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Notes on private, local AI

Practical write-ups from real deployments — serving, on-device inference, hardware and cost. RSS feed.

  • 7 October 2026

    bicameral: Claude does the thinking, a local model does the typing

    An open-source tool that lets Claude Code hand mechanical work to an open model on your own machine. Free tokens, files that stay local, and Claude still checks the result.

    llmself-hostingclaude-codeopen-source
  • 7 October 2026

    When does it make sense to run LLMs on your own hardware?

    A practical checklist for deciding between a hosted API and self-hosted open-weight models — and the hidden costs on both sides.

    self-hostingllmstrategy
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