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  1. This post is part of the Let the AI Out series on giving AI agents direct access to the physical world.

  2. Obsidian didn’t win on features.

  3. In the previous article, I benchmarked Apple’s on-device 3B model for shell command generation and got it to ~80% accuracy using retrieval (dynamic few-shot examples from a 21k-entry bank).

  4. I use Claude Desktop for brainstorming: exploring ideas, thinking through architecture, working out strategy.

  5. Apple quietly shipped a 3B-parameter LLM on every Mac running macOS Tahoe.

  6. This post is part of the Let the AI Out series on giving AI agents direct access to hardware.

  7. This post is part of the Let the AI Out series on giving AI agents direct access to hardware.

  8. Claude Code sessions are great for development, but hard to share.

  9. This post is part of the Let the AI Out series on giving AI agents direct access to hardware.

  10. This post is part of the Let the AI Out series on giving AI agents direct access to hardware.