363,
    "speaker": "Speaker 1",
    "text": "Let's let it stop."
  },
  {
    "i": 364,
    "speaker": "Speaker 1",
    "text": "OK, so we do see the confetti showing up."
  },
  {
    "i": 365,
    "speaker": "Speaker 1",
    "text": "It put us on expert mode, which is"
  },
  {
    "i": 366,
    "speaker": "Speaker 1",
    "text": "why it keeps disappearing on me."
  },
  {
    "i": 367,
    "speaker": "Speaker 1",
    "text": "But effectively, Claude was able to do the job."
  },
  {
    "i": 368,
    "speaker": "Speaker 1",
    "text": "And fix its own lint errors."
  },
  {
    "i": 369,
    "speaker": "Speaker 1",
    "text": "We're running short of time, so I'm not going to let this finish."
  },
  {
    "i": 370,
    "speaker": "Speaker 1",
    "text": "But hopefully that gives you a taste"
  },
  {
    "i": 371,
    "speaker": "Speaker 1",
    "text": "of how powerful a verification loop can be"
  },
  {
    "i": 372,
    "speaker": "Speaker 1",
    "text": "and how Claude can continue to hill climb on a task"
  },
  {
    "i": 373,
    "speaker": "Speaker 1",
    "text": "if you give it the right instructions and tools to do so."
  },
  {
    "i": 374,
    "speaker": "Speaker 1",
    "text": "Let's switch back over to the slides now."
  },
  {
    "i": 375,
    "speaker": "Speaker 1",
    "text": "The key takeaway here is you should try to hold Claude's hand"
  },
  {
    "i": 376,
    "speaker": "Speaker 1",
    "text": "and show it."
  },
  {
    "i": 377,
    "speaker": "Speaker 1",
    "text": "Show it how to do verification."
  },
  {
    "i": 378,
    "speaker": "Speaker 1",
    "text": "And once you've taught it how to do verification,"
  },
  {
    "i": 379,
    "speaker": "Speaker 1",
    "text": "it can very easily summarize those learnings"
  },
  {
    "i": 380,
    "speaker": "Speaker 1",
    "text": "into a skill file, which you can then"
  },
  {
    "i": 381,
    "speaker": "Speaker 1",
    "text": "package and distribute for your future self"
  },
  {
    "i": 382,
    "speaker": "Speaker 1",
    "text": "and for your teammates."
  },
  {
    "i": 383,
    "speaker": "Speaker 1",
    "text": "OK, so now that we have mastered verification,"
  },
  {
    "i": 384,
    "speaker": "Speaker 1",
    "text": "we can graduate to multi-clouding or parallelizing"
  },
  {
    "i": 385,
    "speaker": "Speaker 1",
    "text": "our work more effectively."
  },
  {
    "i": 386,
    "speaker": "Speaker 1",
    "text": "But the problem that arises when"
  },
  {
    "i": 387,
    "speaker": "Speaker 1",
    "text": "you try to run too many Claude instances at the same time"
  },
  {
    "i": 388,
    "speaker": "Speaker 1",
    "text": "is that they all eat at your attention."
  },
  {
    "i": 389,
    "speaker": "Speaker 1",
    "text": "And your attention is a scarce resource."
  },
  {
    "i": 390,
    "speaker": "Speaker 1",
    "text": "I personally find that more than four to five sessions"
  },
  {
    "i": 391,
    "speaker": "Speaker 1",
    "text": "open simultaneously takes a big load on my brain."
  },
  {
    "i": 392,
    "speaker": "Speaker 1",
    "text": "And I can't really function beyond that."
  },
  {
    "i": 393,
    "speaker": "Speaker 1",
    "text": "So what are some ways that we can scale that?"
  },
  {
    "i": 394,
    "speaker": "Speaker 1",
    "text": "And what are some ways that some strategies we can use"
  },
  {
    "i": 395,
    "speaker": "Speaker 1",
    "text": "to multi-cloud more effectively?"
