OpenAI research automation 🤖, Tim Cook's role 💼, agent secrets 👨‍💻

OpenAI believes that Artificial General Intelligence must be democratically governed for it to benefit all humanity. This can only happen ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ 

Sign Up |Advertise|View Online TLDR Together With TLDR 2026-09-07 Give any AI agent access to Google search results with SerpApi — special offer for TLDR (Sponsor) Agents are smarter when they can search the web. But Google doesn't offer an API for web search results... so how are AI companies doing it? Meet the worst-kept secret in the AI industry: the SerpApi web search API: 👉 Scrape Google and other search engines (including AI overviews, Maps, Local, Shopping, and Knowledge Graph) 👉 Integrate with a dead-simple GET request that any agent can make. 👉 Used by NVIDIA, Adobe, Shopify, and even the United Nations. Right now, TLDR readers get 3 months at 50% off, or start with 250 free credits/month. Claim your savings 📱 Big Tech & Startups Research acceleration: The view inside OpenAI (15 minute read) OpenAI believes that Artificial General Intelligence must be democratically governed for it to benefit all humanity. This can only happen through an informed public debate on the capabilities, risks, and safeguards of highly capable AI systems. The company has released details of its progress towards Recursive Self-Improvement (RSI) in recent months. It plans to continue to be transparent about its progress with RSI and believes that other companies should be required to publicly track their progress as well. Tim Cook's CEO-Like Pay Package Shows He Isn't Going Anywhere (13 minute read) Tim Cook remains a powerful center of gravity at Apple. He will play an especially crucial role in certain areas, such as the company's dealings with the US and China, and its handling of the memory shortage. Cook will get a base salary of $2 million, twice the typical base salary of senior vice presidents and members of the C-suite. He will also receive cash bonuses and stock units that vest over time. The salary clearly shows that Cook's role will be very active. 🚀 Science & Futuristic Technology Travis Kalanick's Atoms might be getting into the robotaxi business (1 minute read) Atoms, founded by Uber founder Travis Kalanick, is reportedly preparing for a hiring and acquisition spree. The company is also in discussions with Uber about how Uber can use Atoms' robotaxi technology. Uber has invested $100 million in Atoms. Kalanick has been cagey about his plans for the startup, but the recent moves could make it a major player in the autonomous vehicle industry. The Curiously Playable Universe (41 minute read) A domain becomes playable when enough of its complexity can be compressed into a state where there is some reasonably stable repertoire of actions, interactions can be repeated, outcomes provide feedback about better and worse play, and the environment is stationary enough that lessons learned yesterday remain useful tomorrow. None of these conditions need to be perfect, as playability is a matter of degree. Far more of reality than we have previously expected can be turned into a game. Once something can be turned into a game, then it's possible to create a system that can beat it. 💻 Programming, Design & Data Science Live briefing: evaluating GLM-5.3 for production (Sponsor) GLM-5.3 lifts Terminal-Bench 3.0 from GLM-5.2's 4.6% to 28.3%, and Flash is smaller and often enough. Both on Baseten Model APIs. Artificial Analysis and Baseten discuss benchmarking each against your tasks and serving them in production. Tuesday, 11 AM PT. Save your seat I trust my coding agents with production secrets now (3 minute read) Security is always a productivity-risk tradeoff. Not giving access to agents can slow things down significantly. Frontier models are getting better and better at distinguishing real from malicious instructions in the content they read. We may end up trusting agents with access more than humans as models improve. Terraform in Lean 4: If It Compiles, It Will Likely Deploy (26 minute read) infra is an infrastructure-as-code tool that does what Terraform does. Users declare what resources they want, and infra looks at what their cloud accounts actually contain and reconciles the difference. This post details how its developer created the tool in two weekends in Lean 4, the problems it solves, and how the developer solved these problems. 🎁 Miscellaneous Product Manager, Applied AI at TLDR ($200k base + $60k bonus, Fully Remote) TLDR is hiring its first PM to help build the agent-first operating layer used across the company. We're looking for a builder who has shipped real products/systems with LLMs. Click here to learn more. An Interview with OpenAI President Greg Brockman About Astra and Alignment (64 minute read) OpenAI's president and co-founder, Greg Brockman, dropped out of college in 2010 to join Stripe. He eventually rose to become the company's CTO. He left in 2015 and co-founded OpenAI, where he served as CTO, and after a few years, he is now the company's president. This post features an interview with Brockman recorded before the announcement of Astra. It covers Brockman's background, the ChatGPT launch, OpenAI's place in the value chain, the company's commitment to alignment, the Hugging Face incident, and more. The loop closes (5 minute read) AI models are now capable of taking a request from Slack and then building a feature from end-to-end, with humans just having to click 'merge' or 'deploy' at the end. There's not really much left for humans to do. Humans are still better at absorbing, parsing, and sharing context with each other. However, once that can be automated, the loop will finally be closed, and there will be nothing left to do but to pay the bill. ⚡ Quick Links We taught a fruit fly to hear human emotion (9 minute read) Researchers built a neural network from a map of a fly brain and then trained it to recognize emotion in human voices. Can Tesla Cybercab Actually Kill Uber? Day-Two Pricing From Austin (7 minute read) Real-world tests show that the Cybercab has competitive pricing, but currently has a much longer wait time compared to competitors. iPhone Ultra Production Hitting Just 'a Few Hundred' a Day, Says Nikkei (2 minute read) The iPhone Ultra's production is slow due to how difficult the device is to build. Between the Graph and the Silicon: Inside the Apple Neural Engine Compiler (10 minute read) Apple publicly exposes the Apple Neural Engine through Core ML, while the compiler, program format, driver, firmware, and much of the machinery underneath it remains undocumented. I Left the Mac After 12 Years. Omarchy Made Computers Fun Again (4 minute read) Omarchy is an opinionated Linux distribution built for AI agents. GPT-6 Astra and the Fourth Exponential (6 minute read) Demand for AI semiconductors is likely to surge with agent computer tool use, just as it did with the chatbot, reasoning, and agentic coding demand waves. Love TLDR? Tell your friends and get rewards! Share your referral link below with friends to get free TLDR swag! https://refer.tldr.tech/7c97ce4b/ Track your referrals here. Want to advertise in TLDR? 📰 If your company is interested in reaching an audience of tech executives, decision-makers and engineers, you may want to advertise with us. Want to work at TLDR? 💼 Apply here, create your own role or send a friend's resume to jobs@tldr.tech and get $1k if we hire them! TLDR is one of Inc.'s Best Bootstrapped businesses of 2025. If you have any comments or feedback, just respond to this email! 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