# I Spent $10,000 Testing AI Agents (Here’s the Stack I Actually Use)

Channel: Riley Brown
Video: https://www.youtube.com/watch?v=YT0u2eQ-Aj4
Duration: 31 min
Language: English
Words: 6262
Transcript page: https://viewrankai.com/tools/youtube-transcript/YT0u2eQ-Aj4

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[0:00] There are so many AI agent tools out there and it's starting to get incredibly overwhelming. So, I spent $10,000 testing all of the different AI agent tools in pursuit of finding the greatest agent stack that exists today. And I've settled on what I think is the best stack of tools that I use for administrative tasks, running my business, and growing my following to over 2 million followers across all platforms. So today we're talking about my full AI agent stack and all of the main use cases for each one. I think you're going to be surprised at how I use these three agent platforms. It's a little bit different than how most

[0:39] people use them. And we're also going to be talking about a tool that sits at the center of my agent platforms that makes it easier to switch between them and it allows me to share plugins and skills. Okay, so many people ask me when do I use cloud code and when do I use codec? And so for these first eight use cases, that's exactly what we're going to be talking about. And so the first way that I use claude code that I think everyone

[1:05] should 100% be using is Claude projects. And so I made a video about a week ago where I said that you should not be using normal Claude and that you should be using Claude code because it's so much more powerful and it has access to all of the files on your computer. And running Cloud Code locally on your computer allows you to use prompts like this. Hey, there's a folder in my

[1:27] downloads called October 26th vlog. Please edit the video and post it on YouTube. And Claude Code can end to end complete this full task. But there's also another setting in Claude Code that you should 100% be aware of, right? Not only can you run it on your computer, you can also run it in a cloud session. It'll actually spin up a little computer, do anything that Cloud Code might want to do. it's just not running locally on your computer. And for a lot of tasks, that's really useful because you don't actually need your computer for all of the different tasks. And so if you think this is confusing, that's

[2:02] perfectly okay because cloud projects will actually manage this entire process. On the left here, you can see all of the cloud projects that I've created. And here I've opened up editor. And so this main session is just a coordinator session. and it will spin up different clawed sessions whether it is a local session or a session on my computer. So I can say something like this. Hello, I need you to please look at my latest videos in my downloads and I want you to make three clips and edit these locally on my computer and upload them to drive and give me a link to all three. So I can fire that prompt and

[2:38] look at this. It was actually sent to an existing thread. So sent to a thread. Here's a vertical clips from side channel video. And if you see right here, we can see that this is running locally on my computer. And so if I click on threads, I can actually see all of the different threads that are running right now. Some of which are on the computer and some of which are in the cloud. Like this one is in the cloud and all of these threads are are running in the cloud. And so right now we see that my local session is working. And if I click on this, we can see that the

[3:12] prompt that I entered here was automatically passed to this local session. And now cloud code is working and it's working locally on my computer. But I could say, hey, while that's working, I actually want you to look up best practices and create a little artifact for this. Like I want to create like a little webpage artifact that I can use and send to my team on best practices for clipping long- form videos into short form. This can just be done in the cloud. And so I can fire this prompt in the main thread or the coordinator thread called editor which is a cloud project. And here look at

[3:45] this. It says right clip. So it just created a new session. Notice here there's no little computer icon. This one's actually running in the cloud. And this is really useful because I can do all of this from my phone. And so if we open up the clawed iOS app and I click on this side panel right here and then I

[4:05] can see all of my projects right here. So if I click on editor I can see the sessions that are running right now. And so as long as my computer is on, I can fully control my computer using claw projects. Right here we can see that the web one is done. So let me click on

[4:23] this. It should have sent me a page. Here is the artifact that it sent me. And I can very easily see it. This is a sharable artifact that I can share with my team. And this is pretty cool. It's pretty easy. It shows the framing and safe zones, which is pretty cool. And one of my favorite things that I do with Claude projects is I will come down here to the bottom. I will press this button, open up the artifact, and then I'll just speak out the changes that I want to make. I actually want this to be better format and and just make the design a

