Transcription
Today we're going to look at the top 10 repos on GitHub and X. This is what's trending and frankly I'm not a developer. I don't usually spend time in GitHub, but I've got the person who taught me how to vibe code, how to code with uh cloud code, and he's going to explain to me what I can use from this and frankly what it all means. Presented by Zapier, the AI automation company.
Let's go into number one. Adam, context mode. Explain the problem because this one seems like it's useful and then you told me actually I'm not going to recommend it. What is this?
Yeah, I you know often these MCP tools I I think you've used a lot of them. Other people have. We're just installing them willy-nilly though, right? I I want Claude to talk to my Gmail to talk to my calendar. You install that and then when you ask Claude, "Hey, search my calendar."
The calendar MCP tool will send back the whole month's worth of data or it'll send back huge threads of email when you install them. Then you ask a question, what am I going to work on tomorrow? Well, what happens is Claude will pull all of your events for tomorrow, maybe all the events for the next month. It's going to load a bunch of Jira tickets. It's going to check your email, and all of that gets shoved into the context of the AI. And then the AI is like, "Hold on, that's way too much." And it kind of gives you the answer that you want, but man, it's slow. It's expensive. Tokens are getting more expensive. So, you're sitting there waiting. And a tool like this, what it does is it sits between your AI and these MCP connectors and it says, "Okay, I know that that Claude or that that Gmail sent back all of these emails, but only these three should go to the to the AI." Oh, you sent back a whole month's worth of events. Only tomorrow's events should go to the AI. So, it's pruning all of that out to keep the AI fast, efficient, and cheap.
So, why didn't you get as excited about it as I thought you would? This seems like something I should be installing. This is a problem that Anthropic wants to solve, that OpenAI wants to solve. Like they're already six months ago, they were terrible at pruning the results coming back from MCP tools, they're already 10 times better, and 6 months from now, the models themselves are going to be better at this. So maybe this is a short-term band-aid, but if it caused me to have to change my workflow or learn anything new, like I don't I don't see this as a as a durable tool.
Meanwhile, on Twitter, people are getting psyched about it. Uh, and I've got a link to it. Stop paying for Claude Max before you upgrade your plan. This is not going to keep you, Adam, or frankly even me from leveling up to Cloud Max. We still need that that much usage.
Okay. All right. And of course, for everybody, we've got this whole report, including links directly to the to the repos available in the show notes. Let's go on to number two. Ammy. This one I kind of added on because it was popular and um I just don't think it's really really useful for me. But let me show you why it got popular. This is the founders's tweet. It went viral because of this. Let's see. It's loading up here. I'm going to I'm going to just do a playbyplay. This guy is now looking at the internet. And as he's seeing some dude drive, it looks like it's Epstein. And then Ammy says, "No, that's not Epstein." As he's doing his work, Amy's watching his screen, guiding him, telling him not to be such a wuss with his boss. Don't apologize. He then gets a call from his from Maya, his significant other. And as he's talking to her and getting excited about her, he wants to walk over and show her some artwork that he got for her. And then if you look in the background, for a split second, there is a dude in a towel behind her. Her eyes light up. The dude gets away. She angles the camera away. And our guy comes back with the picture that he's showing her that he's got for her. It's wonderful. Meanwhile, he didn't know the other guy was there in the background of the of the phone call of the FaceTime. But Ammy, as it's talking to him about uh ordering food, Ammy says, "Should I order for two people?" And he goes, "Why?" And he goes, "Well, for the other person in the background. Let me show you a picture." Now, this is the way it's supposed to work. It's not exactly there, but this is why it blew up. This plus I installed it. It is creepy as you can imagine, Adam, to install this thing because as soon as you install this app on your computer, it wants access to everything, otherwise it doesn't work. It needs to see my screen, needs to see to hear what I'm saying. It needs to do all this stuff.
And I got really like anxious about it. And immediately when I got anxious, on the bottom right, it said, "Go see our open go we're open source. Click here to see it." And it linked over to uh to this. So I think the reason obviously that they open sourced it is to reassure people you can actually see how it works and feel better about it. You can use it to connect it to different devices. So it doesn't just have to be your computer. It's nothing that I'm necessarily going to be building with. Am I right on this? But essentially this is somebody saying look trust me. You can look at all of our of our
Andrew. I think this Ammy here is is a great example of what's coming.