  },
  {
    "i": 396,
    "speaker": "Speaker 1",
    "text": "So there's four things that we'll talk about today."
  },
  {
    "i": 397,
    "speaker": "Speaker 1",
    "text": "There's the Claude Code desktop app, which provides you a GUI"
  },
  {
    "i": 398,
    "speaker": "Speaker 1",
    "text": "and makes it easier to manage multiple sessions."
  },
  {
    "i": 399,
    "speaker": "Speaker 1",
    "text": "There is agent view."
  },
  {
    "i": 400,
    "speaker": "Speaker 1",
    "text": "So if you love the terminal, like I do,"
  },
  {
    "i": 401,
    "speaker": "Speaker 1",
    "text": "and you want to stay in the terminal,"
  },
  {
    "i": 402,
    "speaker": "Speaker 1",
    "text": "then we have Claude agents that provide you"
  },
  {
    "i": 403,
    "speaker": "Speaker 1",
    "text": "some of the same benefits of the desktop app"
  },
  {
    "i": 404,
    "speaker": "Speaker 1",
    "text": "inside the terminal."
  },
  {
    "i": 405,
    "speaker": "Speaker 1",
    "text": "You can also run Claude."
  },
  {
    "i": 406,
    "speaker": "Speaker 1",
    "text": "Claude in the cloud."
  },
  {
    "i": 407,
    "speaker": "Speaker 1",
    "text": "So if you run it on our website, Claude"
  },
  {
    "i": 408,
    "speaker": "Speaker 1",
    "text": "is now running in our cloud as opposed to your laptop."
  },
  {
    "i": 409,
    "speaker": "Speaker 1",
    "text": "And finally, there's remote control,"
  },
  {
    "i": 410,
    "speaker": "Speaker 1",
    "text": "which is my favorite feature."
  },
  {
    "i": 411,
    "speaker": "Speaker 1",
    "text": "And we'll talk more about this when we get to it."
  },
  {
    "i": 412,
    "speaker": "Speaker 1",
    "text": "So this is a screenshot of what the desktop app looks like."
  },
  {
    "i": 413,
    "speaker": "Speaker 1",
    "text": "On the left, you have a sidebar."
  },
  {
    "i": 414,
    "speaker": "Speaker 1",
    "text": "And the sidebar has all your sessions across all surfaces."
  },
  {
    "i": 415,
    "speaker": "Speaker 1",
    "text": "So it has your sessions that are running locally"
  },
  {
    "i": 416,
    "speaker": "Speaker 1",
    "text": "in the terminal."
  },
  {
    "i": 417,
    "speaker": "Speaker 1",
    "text": "It has your sessions running in the cloud."
  },
  {
    "i": 418,
    "speaker": "Speaker 1",
    "text": "It has your sessions running in all Git repos."
  },
  {
    "i": 419,
    "speaker": "Speaker 1",
    "text": "And so it becomes the central control"
  },
  {
    "i": 420,
    "speaker": "Speaker 1",
    "text": "plane for working with Claude and your sessions."
  },
  {
    "i": 421,
    "speaker": "Speaker 1",
    "text": "You can also pin sessions."
  },
  {
    "i": 422,
    "speaker": "Speaker 1",
    "text": "You can rename them."
  },
  {
    "i": 423,
    "speaker": "Speaker 1",
    "text": "You can color your sessions differently."
  },
  {
    "i": 424,
    "speaker": "Speaker 1",
    "text": "And all of these things effectively"
  },
  {
    "i": 425,
    "speaker": "Speaker 1",
    "text": "are just solving the problem of grabbing your attention."
  },
  {
    "i": 426,
    "speaker": "Speaker 1",
    "text": "If you rename a session to something"
  },
  {
    "i": 427,
    "speaker": "Speaker 1",
    "text": "that's memorable to you, when you come back to it,"
  },
  {
    "i": 428,
    "speaker": "Speaker 1",
    "text": "you know what that session was doing."