[4:55] lot better and the top table. change it, please. And it allows me to just record my voice and I can create artifacts. And that's exactly how I created this presentation right here. I created this presentation this morning using Claude Projects from my phone walking back from the gym. I had this idea for this video. I said, "Create this slide deck and I have a very specific skill that I use for it." And when I got back, it was done. And so I use cloud projects to coordinate my cloud sessions, whether that's cloud sessions or my local sessions that are running on my computer. And this is very similar to

[5:31] how I use codecs or their new dots feature. You can very similarly you can speak to your dot and you can get it to coordinate codec sessions. And we'll talk about that a little bit later. But now for the next three items on this list, I want to talk about how I use cloud code or why I use cloud code and

[5:49] what sets cloud code apart from codecs. And so the first one is building apps. Some of you will recognize this. I talked about this in a previous video, but I have my own internal tool that is a mixture of like 10 different SAS apps that I use for everything. And that includes Excaladraw, right? We have all of my Excaladraw documents. This is my own clone of Excaladraw. All of it is stored in my own internal tool. I also have my mind built in which stores all of my bookmarks. I have all of my YouTube analytics and I even have my own video editing platform that I will talk

[6:24] about a little bit later. And in order to manage this entire site, I have this thing called native note. So this is called native note and this is where I build this app and make changes to this app. And so on my phone, I could very easily go to projects and we can move to my agent, my native note project and say, "Hey, what I need you to do right now is I actually don't like how on native note it has my pinned videos. Can you please remove that?" And then also move the conbon title to the top. We also don't need that little subtitle or

[6:58] this like horizontal line. And please make the filter by title thing pinned to the left instead of on the right. And yeah, please make the background have a little bit more texture to it, almost like it's like a white board. And I can fire that prompt off. Notice how I didn't specify whether I want it to be local or in the cloud. It will decide whether it needs my local computer or not. And we've been working a lot. And see here, I've sent the conbon cleanup

[7:24] to this thread, which I can click on. And here it is now building. And here you can see it received the message from the coordinator and it'll begin working. And so you can see here that Opus 5.5 is running on a cloud code session that is running locally on the computer and it is done with three out of the four tasks. It has made all those changes that we just asked and then now it's just waiting to deploy. So it actually shows up in native note. Okay. So now it is done and it should be live. And so if we go to native note, we press commandr

[7:59] and we refresh it, we see that we now have a new app here. It is updated. And so anytime I want to change to the app, whether I'm on my phone or my computer, I can just ask cla projects. All I need to do is go to the native note project, just ask it and it'll figure out how to do it. And so Claude Opus 5.5 right now, in my opinion, is at least for the things that I'm doing, it is the best at coding. And so it's best at creating apps, especially if it is very front-end focused. It's just very good at front end. And GPT 61 soul is also Frontier

[8:35] and it's amazing. It's just not the best at like front-end design. And so that is why I use Claude code specifically projects to build apps. And so the next thing that I use Claude for, specifically Claude projects, is I use it for design and slides. Yesterday, Anthropic released their S1, which is a required document outlining a ton of different things that's required before an IPO. And on my phone using Claude Projects, specifically, I was using my Rick Cra Claude project, which is basically like Claude Duet, which is my own little personal agent, but I just think projects is better. I talked to this agent on my phone. I was like, "Yo,

[9:13] this S1 came out. It's very textheavy and data heavy. I need to properly visualize it, organize it how we normally organize my videos and create a slide deck. And that this is what it created. It shows all of the data in this very easy to understand format where the money goes. I could look at

[9:30] their revenue, their operating costs. And what I've noticed is Enthropics models, especially Opus 5.5, is just incredible at visualizing information. take any information in the world, a PDF that's super data heavy or an Excel sheet, and just tell it to turn it into like this visual thing. Like here it says here is the amount of customers who spend around uh 250 or uh 250 spend 10 mil or more. 1,900 people spend a million or more. And it just creates these little visual diagrams here. It shows revenue attention. So a customer spent a dollar a year earlier. That same customer spends $9 now, which is just absolutely unheard of. and it goes

[10:09] through all of its compute. It takes me through everything, all of their risks, and then also it just has really good organization. Many of you who watch my videos know that I have this working outline that gets filled in as we go through the video. And so, it's super cool. And then I had it do a data section at the end. And so, we can look at all the raw numbers. And it created this in three prompts. I just went back and forth on my phone saying like, "Hey, can you change this? Can you change this?" And this is how I learned about everything on the S1 was just with this