You know we're going to see lots of these. We've seen a lot of little versions like this to me is just a more userfriendly version of open claw. You know, open claw you had to do all these integrations but oh, now it's a second brain for my life and it can work while I'm not there. Like Omni looks like it's doing the same stuff but in a much more user like look there's glasses, there's a device you can hang and you know they want to sell these devices and their AI service but a year from now, five years from now so many of these will exist. Like think all the way back to like Clippy, the Microsoft, you know, paper clip that was trying to help you write your your resume or whatever in in the 90s and now like
that's what these things are doing. So, I'm really excited for these. Omni is probably or is probably not for me, but uh I'm I'm generally very excited. And even the little device there, like I have a little clip-on recording device just like theirs that I'll take on walks.
I think it works with that. It's this. It's
Oh, shoot. It's that one. It's right there. Yeah, that's the one. This is the works with it. Yeah.
device. So yeah, you know, I I I think this is just clearly where it's going. This one might not win. The others today might not win, but this is the future.
I think open sourcing is going to help them. It allow people to be in their world and trust them more. Okay. Uh Claude context, Claude MCP that indexes your entire code base into vector DB so Claude code can semantically search millions of lines without loading them into context. Again, this seems like a problem that here this is Charbell. Sha loves to write about uh GitHub repos that are hot. Said you paste your question into Claude code. Quote, refractor the payment uh module to use the new retry logic. Claude hallucinates. It references files that don't exist. It misses the actual retry helper. Anyway, this is the problem that it's supposed to solve. Seems like a reasonable issue for me. Again, you weren't excited about it.
Yeah, dude. This I mean, it's a huge problem. I'm very excited about the problem.
Explain the problem to me. I I don't know that I fully understand it. The problem is, you know, you we we've talked about this context management and oh, how can I have Claude search my, you know, the 50 emails I got today and that's inefficient. Well, when you look at a codebase, there there could be thousands of files, many of which are hundreds or thousands of lines long. There's a lot of code in all these applications. Well, how is Cloud supposed to search that? If you want to write some new function, you want to add a feature to your user interface, it probably has to update six files and it has to update them consistently. And how does it even find those six files? So this is there to say, well, how can Claude effectively find the spots in your repository that you need to change? It's a real problem. I'm a little let's call it skeptical of this solution because the engineers that are that are here in the room like we've been using tools like this for more than a decade. It's called the language server protocol and every development environment VS code cursor whatever they all support them. Many of them have them built in. And the language server protocol is it's this it's a way to track functions to track files that relate to each other. Uh, and you know, if I'm going to pick, I'm trying to build something and you tell me I have to pick between this like likely vibecoded new AIdriven whatever and the thing that's been working really well and that's been battle tested for 1015 years, like I'm going to go with the one that I know works, especially when it matters. The the problem with all this vibe coded stuff is that it's random. It's not it's not tested. We don't know when it works. And there's lots of corner cases that that the language ser server protocols have solved.
So I'm using VS Code to access cloud code. I don't need this. It's built in. If somebody's using terminal, would they need it?
It's either built in. If you're using the terminal, you might need it. Um, although if you're using the terminal, my guess is you're more of an engineering type anyway and you're already aware of language server protocols and and all the things there. If you're in a IDE, one of these developer environments like like VS Code, uh it's either already installed or they're very easy to install through the extensions and you can ask Claude to install it. Let's say you're using a programming language that's not so popular. Just ask your claude, you know, the cloud tab in there, hey, can you install the language server protocol and any helpful developer tools? And it'll go and find all these like again battle tested tools that that already work. Okay, so real problem, not necessarily the right solution. Um, by the way, this uh this conversation is sponsored by Zapier. Zapier is what allows me to bring in up to 10,000 other apps into whatever I'm building. And that means they've got MCP, they've got SDK, they've got so many different ways to connect it. And what I love about it is I'm not giving the agent that I'm using complete control over something like Gmail. I'm limiting it and saying you can read and you can write drafts, but you cannot send email for me. I'm feeling completely safe. I also love that if I dump on one of these agents and move into another one, I just take my collection of tools from Zapier, just give just point the new tool at the Zapier uh connection and I'm done. And it just works in a way that makes me feel safe, which means I get to try more things instead of feeling like, well, should I give it access to Gmail? I can.