  },
  {
    "i": 429,
    "speaker": "Speaker 1",
    "text": "So these are all kind of ways to, you know,"
  },
  {
    "i": 430,
    "speaker": "Speaker 1",
    "text": "just make your attention more, protect your attention more."
  },
  {
    "i": 431,
    "speaker": "Speaker 1",
    "text": "If you love the terminal, this used"
  },
  {
    "i": 432,
    "speaker": "Speaker 1",
    "text": "to be how you would multi-claud."
  },
  {
    "i": 433,
    "speaker": "Speaker 1",
    "text": "This is a setup of how I used to multi-claud, at least."
  },
  {
    "i": 434,
    "speaker": "Speaker 1",
    "text": "I used to have a Tmux window manager with four panes."
  },
  {
    "i": 435,
    "speaker": "Speaker 1",
    "text": "And each pane would work on a different work tree."
  },
  {
    "i": 436,
    "speaker": "Speaker 1",
    "text": "This works, honestly, but it is a lot to manage."
  },
  {
    "i": 437,
    "speaker": "Speaker 1",
    "text": "Who here knows what Tmux is?"
  },
  {
    "i": 438,
    "speaker": "Speaker 1",
    "text": "OK, great."
  },
  {
    "i": 439,
    "speaker": "Speaker 1",
    "text": "That's a lot of people."
  },
  {
    "i": 440,
    "speaker": "Speaker 1",
    "text": "And who here knows what work trees are?"
  },
  {
    "i": 441,
    "speaker": "Speaker 1",
    "text": "Great, about 50%."
  },
  {
    "i": 442,
    "speaker": "Speaker 1",
    "text": "So you have to kind of manage work trees in Tmux yourself."
  },
  {
    "i": 443,
    "speaker": "Speaker 1",
    "text": "Which works, and I think I'm used to it now."
  },
  {
    "i": 444,
    "speaker": "Speaker 1",
    "text": "But it's also not the most convenient thing."
  },
  {
    "i": 445,
    "speaker": "Speaker 1",
    "text": "We can do better."
  },
  {
    "i": 446,
    "speaker": "Speaker 1",
    "text": "And what we arrived at was Claude Agents."
  },
  {
    "i": 447,
    "speaker": "Speaker 1",
    "text": "This is a feature that we released, I think, a week ago,"
  },
  {
    "i": 448,
    "speaker": "Speaker 1",
    "text": "maybe a little bit"
  },
  {
    "i": 449,
    "speaker": "Speaker 1",
    "text": "more than a week."
  },
  {
    "i": 450,
    "speaker": "Speaker 1",
    "text": "And the way you access it is just, say,"
  },
  {
    "i": 451,
    "speaker": "Speaker 1",
    "text": "Claude Agents instead of Claude."
  },
  {
    "i": 452,
    "speaker": "Speaker 1",
    "text": "And it opens up this view, which is"
  },
  {
    "i": 453,
    "speaker": "Speaker 1",
    "text": "very similar to the desktop sidebar that we saw before."
  },
  {
    "i": 454,
    "speaker": "Speaker 1",
    "text": "And this view lists all your sessions"
  },
  {
    "i": 455,
    "speaker": "Speaker 1",
    "text": "that are running on your local computer."
  },
  {
    "i": 456,
    "speaker": "Speaker 1",
    "text": "It also sorts them by the degree of attention"
  },
  {
    "i": 457,
    "speaker": "Speaker 1",
    "text": "that they require."
  },
  {
    "i": 458,
    "speaker": "Speaker 1",
    "text": "So if a session needs your immediate attention,"
  },
  {
    "i": 459,
    "speaker": "Speaker 1",
    "text": "and if it's blocked on, let's say, a permission prompt"
  },
  {
    "i": 460,
    "speaker": "Speaker 1",
    "text": "or a question or some input that it needs from you,"
  },
  {
    "i": 461,
    "speaker": "Speaker 1",
    "text": "it'll show up right at the top."
  },
  {
    "i": 462,
    "speaker": "Speaker 1",
    "text": "If a session is running or if a session has completed"
  },
  {
    "i": 463,
    "speaker": "Speaker 1",
    "text": "its desired success state, it'll be further down."