[10:40] slide deck. And again, this is not just slide decks too. This is also their claude design mode which is integrated with claude projects. This is actually where I originally designed native note as you can see here. This was how I kind of originally designed the entire app and I just iterated with Claude. I think I did this one on my computer, but you

[10:59] can create these designs on your phone. Anything you do on your computer, you can now do on your phone with cloud projects, which is why I use it so much. Just say, "Hey, create a Figma style design board. Create, you can create as many options as you want and then you can just select the option that you want. You can say, hey, push this to prod or implement these designs into the app that we're creating and it can spin up a local session to do that. It may design it in the cloud and may implement it using your computer and you don't even need to like know that. You can

[11:25] just let your agent do its thing." And so I use it for slide decks and then creating claw design. Now, here's for the most fun one and the most viable use case right now, and that is video editing. And so, I've been using Claude non-stop to edit my videos. In fact, these two videos right here, this how smart people are using AI and how I've been using Claude Duet, both of these videos were fully edited by AI. Now, there was some iteration, but they were edited by AI. And so using Claude projects was also how I've been creating these animated explainer videos with a very specific style. And so as you can

[12:02] see here, I created with Claude and we can actually see which model. So yeah, here are my prompts to create version one of this video. I used these prompts right here and it created this video which explained one of Karpathy's tweets with LLMs at all. Around 1 to two billion about 20% are casual and infrequent users of free tier chat GPT like products. This group sees derpy chat bots and treats them a bit like a

[12:30] better Google search or writing aid etc. Maybe an agent tries to book you a flight. I have non- tech friends who reasonably, in my opinion, say they have not much use for it at all. Even many professionals outside of math and code are in this tier. And then that was just version one. This was actually version two of the video. I basically made some changes with these prompts using Claude Opus 5.5 on projects and it made the video much better and it was more zoomed out. And I posted this video on Twitter and it actually got 2,000 likes and 160K views. And many people were commenting

[13:06] asking me about the skills. They're like, "Yo, share how you made it and do you mind sharing the prompt that led to the graphics or is it just Opus 5.5 choice?" And by the way, this little app that you're seeing right here, this is V2. This is an app that I'm working on that will be free and open source. It is the GitHub for video editing. And it will allow your agents to create versions of the app that you create. And you'll be able to track all of the prompts and all of the different files that you use to create each video. And people on your team will be able to fork

[13:39] your video. You'll be able to share your videos and make them public. And yeah, I'm really excited about this project. And it is video editor agnostic. You can use any stack, you can use any agent, anything. All you do is copy a prompt, give it to Codeex and it will create version control for your video and all you need to do is go to v2.vide

[14:00] and you can sign up for the wait list. As soon as it's ready, we will send access to everyone who puts their email right here. I'm really excited about this. This is free and this will always be free. This is the GitHub for video editing. Working on it right now with my team. Okay, so in summary with cloud code, it's just incredible at creating things. And I think the best orchestrator of creating things is cloud projects because you can create different projects uh one for each of the apps that you're building. You can create an editor agent and a designer agent and it's really useful. But there

[14:30] are also things that Codeex is better at than Claude Code. And so now we need to move down the stack and we're going to get to codeex. What if your inbox could become a plan you actually use? This part of the video is sponsored by Superhum. As you guys know, I use AI tools for basically everything, and I already use Superhum for email, but pulling together deadlines and feedback still takes work. Superhuman mail and Superhum Docs are part of the Superhum productivity suite. Mail is the email app. Superdocs is a collaborative workspace for documents, tables, and project trackers. Both have connectors for the AI tools you already use. Here's

[15:10] a workflow I want to show you in chat GPT. First, I connect the superhuman mail and ask find the emails about my upcoming videos. What are the deliverable deadlines and latest feedback? Then using superdocs connector, it will turn that into a content calendar with a next action for every video. Flag anything that's missing. Now I have a plan I can review against the actual emails. When something changes, I can ask the AI to update the document. Try superhuman connectors today. You can sign up for superhum using my link in the description. So the first way that I use codecs all like all day every day basically is I use dots with voice. So