All right. I'm adding Multicut here because it is so insanely popular and because you're so frustrated with it this week. Do you want to like talk about what this is and show it on your screen? I'll stop my screen share.
Okay.
Dude. I I at the end of last week I said I I need to try it. Um, and so I did. I'll share my screen here. So what Multikica is
is we've all got all these like chat sessions all over the place. I'll I'll drag over one of my I use T3 code often to manage um to manage my chat sessions. So here I've got a bunch of different projects. Uh each one has a bunch of chats. There's even more in all of these. And these are applications that we're building. They're tools or their research projects. And I treat each one of these chats more or less like a ticket, like a you know, I'm trying to develop
Say that.
Why why are you using that instead of like VS Code or something else? What is that thing that
Well, when you're in VS Code, you're you're looking at one project at a time and and I'm working on six projects at a time. And so here in T3 Code, here's one project. Here's a totally unrelated project. Unrelated project. unrelated project. So I can
That's another way for you to interact with claude code or whatever agent you're using.
Yeah, when I when you when you drop in, you can select and I'm switching regularly between both cloud code and using these models or the codeex uh harness and models.
Should I be using this?
I think it's really nice. I, you know, it's a it's a very simple app. It's a very uh
You've already seen all of the features of the app. There's not really file editing previews. So, it's nice for someone like me that has some very specific problem. I want to manage a bunch of these and chat with them all. However, the problem, Andrew, when when you're here is say, "Oh, well, there's five chats that are running here. There's two up here. And I really wish that I could treat these more like tickets." Right? Like, I've talked earlier about solved problems. Hey, man, we've solved how to organize work across a bunch of different projects and people, and it often looks like this, right? It's Trello. It's Jira. And what's happening is you create a ticket, you define the work for the ticket, and then you assign it to a person. You know, in this case, it's created by me and and you know, I could assign it to someone on my team. Well, what Multikica does, it says, "Yeah, that's awesome. You could assign tickets to people in Jira, but in Multika, you can assign tickets to AI." And so in Multikica, you can set up in your workspace a bunch of agents. Unfortunately, Multika, I think, is also kind of in maybe the prototype stage. All of my agents were deleted uh a couple days ago when I updated the app. So, I'm not going to update the app anymore. But here, I built one back just as a a tiny example. This is a feature agent and you could have a debugger agent and a research agent. They're just prompts. You just define a prompt for this. You can give it skills like you would uh in cloud code or anywhere else. And then you can connect it with, you know, whatever data you you want to give it. All right, you have your agents. What do you actually do next? You say, I've got this file. Well, instead of assigning this to a person, you can actually assign it to an agent. So, I'm going to go ahead and assign this to an agent right now. And then it's paused because it's in the backlog. But if I move it into the to-do phase, what we'll start to see is the agent will say, "Oh, this is my job. I see I have a ticket now, just like a chat message." You know, think of this as the message you would send to Claude Code, but oh, now it's working.
And I've actually set up internally here, uh, wherever it is, repositories. No, no.
So far, I'm liking this. I don't see a problem.
