The Ledger
Every statement that passed quotation and attribution checks. Mix any filter with any other: certainty 1/5, debate potential 5/5, or both at once.
why aren't all 106 resolved? a statement only gets an assessment when the public record can support or contradict it. opinions and what-ifs never can, and 0 checkable ones are still open, waiting for their date. predictions held up or didn't; assertions are supported or contradicted. on every card: ▮▮▮▮▮ certainty · ▮▮▮▮▮ debate potential. speakers are clickable
Brown: Codex beats Claude Desktop by unifying coding and coworking tools
“Another way that I like to think about this is Claude code or this codex is like Claude code and co-work in a single product, but it's even better than that. And the reason why I like it more than Claude desktop is Claude made a decision to split up co-work an…”
Brown: 95% of software development is now as easy as making presentations
“I think vibe coding has gotten so easy that like, 95% of the things that you would want to code, it's as easy as creating a presentation.”
Riley Brown: OpenAI consolidated efforts to integrate Atlas browser inside Codex
“Well, recently they had like this big red alert at their company, and they decided to kind of push all of their efforts into one single app, which was Codex. And now what they're doing is they're just putting Atlas inside. They're basically putting Atlas insid…”
Brown: GPT Image 2 is undeniably the best image model in the world
“Codex has GBT image two, which is the best image model in the world. And again, this is not like up for debate. I'm not, again, I'm really not trying to show anything.”
Brown: AI will control browsers as well as humans within three months
“Cause this is not a year from now. This is like three months away. AI will be able to control any browser like as good of a human.”
Brown: Codex can generate complete working mobile apps from one prompt
“For this, for now, you still need to have a Mac, and you need to have Xcode downloaded, but it can one-shot mobile apps, like full mobile apps.”
Brown: People will prompt full movies with perfect audio in 739 days
“People are going to be creating movies with prompts 739 days from now, with perfect dialogue, with perfect speech with great background music, like, all of the models are going to be integrated into these videos and it's going to completely disrupt social medi…”
Brown: Small overseas teams will run millions of AI influencer accounts
“It's going to be a group of 10 people overseas somewhere who are running millions of accounts to the point where it floods social media, where Mark Zuckerberg's going to be like, oh, like, we have to tone this back, like, or else it's just going to flood the i…”
Fully autonomous AI developer tools will build entire apps within two years
“Like Devin's trying to create that right now where like I could just give them this idea for an app and then I could go eat pizza and come back and It's just done after many iterations. And so that is like the full, that's where I think this is ultimately goin…”
Brown: OpenAI's Codex is the most powerful interface for AI agents
“People are going to learn how to use the best interface to use AI agents, in my opinion. I think Codex by OpenAI, and that means if you have a ChatGPT subscription, you have access to Codex, which I think is the most powerful way to use AI agents”
Riley Brown: Codex is the only platform combining vibe coding and knowledge work
“It is the only interface that does vibe coding and knowledge work in one platform.”
Brown: AI will autonomously build and use custom tools within a year
“If you think about where we were even a year ago and then you think about where we will be a year from now, you know it may just create its own Canva a year from now and then use that. It might be like, oh, it'd be way faster for me to just create my own tool …”
Brown: Sora is not the best AI video model right now
“Sora's not the best video model right now, so that's why it's not interesting”
Riley Brown: MCP is a buzzword distracting from agents with tools
“I think, personally, that MCPs is kind of a buzzword. It's distracting you from the sauce, and it's distracting you from the core ideas that you should be focusing on, right?”
Riley Brown: No company has made connecting tools to AI easy yet
“No company, even to this day, has made it really easy to add external tools.”
Riley Brown: LLM canvas and artifact features are overrated
“I personally think At this point, they're a little overrated. Like, I hardly ever use them.”
Riley Brown: Social platforms will de-boost faceless AI accounts
“I think social media platforms are going to start de-boosting, ah, faceless accounts, because I don't think people want faceless accounts.”
Brown: Vibe Marketing Market Will Probably Be as Big as Vibe Coding
“I think it's all great, and a massive industry. Probably as big as Vibe Coding.”
Riley Brown: Being an entrepreneur is safer than traditional employment
“Being an entrepreneur is a safer job than actually having a job. And I really, I mean, obviously you need to have like some good foundations, but I do think there's some truth to that because I don't feel at risk of losing income right now because I know that …”
Cursor Agent is the most legitimate coding agent on the market
“No, this thing is legit. Like it is the most legit agent on the market, in my opinion.”
AI tools let builders integrate APIs without technical understanding
“I actually learned how to, like, fully integrate multiple APIs into an app before I even knew what API stands for, because you can, you don't need to know with a with the AI tools.”
Cursor Agent possesses individual technical skills superior to some senior developers
“I think cursor has a lot of individual skills that are better than certain developers, certain senior developers for sure.”
Black Forest Labs Flux Pro is the best image generation model
“This is Black Forest Labs Flux Pro. This is the best model right here, I'm pretty sure. Or at least it's good enough.”
Firebase is significantly easier for backend development than Supabase
“But I think Firebase is by far the easiest to use. Way easier than SupaBase. Many people like SupaBase because it's open source. We've tested both. Firebase is easier.”