[15:54] if we were to measure how I use AI in minutes, this is the number one way I use AI. And I've gotten into a routine. I go to the gym in the morning, but I leave an hour and a half early and I walk around for an hour before I go to the gym talking to my DOT. So, dot is the personal agent platform that is in chat GBT. And I think the correct way to think about dot is it is a codeex orchestrator. The same way that cloud projects can delegate to uh cloud code sessions, dot can delegate to codec sessions. In the same way that cloud

[16:29] code can spin off cloud sessions and sessions running on your computer, dot can do the same thing with codecs. So I can call dot. Hey Riley, good to hear you. What's on your mind? Hey pal, I need you to check the recent changes that I've made to native note. Can you spin up a new codec session? Investigate it. And I actually want you to add that same background that we added to native note to the other pages like to the background of the list view and in the calendar view as well. Can you spin up a new codec session and then uh push your changes to prod

[17:02] on it. I'll open a fresh codec session and dig through those recent changes now. I'm getting a new session ready for that background update now including a prod push once it's checked. Thank you buddy. Of course. And look at this. It shows Unifi native note backgrounds. If I click on this right here, we can see that it's spun

[17:20] up. Thanks for waiting. The new codec session is running on your MacBook Pro and inspecting native note. The changes and production push are still ahead. I'll keep an eye on it and let you know as soon as there's something to review. Okay, that's great. Yep, I can see the codec session running in the sidebar. While that's running, can you actually spin up a new cloud session real quick and just do some research for me on how people are video editing with AI? I want like an in-depth report and you can create a pages, you know, a G in GPT space, you have the new page feature. I

[17:55] want you to create pages. I want diagrams of exactly how this is working and um and uh yeah, that's what I kind of want to know is like what are the strategies people are using? What are the types of skills people are using? put it into GPT pages and yeah, spin this out and put codeex using the GPT6

[18:11] soul model to do this. Yep, I got it. I'll start that cloud session with GPT6 soul for the in-depth report on AI video editing with pages and diagrams showing how the tools and skills fit together. And meanwhile, I'll keep an eye on that native note session so we're not doing anything twice. Amazing. Yeah. Cool. And then actually once you're done with spinning up that session, can you do you mind just give me a little report here in the chat on like what videos I'm working on in in

[18:38] notion my long form videos? Sure. I'll pull that up. I'll check notion for your current long- form videos and put a short status report here in chat. Thanks pal. So that's why I use dots with voice. It is like talking to a human that can use codeex for you. And so codeex is like very very good at a lot of things. And the next reason I use dots and codecs as like one of the main tools that I use is it has incredible computer use. In fact, whenever I edit a video and I really like the video and I get to my final version, I just asked my

[19:11] dot. I said, "Hey, the video's ready, post it on YouTube, and what it'll do is it'll analyze the transcript of the video. It will go through in Chrome, upload the YouTube video there, fill out all of the details, get the description ready, look at my emails, you know, if it's a sponsored video and I need to include like a link in the description, it'll add it there automatically and then it will save it as a draft and then my dot will just message me like your dot your draft is created here. Go ahead and look at it and when you're ready, you can post it. It's incredibly useful

[19:41] and computer use with codecs is amazing. Next time you're on your phone and you leave your laptop open, just go to your dot and be like, "Hey, spin up a new codec session and ask it to do anything on your computer and have it take screenshots as it's doing it and you can like kind of see how your agent uses your computer and it's basically like having an agent that can fully control your computer." And so that is one of the main reasons. I also use codecs a lot for business tasks. That's how I kind of split my usage between cloud code and codecs. Cloud code is creating

[20:12] assets for my content business slash when I want to learn anything like in the case of the the anthropic s1 I was just wanted to learn that's why I had it create slides and I do that for basically everything that I want to learn. So if I'm creating an asset, I will basically have Claude code do it because it is just really good at visual design and then also video editing. And codeex I use for my like personal assistant administrator and it keeps track of my calendar, my emails, all the messages in Slack. That's how I use codecs. And I generally just speak with Dot because Dot can spin up codec

[20:48] sessions. So in both of these cases, right, with dots and projects, I'm speaking directly to an orchestrator. And so Anthropic, what I think they're trying to do is they're actually releasing a new product called Claude Duet. Most people don't have access, but it is their version of dots and it is a standalone app. I prefer projects now because Claude Duet cannot spin off local sessions running on your computer and that is a non-negotiable for me. I must be able to do it for me to use that agent frequently. And so that is why I'm