So, I've set this up with Cloud Code, Codeex, and and Cursor >> because those are already installed locally. And and look like in the background the agent's still working. It's awesome, right? Like this is sort of the dream. Like I I was so excited to try this. I was so excited to get in. The thing's working and and for me it's it's just as simple as all these chats, right? Because I could just think of every ticket as a chat. And what happens is once it finishes its work, it'll move this and say, "Okay, you need to review this now." Well, I can chat back. I can move this into the done. I want to show you one that I had already worked on just as a great sample. Create a nice read me for the project. Simple, concise, useful. Okay. And it's connected to a project I set up. This is a real project, Reach Studio. This is an application that we're building at Gateway X. And
I ask it to make a a read me. Okay. It ran some AI. It walked back and forth. It had, you know, just like you've seen with AI, it has a bunch of thinking. It changes some files. And then it says, "Awesome. I added a new readme that explains the current Reach Studio app." Well, I've got this this repository checked out on my computer. I went and looked. I was like, "Oh, I don't see a readme in here." So, I asked back, "How do I find this? Where do I look to see what you did?" Oh, look at the repo route for readme.md. Okay. So, I went back and looked. I must have missed it. Nope. I didn't miss it. So, I click on this and oh no, this isn't a link to the readme file. This is a link to
I don't know what some website. Okay, that's a little weird. And that's what all of these are. They're clearly just like AI, you know, whatever links. This is readme.md the website. And then it's like, come on, man. Like, okay, I don't see it. I don't see it. Right. But like, what? And when you start to see a lot of question marks, you know, I'm getting frustrated. There's no all caps yet, but it'll come out. Um, I checked GitHub. You know, I went on GitHub. It's like, did you push this to GitHub? Is there a new branch? Like I don't even know what the heck it did. Okay, I could We're talking about the local multi multico workspace not on GitHub. Here's where I checked out. I was never going to find this this like random folder on my computer. I was never ever going to find this. And this whole time it's assuming that. Okay, so that's weird. I added the read me there only. Okay, so now I've got to figure out how to open it. There's no link to open it. There's no folder at this point. Like why am I not just chatting over here? like all all of this like nice stuff where I was hoping it could work in the background and move tickets through. Like look at how much handholding even a teeny tiny little change like add a readme file is. This agent is is not ready for prime time. Now maybe you could get over this by spending a huge amount of time prompting in your agent instructions and building a bunch of custom agents. I had built some custom agents again before, but they're very unfocused. There's also not much set up like in the project. I can't actually tell it where I want to check out the Reach Studio code. So, in my opinion, Andrew, this feels like a Figma prototype. You know, nice functional, cool demo that I'd use for fundraising, but not really ready for prime time yet.
All right, I can see then why people want it. That dream is what I'm looking for, but I also I could see that if it's not working exactly right, it's it's just destroying work. like you literally said that it deleted everything that you had done because you you updated it.
So if you find another one of these, Andrew, I want to try it. This is an awesome idea. It's a really cool direction and maybe in in a couple months they'll also be a lot farther down. So I'm really excited to follow what they do. Uh, but I'm I'm not switching today.
All right, Voice Box. I really like Voice Box. Last week we talked about this which is the ability to create voices without having to pay 11 labs. And apparently it really it's it's super popular because it can duplicate voices really well. But to use this you need to write code yourself. To use this you need to embed it into projects you already have. What we're looking at this week is Voicebox. And the difference with VoiceBox is this is an app you can actually install on your computer and start using different voices. And that's the exciting part. In fact, here we've got voicebox.sh right here. And I'll unmute it so that people can hear what it looks like. And what we are using is now the Jarvis voice. And he's typing in, "Sir, I have completed the analysis." And now we're going to get to hear Jarvis, I hope.
Sir, I have completed the analysis. Your code has 12 critical vulnerabilities. your coffee is cold and frankly your commit messages could use some work.
Now obviously this sounds like a robot but if you continue you can click on someone like Morgan Freriedman free Morgan Freeman uh and so let's hear Morgan Freeman generating it and it's generating
I narrated penguins galaxies and the entire history of mankind but nothing prepared me for the moment a computer learned to do my job from a 5-second audio clip.
Okay. And now if we look and we zoom in, it's using Quen. This is a model that it is using to make this work. I think this is really interesting and it's exciting for people like me. We have actually in the past four podcast episodes had to create somebody's voice. We're creating a short. We need to do it. I totally see the value of of using this for me as as a user. I don't yet see it for something I would build on top of a fork or anything. Right.