  },
  {
    "i": 464,
    "speaker": "Speaker 1",
    "text": "You can also customize it."
  },
  {
    "i": 465,
    "speaker": "Speaker 1",
    "text": "So you can, again, pin sessions."
  },
  {
    "i": 466,
    "speaker": "Speaker 1",
    "text": "You can rename sessions."
  },
  {
    "i": 467,
    "speaker": "Speaker 1",
    "text": "You can reorder them."
  },
  {
    "i": 468,
    "speaker": "Speaker 1",
    "text": "And again, this is a way to just manage your workload"
  },
  {
    "i": 469,
    "speaker": "Speaker 1",
    "text": "and manage your attention a little bit better."
  },
  {
    "i": 470,
    "speaker": "Speaker 1",
    "text": "Cloud Code on the Web."
  },
  {
    "i": 471,
    "speaker": "Speaker 1",
    "text": "We've talked about this a little bit, but the main goal here"
  },
  {
    "i": 472,
    "speaker": "Speaker 1",
    "text": "is, how do you decouple your laptop with your Cloud Code"
  },
  {
    "i": 473,
    "speaker": "Speaker 1",
    "text": "sessions?"
  },
  {
    "i": 474,
    "speaker": "Speaker 1",
    "text": "And I find it quite annoying that when"
  },
  {
    "i": 475,
    "speaker": "Speaker 1",
    "text": "I'm walking from meeting to meeting,"
  },
  {
    "i": 476,
    "speaker": "Speaker 1",
    "text": "I have to have my laptop open and just walk"
  },
  {
    "i": 477,
    "speaker": "Speaker 1",
    "text": "like this everywhere."
  },
  {
    "i": 478,
    "speaker": "Speaker 1",
    "text": "When I'm driving back home, I'm also"
  },
  {
    "i": 479,
    "speaker": "Speaker 1",
    "text": "annoyed because there's no internet,"
  },
  {
    "i": 480,
    "speaker": "Speaker 1",
    "text": "and I can't leave my laptop open in my car."
  },
  {
    "i": 481,
    "speaker": "Speaker 1",
    "text": "So having your sessions be running in the Cloud"
  },
  {
    "i": 482,
    "speaker": "Speaker 1",
    "text": "is really nice."
  },
  {
    "i": 483,
    "speaker": "Speaker 1",
    "text": "You don't have to worry about the compute"
  },
  {
    "i": 484,
    "speaker": "Speaker 1",
    "text": "that it's actually running on."
  },
  {
    "i": 485,
    "speaker": "Speaker 1",
    "text": "And if you haven't given Cloud Code on the Web a shot,"
  },
  {
    "i": 486,
    "speaker": "Speaker 1",
    "text": "just go to Cloud AI slash code, and it's"
  },
  {
    "i": 487,
    "speaker": "Speaker 1",
    "text": "pretty easy to get started."
  },
  {
    "i": 488,
    "speaker": "Speaker 1",
    "text": "And finally, remote control."
  },
  {
    "i": 489,
    "speaker": "Speaker 1",
    "text": "As I said earlier, this is my favorite feature."
  },
  {
    "i": 490,
    "speaker": "Speaker 1",
    "text": "And remote control essentially gives you"
  },
  {
    "i": 491,
    "speaker": "Speaker 1",
    "text": "the option to control any session running"
  },
  {
    "i": 492,
    "speaker": "Speaker 1",
    "text": "on any surface with your phone."
  },
  {
    "i": 493,
    "speaker": "Speaker 1",
    "text": "The way to get started with remote control is you just"
  },
  {
    "i": 494,
    "speaker": "Speaker 1",
    "text": "go to wherever you're running your Cloud Code session"
  },
  {
    "i": 495,
    "speaker": "Speaker 1",
    "text": "and say slash remote dash control."
  },
  {
    "i": 496,
    "speaker": "Speaker 1",
    "text": "And once you do that, it will pop up on your mobile app."
