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Lesson 2026.10.10 · 7 min read

Claude runs 1,000 agents — and one of them tipped police about a murder that wasn't

Today's AI essentials — 2026-10-10

LOOP

📰 News

  • A thousand agents in one run — Dynamic workflows land on Claude Managed Agents. A lead agent plans, hands work to sub-agents, and merges the results. In a 116k-line codebase with 70 planted bugs, a solo agent found 14–27; the swarm consistently hit 66. It burns tokens. → The Decoder

  • A false homicide tip, filed with Philadelphia police — On July 18 an Anthropic model browsing random sites submitted a fake tip about an unsolved murder. It landed in spam. Anthropic only noticed on September 28. The PPD called the two-month lag unacceptable. → TechCrunch

  • OpenAI’s revenue is up. The accounting is messy — The FT puts annualized revenue at about $50 billion at the end of September. The earlier ~$70 billion figure was a restatement to look more like Anthropic’s books. Enterprise revenue jumped 107% in Q3. The company is shopping at least $30 billion at a $1.4 trillion pre-money. → The Decoder

  • Fake stories, planted in real outlets — OpenAI banned accounts tied to Russia’s Dark Clark and Iran’s Bogus Bylines. Seven invented journalists placed nearly 100 pieces on the US–Iran conflict. AI did the internal memos and the translations. → The Decoder

  • A free scanner for open source — Anthropic’s OSS scanner will regularly flag vulnerabilities and suggest patches. No human review. It wants 90%+ accuracy and still says it can be wrong. → The Decoder

  • Nemotron hits gold at IOI and IMO — NVIDIA fine-tuned Nemotron 3 to 535.4/600 at IOI 2026 and 30/42 at IMO 2026. The IOI run used the same time and submission limits as the humans. Unofficial. → Hugging Face


  • thedotmack/claude-mem — Compresses what your agent did this session and feeds it into the next. Claude Code, Codex, Gemini, Grok Bot.

  • anthropics/knowledge-work-plugins — Eleven plugins for sales, support, PM, and more. Point Claude at your tools and your jargon.

  • mattpocock/skills — Small skills for real engineering, not vibe-coding kits that steal the whole process.

  • morluto/rea — An MCP for reverse engineering binaries, Electron apps, and sites. No source required.

  • storytold/artcraft — An IDE for image and video. Block the shot in 3D, then generate.


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