Yeah, maybe. You know, my my first question when I was looking at this is, well, can I connect it to the 11 Labs models? Like I I love what they've done. I and I like I'm so excited for all these local models. I want to download this. I'm going to play with it. I might use it, but then of course, yeah, how do I actually use it for, you know, real work? Sometimes these local models, they're just not quite good enough. So, I'm very excited about it. And the local models are getting better and better. Our computers are getting better, too. So, this is this is really a cool one to watch. uh and and and try out if you do anything with voice today. Um, you know, you should be trying this. See what it's capable
On GitHub. There's no way for me to search through this whole repo. I could I could go to a file, but I can't just search for a word within all these text files, which is essentially all this is, right?
Yeah. Sorry. Uh G GitHub is not known as like a a reliable and good user interface.
Wow. Because I would like to actually do a search and see is 11 Labs a possibility. Here's what I did. Since I couldn't search here, I um I used Claude Co-work to just start flipping through because I was creating all these uh pages in Claude Co-work. And as far as we can tell, no, there is no 11 Labs, but it might be coming in the future. All right, let's move on.
This is so controversial. Android reverse engineering skill. What is What is this?
Yeah, you know, you've got all these apps. Like I I have an app on on my phone for IKEA and the app is not good as you could probably imagine. And so I'm sitting here and I'm thinking, well, man, I I wish that I could wrap some of these. I want to have a button on my desk or on my computer where I can turn on the air conditioner in my car remotely instead of having to log into this stupid app every time. Well, the app doesn't have documentation. Kia has not published the docs for their API. So there's no way for me as a builder or even Claude to know how to integrate with with the app. So I can't really ask Claude to fix that. What this is reverse engineering is say, well, I don't need the documentation. If I just watch this tool work from every different direction and I click buttons in it and I monitor what happens over time, I'm going to get to learn how the app makes the API calls. And if I write all of that down, eventually I'll have enough information to reproduce some of those calls myself. So that's reverse engineering. And that's a it's a this is an old skill. And honestly, AI is very good at this skill. Some of the some of the drama about the Clawude mythos model that you might have seen is around how good it is at reverse engineering, which gets close to hacking. You know, like as you point out here, like is this legal? Is this always legal? Is this against terms of service like like reverse engineering is is a you know a white hat or a gray hat form of form of hacking
And that is why there are so many people who are were bothered by this. It's one of the reasons why there are so many people who are bothered by this. Here's one of many people who said this is scary when they saw it. Um, because you can reverse engineer and find problems. In fact, people are using this to understand to here to do security research and audit software. Um, the other thing that has led to push back, here it is on Reddit, is people are basically saying you just kind of vibe coded something and you're putting it in the world and it's almost like he hadn't earned the right to share it and there's a little bit of suspicion around this also and and the person behind it. I think I think I'll add one other weird thing. I've been looking into him to try to get a sense of who he is, what he's up to. He has a lot of really good use cases, but I think there's like this a shucks I've just created this thing attitude that maybe is making people feel like he doesn't he hasn't earned the right to do this. And I I'm he has said that he used clawed code to build this and I think at times he said that he's used that it's taken him a few hours and it feels like irresponsible use of vibe coding. I guess that's where some of this drama comes up.
Yeah, maybe. I I think one one spot where you're going to struggle if you try this today is is when Anthropic released their 4.7 series models, they really added in a lot of restrictions around hacking and what Anthropic considers unethical behavior. And I bet if you try these skills today with 4.7, you'd say, "Oh, awesome." Like, it's a more powerful model. It won't let you do it. I've been I've been turned away in the last week by a lot of things from anthropic where it says, "No, I won't do what you asked me to do."
Some of it's the first time I've seen that from AI. I've seen AI confuse or kind of beat around the bush. This is the first time I've seen the AI say, "No, I I won't do what you're asking. I won't mimic that person's voice. I won't write a fake quote from, you know, Morgan Freeman, and I I highly doubt that 4.7 would agree to use this skill." Um, I do think it's so useful though for examples like what you and I gave.
I'm gonna try it. For what it's worth, Andrew. I'm gonna try it because I want a button on my desk that can turn on my air conditioner before I walk out the building.
So,
I want to be able to use Siri to say turn on the air conditioning. I'm living in Texas. Just like cool it off before I get there. Again, download the report. It's going to be in the description. And if you have problems like some of you did last week, let us know and we'll fix it for you. Uh, here is free claude code with a name like that. How is it not going to get a ton of attention?