  },
  {
    "i": 497,
    "speaker": "Speaker 1",
    "text": "It will also send you notifications."
  },
  {
    "i": 498,
    "speaker": "Speaker 1",
    "text": "So if Cloud needs some help from you or needs your input,"
  },
  {
    "i": 499,
    "speaker": "Speaker 1",
    "text": "your phone will buzz, and you could be in your car,"
  },
  {
    "i": 500,
    "speaker": "Speaker 1",
    "text": "you could be doing whatever you want,"
  },
  {
    "i": 501,
    "speaker": "Speaker 1",
    "text": "and you could just give Cloud the input that it needs."
  },
  {
    "i": 502,
    "speaker": "Speaker 1",
    "text": "I am running short on time, so I'm"
  },
  {
    "i": 503,
    "speaker": "Speaker 1",
    "text": "going to skip this demo, unfortunately."
  },
  {
    "i": 504,
    "speaker": "Speaker 1",
    "text": "But I was just going to show you Cloud Agents"
  },
  {
    "i": 505,
    "speaker": "Speaker 1",
    "text": "as part of this demo."
  },
  {
    "i": 506,
    "speaker": "Speaker 1",
    "text": "So if you haven't given Cloud Agents a try,"
  },
  {
    "i": 507,
    "speaker": "Speaker 1",
    "text": "just give it a shot."
  },
  {
    "i": 508,
    "speaker": "Speaker 1",
    "text": "OK."
  },
  {
    "i": 509,
    "speaker": "Speaker 1",
    "text": "So we've talked about how to make Cloud more reliable"
  },
  {
    "i": 510,
    "speaker": "Speaker 1",
    "text": "by making it or giving it the skills to verify its own work."
  },
  {
    "i": 511,
    "speaker": "Speaker 1",
    "text": "We've also talked about how do you multi-Cloud more"
  },
  {
    "i": 512,
    "speaker": "Speaker 1",
    "text": "effectively."
  },
  {
    "i": 513,
    "speaker": "Speaker 1",
    "text": "But even that isn't quite satisfying."
  },
  {
    "i": 514,
    "speaker": "Speaker 1",
    "text": "You still have to actually spin up a new session."
  },
  {
    "i": 515,
    "speaker": "Speaker 1",
    "text": "You have to have a goal in mind."
  },
  {
    "i": 516,
    "speaker": "Speaker 1",
    "text": "And whether it's on the desktop app or the terminal or web,"
  },
  {
    "i": 517,
    "speaker": "Speaker 1",
    "text": "you have to go and spin up a new session."
  },
  {
    "i": 518,
    "speaker": "Speaker 1",
    "text": "How do you remove yourself?"
  },
  {
    "i": 519,
    "speaker": "Speaker 1",
    "text": "How do you remove yourself from the loop even more?"
  },
  {
    "i": 520,
    "speaker": "Speaker 1",
    "text": "And that's what this next session is going to be about."
  },
  {
    "i": 521,
    "speaker": "Speaker 1",
    "text": "So as software engineers, we have a lot of different tasks."
  },
  {
    "i": 522,
    "speaker": "Speaker 1",
    "text": "And not all of these tasks are writing code"
  },
  {
    "i": 523,
    "speaker": "Speaker 1",
    "text": "for a specific new feature or a bug that you're working on."
  },
  {
    "i": 524,
    "speaker": "Speaker 1",
    "text": "A lot of this is just bookkeeping in some ways."
  },
  {
    "i": 525,
    "speaker": "Speaker 1",
    "text": "So personally, I'm spending a lot of my time"
  },
  {
    "i": 526,
    "speaker": "Speaker 1",
    "text": "now babysitting my PRs."
  },
  {
    "i": 527,
    "speaker": "Speaker 1",
    "text": "I think we all have a lot more PRs now that we're able to generate"
  },
  {
    "i": 528,
    "speaker": "Speaker 1",
    "text": "of Cloud and AI."
