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Some more detail on the ROIC Intelligence App I built yesterday and mentioned on today's earnings call. I took the PDF that Brian Nowak at Morgan Stanley put together for Hyperscale ROIC this week and used Copilot code (coming in our new superapp) with a single prompt + skill (/…↗

Loops You Can Trust The best way to manage agents starts with a three minute egg. Suppose you run several restaurants that serve breakfasts to big bursts of morning traffic. Every customer orders the same meal: an egg, toast, and coffee. They expect all three to arrive together…↗

GPT-5.6 Sol has been used to solve open problems in mathematics. So why was it struggling with ARC-AGI-3, a benchmark of 2D puzzle games? We investigated. The harness was not letting it remember what it had learned. We found that enabling two API settings tripled our scores wi…↗

·@OpenAI·Jul 30, 2026·benchmark·2d-puzzle·api-settings·arc-agi-3·benchmark

T3 Code is now available on iOS and Android. Run “npx t3 connect” in your terminal, install the app, and now you can control Claude and Codex fully remotely. Still 100% free. Still 100% open source. Enjoy 🫡↗

·@theo·Jul 30, 2026·tool·android·claude·ios·npx-t3-connect

I tried asking myself what I'd learned after 40, and it turned out to be a lot of the most important stuff I know. At least 90% of what I know about startups, because I was 40 when we started YC. Plus everything I know about parenting and most of what I know about writing.↗

·@paulg·Jul 29, 2026·person·parenting·reflection·startup·writing

Either she lied about being sick or OpenAI is the new rest and vest lab↗

·@catboosted·Jul 29, 2026·news·openai

After deployment, we applied GPT-5.6 Sol to advance the frontier of efficiency by making itself more efficient to run. The results: - 20% lower serving costs from production GPU kernel improvements. - 15%+ better token-generation efficiency from improved speculative decoding.↗

·@OpenAI·Jul 29, 2026·news·efficiency·gpt-5-6·gpu-kernel·sol

People keep on telling me that my message about AI is undercutting my own books. Those people do not understand how agents work and who actually controls them. You can't tell an agent to be clean. You have to measure the cleanliness that they produce and have them correct fail…↗

·@unclebobmartin·Jul 29, 2026·essay·agents·ai-safety·constraints

That work will change around AI is inevitable, but the way work changes is not. I think firms with a lack of imagination will see AI as an opportunity to cut people, but firms with the vision to expand human roles & make them better with AI will thrive. …↗

[1] software factories are super real but we need to be realistic. the factory aspects haven’t been cracked yet, the [3] innovators are toying around with discovering practices and pieces. if someone is selling you a factory rn and they aren’t in the super small cohort (ie. the…↗

Never Compete. I was on with someone from our team at slow talking about competition recently… ‘how do you compete in venture capital’, etc… win deals. My honest philosophy? I hate competition professionally (love it in sport, but not business)…. And I think competition is espe…↗

·@lessin·Jul 29, 2026·essay·competition·seed-deal·venture-capital

On harnesses, I vacillate between three beliefs: - the less harness, the better. Models are the magic - post training a model and harness is dramatically better and the model providers win - harnesses have real independent value from the model I have no idea which is right.↗

·@martin_casado·Jul 29, 2026·essay·harness·model

New project I built over the weekend with Grok Build: ~npm i drawesome It's the easiest way to add drawing tools to any React app with a simple, delightful toolbar. Smooth animations, thoughtful details, plenty of customization. Fully open source. Zero dependencies.↗

Launching Copper, a Mac app for capturing things you want to keep and prompts you want to try next while working with AI. The more I use AI, the more I find myself collecting little things I don't want to lose. You're in ChatGPT and think, "I'll need this later," but you don't…↗

Fable is really good at launch videos It essentially one-shotted this video. I told it to read my launch post and create a launch video. That's it. It ran for 46 minutes (without asking me any questions), found all the product logos, and spit this out. I then asked it to add…↗

Pragmatic Leverage in the Software Factory This one is a bit of an addendum / side-quest to the recent series. It didn't fit cleanly into the main post so I'm publishing it standalone. It is referenced briefly in [Why Software Factories Fail](…↗

What's gone wrong with AI & labor — a thought experiment A thought experiment that I think helps explain much of what’s gone wrong with AI and labor: Imagine an alternate universe in which — for whatever reason — no one ever published source code online. The open source movemen…↗

"npx t3 connect" This one's been a lot of work. You can now set up remote control for T3 Code on any internet-connected box with literally one command. All for free. T3 Connect is a minimal open source tunnel layer allowing you to control T3 Code instances remotely without need…↗

·@theo·Jul 29, 2026·tool·claude-code·npx·t3-code·t3-connect

We support this petition, signed by our CEO, several co-founders, and senior staff. Our own research on recursive self-improvement, published last month, points to the need for tools to deliberately pace the frontier of AI development so society can prepare. We’re glad to see b…↗