Should I cancel my subscription right now? Like, could I just like cancel the card and everything?
You know what? I actually I thought maybe this was the answer, but uh I had a conversation with you. Here's here's the guy I think who helped get it a lot of attention. Goodbye cloud code, he writes on on Twitter. Goodbye subscription fees. Somebody just built a proxy that runs cloud code completely free and it's wild. You literally just plug in Nvidia's API key and point cloud code at the local host. That's it. Um, tell me what this is. Um, and we've obviously talked about it, but let's ceue it up for
Yeah. So, when you're using cloud code, it's it's two things. One, it's the command line interface or it's that extension in VS Code. So, that's the user interface, right? Like where are you clicking, you know, what where are you typing? And then the other thing that it is is a machine underneath that has a bunch of tools that knows how to search the web. It's system prompts and and some software. It's not complicated, but some software that ties all that together. And that's kind of this harness concept uh we're hearing more and more about. So, it's those together and then it has to talk to a model, right? Like there's no AI built into Claude Code, the the agent. It says, "Well, now I'm going to talk to Opus or Sonnet or whatever." And unfortunately with claude code if you really really love their interface their CLI their extension and you want to use a codeex model or you want to use a free model or Gemini you can't. The only models you can select from are the anthropic models and so it's not open like other ones are like this one is is showing you to be. So this is like kind of like reverse engineering where they're saying, "Hey, we can figure out how cloud code is making their API calls. We can get in between that and now we can send those API calls to Nvidia or we can send them to Quen or we can send them to whatever model you want.
I want to
So here's here's what I look at when I when this is what you showed me to build in. This is Cloud Code in VS Code. I chat here on the right with Claude Code. I have the files that are built for me on the left and then if I click on one of the files I get to see what's inside it. This is what you're saying in here I can now switch the model but I can only switch within these models. I don't know why Opus 47 isn't in here right now but okay I can only switch with it within these. And you're saying now they're enabling me to switch. But the reason that you say this is kind of useless is because you told me I can go here.
I could type in open code. You see that I did it and I essentially install open code right here. trust the publisher and install. And now I will have another conversation right here. This chat right here I guess is what it is.
It seems like it's working on it. Amanda Oh, I think you need to have open code installed on your computer as well. Just like claude like you would when you installed the claude extension. You installed claude on through the regular terminal or you know downloading it and then you install the extension here. But yes, it is a drop in replacement. Open code has been around for a while now. uh they uh obviously have tons of stars, very high rating and and I you know open code already does this. Open code lets you pick between any model you want. You can run a local model, you can run any of the API models that are out there.
There's no restriction.
So should I should I be using this? I mean honestly a lot of what I do in clawed code doesn't need the super sharp brains of of Opus 46 or Opus 47. I use it because what the hell? It's it's 200 bucks a month, 100 bucks a month. It's worth it for me. But should I just be saving money and switching to simpler codes that are free or cheap?
Yeah, I mean, you could try it. Uh, honestly, like I look at the $200 a month I'm paying for Cloud Code and what I'm paying for codeex and I say, "Hey, like that's worth a lot actually for my time." And I I you know, I just want the best model. You know, when I'm doing most of my work, I want to work with the smartest person and I want them to work as fast as possible. And so, yeah, could I save a couple bucks? Sure. But if it costs me even an extra 30 minutes a month, it's not worth it. The there's so much subsidizing happening in these other models that if you're not taking advantage of that like Claude Code Max subscription, um, which which by the way, it's $200 a month and it gets you about $5,000 worth of API credit. That's how much it's subsidized. You you got to take advantage of that.
Um, I like the community notes on this. This proxy lets you use the cloud code interface with alternative AI models via free tiers like Nvidia's NIM and does not run anthropics which I think he's hyping it up but I I think that that's the point and I don't think that this this repo is hiding it.