[21:18] using these two apps as my orchestrator. And the final use case that I've been using for Codeex is email and Slack. I mentioned it before. I can't really show examples because all of the data is sensitive. The way I do all of my emails now, and I'm not kidding, like 90% of my emails is I pull out my phone in the morning, put in my AirPods, and go for a walk. and I just talk to the agent and be like, "Okay, you know, every morning there's probably it fil my AI is already set to filter out all of the emails that I don't need to see. It'll just

[21:48] autoarchchive them." And then there's probably like 20 25 emails that I need to hear and I just talk to my dot. I said, "In order of importance, please read me my emails." And then be and then my DOT will talk to me and be like, "This one's from this person and they said this." And then it'll read the email and I'll be like, "Okay, dot I I want you to respond with something like blah blah blah blah blah." And then it'll read it out to me and I'll be send it and then I'll do that on a walk. I love walking. I hate sitting in front of

[22:13] a computer and doing emails. I do all of my email and responding to Slack in little breaks in the day when I go for a walk. When I can go for a walk, I do. In fact, I can't wait to do it after this video and talk to the dot and I can actually get things done while walking around. It's amazing. Okay, so now what I want to talk about is a little bit different of a tool that sits at the center of all of my agent platforms. And this tool is what allows me for my agents to share skills and plugins. And by the way, this is not sponsored at

[22:42] all. It's just an incredibly useful tool. And that is Composeio. And so Compose allows me to centralize my skills and plugins. Many of you guys have seen this screen before in the chat GBT app. And there's an equivalent one in the Claude Code/Cloud app where you can install these plugins and they're really useful because plugins allows your agent to actually use all of these tools. In ClickUp, I store all my brand deals with my management company. In Convex, that's where I store all the data for all my apps. In Gmail, that's where I have all my email. I have my calendar. I have my superhuman email,

[23:19] which I actually use more than the Gmail one. I have my notion where I store a lot of useful things. Versell where I host the apps. Exa where I do it has a better web search than the ones that are built into these agent platforms and then a lot more. And it would be really annoying that if every time I wanted to test a new agent platform, I would have to resign in to all of these. Well, one plugin that you can add to all of your agents is the Composio plugin. And this is Composeio. Once you create your account, all you have to do is go to

[23:52] apps and you have literally every plugin you've ever created. Claude and GPT have no built-in YouTube plugin where you can plug it into your your actual YouTube account where it can change things on your YouTube. They have that on Composio. And so all you have to do is plug in your Composeio and then you get access to all 30 all 30 of these apps that I've added. And you can create your own custom tools like I did here with my native note tool, right? I have an internal tool and I created a native note app on Composeio and all I did is ask my agent to create it. Now all of

[24:31] the agents that I connect to will be able to use native note. It will have all of the instructions and it's really easy to use. And so remember with dot we were asking it to create both of these sessions right here. If we navigate to Composeio and we go to home and we scroll down, we can see that it was actually using the Composeio skills the whole time. The way that it uses Slack is through Composio. The way that it uses Gmail, it's not even using the ones baked into Codeex, it's using the ones on Composeio. And so I'm able to just give my agent the ability to use all of

[25:07] the plugins. And so that means let's say tomorrow Microsoft came out with the best agent platform and it was powered by their new model Microsoft Satia 4.0 and this was insane and they had all these different plugins that you could add. All I would need to do is go to this new agent platform and plug in my Composeio and it would have access to all of my plugins. Additionally, they have instant and I'm telling you this feels sponsored. I promise you this is not sponsored. This is just genuinely useful. This is instant. And so what instant does is it basically takes all of these useful API keys that you might

[25:42] want access to like Tavi which is uh search exa which is search. It also has like 11 Labs FAL which has every popular video model for cheaper. It's much cheaper than Higsfield to use. You can just plug it into FAL and get all of the creative video models and image models. What it does is it basically sets this up to a single API. So it'll charge you for the amount that these APIs cost, but you don't actually have to go in and set up your API key. It just automatically connects to all of them. And so the way that I think of Composio, right, it's kind of an agent passport. It allows me

