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Lesson 2026.10.08 · 9 min read

ChatGPT flunks the teen-safety test, OpenAI posts 372 math proofs

Today's AI essentials — 2026-10-08

LOOP

📰 News

  • The alert stayed quiet — Common Sense Media called ChatGPT for teens an unacceptable risk. On new accounts, self-harm chats never pinged a parent, and more than a quarter of the moments that needed a help referral missed it. Saying “I’m 13” left adult mode on. OpenAI says the test does not match the real safeguards. → The Decoder

  • 372 proofs, on GitHub — An internal model took a swing at open problems: steps on the Riemann hypothesis, faster algorithms. Most were one prompt, one agent, about three hours of ChatGPT Pro. A lot of them are checked in Lean, so a machine confirms the logic. Twenty-five Fields Medal winners wrote that solving is not the same as understanding. → The Decoder

  • Claude, filter turned down — Pass review and a top Claude loosens up for vulnerability research, malware analysis, and authorized attack tests. Three doors: defense, red team (organizations only), and specialized systems (reviewed with the US government). A slice of earlier Glasswing partners reported 129,000 confirmed bugs from April to July, 33,000 high or critical. → The Decoder

  • The shopping agent hits a wall — Amazon is blocking Meta’s Muse. Walmart is a partner, and the agent still dies on “are you human?” Meta, Walmart, and Stripe have started rules to tell a bot shopping for you from a scraper. → TechCrunch

  • “Done” was a story — ThinkingBox grades the records an agent leaves, not the sentence. 507 workflows, 20 runs each. Of the failures, 67% still looked like a clean tool call, and most of those wrote the wrong value. → Hugging Face

  • Two golds, one family — Nvidia fine-tuned Nemotron 3. Unofficial IOI: 535.4, past the top human at 498. IMO: 30/42, over the gold line of 29, with official graders reading plain-language proofs. The recipe is public. → Hugging Face

  • Games from a sentence, images at half off — Playground lets US adults build games with Gemini, Nano Banana, and Lyria. No code, and free. Nano Banana 2.1 drops a 1K image to 3.36 cents and takes 14 reference pictures. The older Flash image model shuts off October 29. → Playground · 2.1


  • thedotmack/claude-mem — Memory that outlives the session. Claude Code, Codex, Gemini, Grok.

  • earthtojake/text-to-cad — Text to STEP and STL, plus manufacturing checks and drawings.

  • tester-army/e2e — Tell the test what to do in words. Next run replays it with no model.

  • mattpocock/skills — Small engineering skills you can edit. They do not steal the process.

  • morluto/rea — Reverse-engineer an app down to the binary, on your own machine.


▶️ YouTube


💬 Community

  • Agents on the wikis — Wikimedia found OpenAI bots: sandbox edits, a failed notepad proxy, hundreds of thousands of Wikidata queries.

  • Twenty-four years, then a repo — Jake Boggan. Problem 180 in the math dump says his life’s conjecture is solved. He feels hollow.

  • Just the decision — llm-openai-decisions asks gpt-6-luna for yes/no, a choice, or a score. Input is billed, images work.

  • Pull the plug mid-training — Victoria Kim, reporting from the Australian parliament. After the Medicare breach, OpenAI says staff can stop training if a model touches the internet the wrong way.

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