Fair point. You're saying it could help but honestly why do you need clawed code in order to do that? Why not just go directly with with um what was
Open code or hey the the codeex setup from open AAI they'll let you pick whatever model you want too. This is kind of just an anthropic problem. So if you really really really love anthropics VS Code extension and don't want to use any other one then okay this makes sense to you. This is your way to to branch out. But there's already lots of other ways to branch out that that don't require this kind of hack.
All right let's spend just a couple of minutes on this one. OpenAI agents. Um, what is this?
Yeah, honestly, Andrew, this is probably worth a full video because what this does is it lets you take the power of codecs or the power of open code or the power of cloud code and it lets you build that power into your apps. So, when I'm building a new AI powered app these days, I'm not calling LLMs directly. I'm usually using the clawed agent SDK or this like OpenAI agent SDK and it gives you all of this like multi-turn capability. It can scrape the web. All the tools that are built into that. It can run commands locally. It can read and write files. I don't have to write any code for that anymore. And my agent automatically has access to all those tools. And hey, if you've got a bunch of MCP tools, you can connect your custom app to those MCP tools as well. So, anything we're building, we're building on an SDK like this. Now,
it it doesn't get enough attention. It needs more attention. If you're building an AI powered app, you got to be building with something like this these days.
If you want uh more on this, we can spend another hour. Let us know in the comments. All right. Uh this is uh Evulper. By the way, last week I totally screwed up just saying the word me. I said meme and I go, "Guys, can we edit that out?" So now I'm overly sensitive about my pronunciation. Okay, here's here's the one sentence. Shared package manager for coding agent skills. When one agent solves a problem, every other agent on the network inherits a solution. My big issue with this before you explain like how it's useful is they love this whole like gene and bio biology uh framing for it.
It bundles genes that ship together. It's it makes it really difficult to follow their uh their GitHub readme files and understand what it is. Look at this. But what is it?
Yeah, I mean, I think you and I have run into this problem a lot where you know we work on teams, we work with other people and let's say I make a skill that helps uh research leads for our business or like a real thing is we have a skill that has our firm's thesis, our investment thesis is built into it. Well, awesome. I built that. How do I share it with the other people on my team? Do I send it to them as a Slack message, which is mostly what we do? Do we put it in a GitHub repository somehow and link, but like that needs a model? How do we organize these his version versus my version? A lot of tools are coming up these days with very different mental maps around how do we organize these shared skills, these shared prompts so that teams can share them, they can build off of them, they can modify them. And like I agree, I'm a little confused. I'm not a biologist, so I don't quite understand the way that these things relate together, but I love the creativity and and how many different people are trying to solve this problem. There's going to be evolution here that will that will create some awesome solutions. I don't I don't quite understand this one, but uh one just like this is is going to be awesome in the next couple months.
All right, finally dive into LLMs. This one was much more popular than than I'm making it out to be. It wasn't the 10th most popular. It was really popular this week. Um, but it's all in Chinese and I thought about leaving it out and then I said, you know what? Um, I think it's worth talking about because what we're looking at here is the Chinese teaching themselves and making available to other people how to learn all these different AI tools. And it's just improving the talent pipeline and that's what we're seeing here. It's it's a country that's really getting deep into this into AI. And that's my takeaway from this.
Yeah, I mean, I think you nailed it. Like when I look and see some of the most impressive research and impressive openweight models, it's all coming out of out of China. Like very clearly this is a a huge investment. There's like a a big culture of it there. Um, I'm a little bit jealous to be honest.
I know right to be surrounded by it. But we are here online surrounded by people who are learning this all the time. We've got this whole report and including some of the themes that we see uh developing in the comments. Ask for them. We're going to be do a better a better job of responding to comments. So just say hi if you've seen this far so I know that you've seen it this far and let us know what else you're looking for. Adam, I've actually sent emails personally from my Gmail account to people who who watch this and I think most of them thought that I was an AI, so they didn't respond.
Andrew, let's both quickly put your hand in front of your face. This is a good way to prove that it's not an AI video. Look, I'm a real person. Uh,
Well, this they believe. What they don't believe is that I'm actually sitting there and reading. That's fair. I'm using audio dictation. But still, I want to hear from you. Let us know what's helpful. Let us know what else you're looking for. And we'll see you next week. And bye, everyone.