[26:17] to very easily switch from agent to agent platform because I've centralized all my skills and plugins. And by the way, you can also create skills. I think I only showed you the apps that I had built. So in Composeio you have your apps and then you also have skills and then I have mine at my email and here are 20 skills that I use quite frequently. I don't want to have to uh set up skills on Claude code and then tell Claude code to send the skills to codeex or send them to Grockbot. I just centralize them. All of my skills are in one place and all I need to do is

[26:52] connect the Composio integration and it has all of these skills. And the next one is actually one that is something I'm working on right now and I actually don't know how to solve the problem. And for anyone who's solved this problem, I would love for you to like let us know in the comments and that is memory. The same way I centralize my skills in

[27:12] plugins. I want to centralize my memory. Codeex, Claude Code, Grockbot, Muse, Claude Duet, all of these platforms keep a memory on you, but when you switch from platform to platform, the memory does not persist. And so I'm trying to figure out a workflow that is relatively simple that allows these agents to centralize my memory. I tried connecting super memory to Composio and that was okay. I just couldn't figure out how to get it to update its memory more frequently so I could very seamlessly switch from cla to codeex and it could just pick up with all of that context in mind. It would actually have memory of

[27:51] all the things that I'm doing. So, that one's more of an open question because this is the thing that I need to like complete my stack. I need to figure out memory. So, let me know in the comments. Okay. Finally, we need to talk about Grockbot. Now, I don't actually go to the Grockbot UI ever really. I mostly just use Dots and Cloud projects. That's how I interact with agents. But, I want to talk about two things. First of all, Grockbot has Twitter access. And if you're a content creator, it's incredibly useful to get an AI to scour Twitter to find links. Maybe you're looking for B-roll videos to put in your

[28:25] news content. It's really good for doing research and being upto-date, especially on tech news. This is where the smart people are talking about tech period on Twitter. And because you can connect Grockbot to Twitter and then they also have a feature called web hook, you can allow Claude code and codecs to send a request to Grockbot. Let me show you what I mean. So, if we go to Claude and this is a local Claude code session. I can type in Grockbot web hook. Hey, I need you to research Claude design, not Claude design, rather Claude Duet, their new platform. Can you please get Grockbot to do some research on this and

[29:01] create a little report based on this? And so what this is going to do is this is going to use a skill that I've configured called grockbot web hook which is connected to if we open up grockbot we can see here that it has a cloud code web hook skill. So when a web hook fires it will begin working and you can see here that it's automatically starting it

[29:25] is chipping away. It is doing research. It sent a request to Grockbot. So that means I don't need to use three different agent platforms. I can basically just interface with my favorite agent platforms which is codecs or dots and clawed with projects and they can send requests to Grockbot. I don't actually use the Grockbot UI. I just basically have my agents delegate to Grockbot because Grockbot has full

[29:47] access to Twitter. It's really useful. And this also connects to your account. So I could have asked Cloud Code to check my Twitter DMs and it would have just delegated that to Grockbot. Very useful. And there you have it. I am a content creator and I'm starting a company called agent native and these are all of the tools that I use. I use cloud code specifically projects to coordinate all of the assets that I need to create apps, designs, slides and video editing. I use codecs for its computer use. All business and coordination tasks which are just such a high percentage of my business is just

[30:22] coordinating with other people through email, Slack and otherwise. and Codeex can access my text messages as well, which is really useful. That means I can access my messages [clears throat] through voice with dots. And that's kind of the main breakdown. And then obviously plug this into all of the other tools that I use. And the way that

[30:40] I centralize that is through Composio. And then Twitter is such a large part of my business, whether that's doing research or posting on Twitter. It's one of the main accounts. I connect it to Grockbot because it has full access to my Twitter account and doing research on Twitter. So, this is like 90 plus% of the things that I do with my agent stack. And as this evolves, I'll probably remake this video once every two months because it'll probably be different in 2 months because the agent platforms will evolve. Meta might release a new model. Google might

[31:09] release a really good agent platform. It's really, really cool. And who knows, someone might release a better Composio competitor. And so, anyway, thank you guys so much for watching this video. I hope you guys got a lot of value. If there's something that you want me to create or a video you want to see soon,

[31:25] let me know in the comments.

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