  },
  {
    "i": 529,
    "speaker": "Speaker 1",
    "text": "And these PRs need to merge."
  },
  {
    "i": 530,
    "speaker": "Speaker 1",
    "text": "But before merging, you need to get through your review comments."
  },
  {
    "i": 531,
    "speaker": "Speaker 1",
    "text": "You need to get through merge conflicts."
  },
  {
    "i": 532,
    "speaker": "Speaker 1",
    "text": "You need to get through CI failures."
  },
  {
    "i": 533,
    "speaker": "Speaker 1",
    "text": "There's a lot that goes on."
  },
  {
    "i": 534,
    "speaker": "Speaker 1",
    "text": "And if you have like 20 or 30 of these PRs"
  },
  {
    "i": 535,
    "speaker": "Speaker 1",
    "text": "you're trying to merge in a day, you"
  },
  {
    "i": 536,
    "speaker": "Speaker 1",
    "text": "can easily end up spending hours on babysitting these."
  },
  {
    "i": 537,
    "speaker": "Speaker 1",
    "text": "Updating docs is another good one."
  },
  {
    "i": 538,
    "speaker": "Speaker 1",
    "text": "I think as we increase our velocity of shipping features"
  },
  {
    "i": 539,
    "speaker": "Speaker 1",
    "text": "and shipping fixes, we also need to keep up with docs."
  },
  {
    "i": 540,
    "speaker": "Speaker 1",
    "text": "Similarly, triaging, monitoring feedback,"
  },
  {
    "i": 541,
    "speaker": "Speaker 1",
    "text": "and just in general keeping CI green,"
  },
  {
    "i": 542,
    "speaker": "Speaker 1",
    "text": "these are all things that you kind of need to do every day."
  },
  {
    "i": 543,
    "speaker": "Speaker 1",
    "text": "But they don't necessarily need you in the loop."
  },
  {
    "i": 544,
    "speaker": "Speaker 1",
    "text": "They just need to be running in some sort of loop."
  },
  {
    "i": 545,
    "speaker": "Speaker 1",
    "text": "And that's where the slash loop command comes in."
  },
  {
    "i": 546,
    "speaker": "Speaker 1",
    "text": "So slash loop is a way to run a prompt"
  },
  {
    "i": 547,
    "speaker": "Speaker 1",
    "text": "at a specific interval in Cloud Code."
  },
  {
    "i": 548,
    "speaker": "Speaker 1",
    "text": "So you can say,"
  },
  {
    "i": 549,
    "speaker": "Speaker 1",
    "text": "slash loop 10 minutes and babysit my open PRs."
  },
  {
    "i": 550,
    "speaker": "Speaker 1",
    "text": "And what this will do is the session"
  },
  {
    "i": 551,
    "speaker": "Speaker 1",
    "text": "that's running this slash command"
  },
  {
    "i": 552,
    "speaker": "Speaker 1",
    "text": "will wake up every 10 minutes."
  },
  {
    "i": 553,
    "speaker": "Speaker 1",
    "text": "It will run this prompt."
  },
  {
    "i": 554,
    "speaker": "Speaker 1",
    "text": "And if you have your Cloud MDs and your tools defined and set"
  },
  {
    "i": 555,
    "speaker": "Speaker 1",
    "text": "up correctly, it will be able to figure out"
  },
  {
    "i": 556,
    "speaker": "Speaker 1",
    "text": "what to do by itself."
  },
  {
    "i": 557,
    "speaker": "Speaker 1",
    "text": "So you don't really have to be babysitting and monitoring"
  },
  {
    "i": 558,
    "speaker": "Speaker 1",
    "text": "your PRs manually."
  },
  {
    "i": 559,
    "speaker": "Speaker 1",
    "text": "Routines."
  },
  {
    "i": 560,
    "speaker": "Speaker 1",
    "text": "Routines are basically slash loop but running remotely."