The popularity of .ai domain extensions will wear off soon
“I think the dot AI is going to wear off soon. Like, I think it's going to become uninteresting”
Beginners needing databases should start with iOS prototyping over web apps
“I honestly think this might actually be a good place for people to start instead of starting with a web app except for V zero. Like if you want to just do front end design, if you want to actually have a database, I think it's a really good place to start.”
Brown: Vercel's v0 is more creative than Claude Artifacts
“And you just put in your idea and V zero is quite creative compared to like cloud artifacts compared to anything else. You can it comes up with original ideas, which is fun and it's really fast and shareable.”
Brown: Users will eventually talk to AI just like a designer employee
“The end game is like, you're going to talk to AI exactly as you would talk to a designer employee which scares some employees, but like also empowers you to create some cool things.”
Brown: AI tools can build a full Notion clone in seven hours
“It takes six or seven hours if you like really want to go ham to create something that looks a lot like Notion, but with a full database storage and everything fully with AI without writing a single line of code.”
Brown: Constantly switching between trending AI tools is the wrong strategy
“I think you have, you should pick a stack and you should stick with it. I think moving from hot tool to hot tool is actually not the right strategy.”
Brown: AI toolmakers are converging on folder-and-thread agent interfaces
“All of these companies are deciding that this is kind of the correct interface to interact with AI agents.”
Riley Brown: GPT 5.4 one-shotted a Replit clone in 80 minutes
“I've one-shotted, the other day I one-shotted an app like Replit, a vibe coding tool, that spun up sandboxes, and you could vibe code web apps on your phone in one shot. It took an hour and 20 minutes to generate the code, and this was on 5.4.”
Riley Brown: Execute AI tasks once before turning them into automations
“This is how I normally set up automations. People sometimes want to create an automation before they do it. It's just like do it once and then tell the agent to do that every time on this day. And that's a kind of a good workflow.”
Brown: Collecting output examples is top priority for enterprise AI implementation
“The number one thing that you can do in a company right now, and we're talking to a lot of companies that are trying to implement AI, is just collect as many good examples as possible. This allows your agents to have examples that they can reference.”
Brown: Codex autonomously built and played its own chess game
“And so, in my video, it did this in one prompt. I said, build a chess game, then use browser use to test the game and play yourself until one team wins. And that's what it did in one shot”
Brown: Claude and Codex Subscriptions Provide Thousands in Subsidized Tokens
“Like, in Claude or in Codex is you just save so much money because they're subsidizing, like, you get thousands of dollars of tokens for your a hundred dollar per month or 200 dollar per month plan because you're using their platforms.”
Brown: AI Benchmarks in One Year Will Measure Cost and Time per Task
“That's where I think the benchmark thing will be a year from now. It's not going to be how token efficient is it. It's going to be how much money and how much time does it cost to do a specific task?”
Brown: A startup building an AI video editor in Codex will make a killing
“I'm sure there's going to be a company that only builds, like, an AI video editor like ReMotion that shows up inside Codex, and they're going to make a killing, right?”
Brown: Successful startup founders prioritize tinkering over immediate tool ROI
“What I've noticed, you know, and being in San Francisco I've noticed that the people who have been, like, really successful creating startups are people who just, like, want to experiment and tinker, and they don't have so many people who are, like, type A, wa…”
Riley Brown: Claude Sonnet and Opus are agents out of the box
“Claude Sonnet IV and Claude Opus IV are literally agents out of the box, and so what we're talking about is giving tools to agents.”
Riley Brown says Perplexity built its business on a single search tool
“Perplexity built a billion-dollar company, right, in the beginning, adding one single tool, basically, which was search the internet before responding. They built a billion dollar company doing that, and this gave its responses incredible context where no othe…”
Riley Brown says MCP and n8n are the best AI tool frameworks
“I think MCP and N-A-N, the reason why he's talking about this is I think it is the two best ways right now to kind of give AI agents tools.”
Brown: Unified AI tool key management is a massive startup opportunity
“That is one of the biggest startup opportunities right now. I think people understand this. I think people will just realize that this is a much tougher problem than people think.”
Brown: Curating example databases for AI context is a major startup opportunity
“And so, in terms of, like, a, in terms of business ideas, some of the best business ideas might literally come from collecting good examples. I mean, look at this example, right? Like, AI never gave me good hooks until I created this little hooks database, so …”
Riley Brown says Glyph.app is the easiest no-key workflow builder
“This is a tool that I just found randomly that, like, I think is so, is the easiest workflow builder out of all of them. And you don't need external API keys.”
Brown: Giving AI agents tools without instructions degrades performance
“Part of your job as kind of the quarterback of the AI agent with access to tools is you need to decide what tools it has or hasn't. The more tools you give it access to without corresponding instructions, the more it's just going to get confused, and it might …”
Riley Brown: Highly Flexible Note Apps Undermine Team Collaboration
“I'm not a huge fan of like note taking apps where you have a lot of creative freedom because anytime you try and collaborate things become unclear. Notion, there's just too many options and bells and whistles in my opinion”
Riley Brown: Every Action in Notion Is Programmable Through MCP
“Google Docs makes it impossible, but Notion, literally every single action you could take in Notion is now programmable through this MCP. So an AI agent can just do those things directly if it has access to the Notion MCP server with all of those different too…”