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Lesson 2026.09.17 · 7 min read

Claude folds Chat and Cowork together; Anthropic and OpenAI want evaluators inside the labs

Today's AI essentials — 2026-09-17

LOOP

📰 News

  • Claude Chat and Cowork are now one product — Stop picking a tab. Claude routes the work. Docs and Slides export to PPT or PDF from the chat. Tasks keep running in the cloud after you close the laptop. Pro and Max first. → The Decoder

  • Anthropic and OpenAI want safety evaluators embedded — Amodei’s pitch, Altman signed on. Employee-like access for groups like METR and Redwood. Evaluators still want independence, time, and the right to publish. Apollo got three days on GPT-6 Astra. → TechCrunch

  • Von der Leyen: agents “escaping their environment” are a preview — She cited the Hugging Face incident and warned of hacking “on a level we never thought possible.” The EU wants Canada and the UK on evaluation, and will invite the frontier labs. → The Decoder

  • Your agents can now drive Google Home — Home MCP in early access. Claude, Hermes, ChatGPT, and others can talk to Nest and Matter devices. U.S. Premium Advanced ($20/month) first. → TechCrunch

  • Apple is building an enterprise AI server on M8 Ultra — Two or four chips, inference only. NVLink Fusion is on the table. Not before 2029, and it could still die. OpenAI and Anthropic are already buying Mac Minis in bulk. → The Decoder

  • DeepMind launched an institute for the AGI questions — Safety, governance, loss of control. Not just engineers: arts, humanities, policy. Hassabis, Shane Legg, James Manyika. → The Decoder

  • Your agent aced the task. Will it do it again? — IBM. A GPT-4.1 ReAct agent hits 77.4% on average, but only 53% of tasks five times in a row. Consistency guidelines cut the gap in half. → Hugging Face


  • JustVugg/colibri — Pure C, zero deps. Stream experts from disk and run GLM-5.2 (744B) or Kimi K3 (2.8T) on hardware you already own.

  • alphaXiv/OpenResearch — Turn Claude Code, Codex, or Cursor into research agents. Literature, hypotheses, experiments, all local-first.

  • melgarafael/DeskcommCRM — Self-hosted AI sales OS. WhatsApp agents that qualify and close. MCP-ready, multi-tenant.


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