  },
  {
    "i": 561,
    "speaker": "Speaker 1",
    "text": "So we talked about Cloud Code on the web before"
  },
  {
    "i": 562,
    "speaker": "Speaker 1",
    "text": "and how that uses a remote container to run your sessions."
  },
  {
    "i": 563,
    "speaker": "Speaker 1",
    "text": "Routines live and work in the same containers."
  },
  {
    "i": 564,
    "speaker": "Speaker 1",
    "text": "The way you set up routines is by going to the web app"
  },
  {
    "i": 565,
    "speaker": "Speaker 1",
    "text": "or the desktop app."
  },
  {
    "i": 566,
    "speaker": "Speaker 1",
    "text": "You'll see a little routines tab out there."
  },
  {
    "i": 567,
    "speaker": "Speaker 1",
    "text": "And you can set up a new routine quite easily."
  },
  {
    "i": 568,
    "speaker": "Speaker 1",
    "text": "You can have a time-based trigger"
  },
  {
    "i": 569,
    "speaker": "Speaker 1",
    "text": "or you can have an event-based trigger."
  },
  {
    "i": 570,
    "speaker": "Speaker 1",
    "text": "And both of those triggers can lead to, you know,"
  },
  {
    "i": 571,
    "speaker": "Speaker 1",
    "text": "you can set up a new routine quite easily."
  },
  {
    "i": 572,
    "speaker": "Speaker 1",
    "text": "And you can have a time-based trigger or you can have an event-based trigger."
  },
  {
    "i": 573,
    "speaker": "Speaker 1",
    "text": "And both of those triggers can lead to a new Cloud Code session"
  },
  {
    "i": 574,
    "speaker": "Speaker 1",
    "text": "opening up with a specified prompt."
  },
  {
    "i": 575,
    "speaker": "Speaker 1",
    "text": "So for example, we have a routine that updates our docs"
  },
  {
    "i": 576,
    "speaker": "Speaker 1",
    "text": "every day for the Cloud Code team."
  },
  {
    "i": 577,
    "speaker": "Speaker 1",
    "text": "We also have a routine that looks at our issues and feedback"
  },
  {
    "i": 578,
    "speaker": "Speaker 1",
    "text": "that's coming in and posts on our Slack channel"
  },
  {
    "i": 579,
    "speaker": "Speaker 1",
    "text": "every six hours."
  },
  {
    "i": 580,
    "speaker": "Speaker 1",
    "text": "So this can be quite useful to do kind of routine tasks"
  },
  {
    "i": 581,
    "speaker": "Speaker 1",
    "text": "that, you know, don't necessarily require you in the loop."
  },
  {
    "i": 582,
    "speaker": "Speaker 1",
    "text": "Cool."
  },
  {
    "i": 583,
    "speaker": "Speaker 1",
    "text": "So once you stack all of these three skills together,"
  },
  {
    "i": 584,
    "speaker": "Speaker 1",
    "text": "you kind of end up at this system,"
  },
  {
    "i": 585,
    "speaker": "Speaker 1",
    "text": "which is able to do a lot of work"
  },
  {
    "i": 586,
    "speaker": "Speaker 1",
    "text": "even without you having to manually be on your keyboard."
  },
  {
    "i": 587,
    "speaker": "Speaker 1",
    "text": "And that really is the ultimate goal,"
  },
  {
    "i": 588,
    "speaker": "Speaker 1",
    "text": "is that you can kind of spend your attention and your time"
  },
  {
    "i": 589,
    "speaker": "Speaker 1",
    "text": "on the tasks that you care about"
  },
  {
    "i": 590,
    "speaker": "Speaker 1",
    "text": "and everything else can just be delegated to Cloud"
  },
  {
    "i": 591,
    "speaker": "Speaker 1",
    "text": "and with high reliability and a high degree of confidence."
  },
  {
    "i": 592,
    "speaker": "Speaker 1",
    "text": "Cool. So that's all I have for today."
  },
  {
    "i": 593,
    "speaker": "Speaker 1",
    "text": "all I have for you guys. Thank you so much and I hope you enjoyed the talk."
  }
]