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Beacon

Tools, essays, demos, concepts, and projects I find interesting and want to share.

  • J-space and the hidden workspace problem
    J-space and the hidden workspace problem
    2026-07-07

    Anthropic's J-space work gives a concrete window into workspace-like internal states: reportable, reusable, and causally editable representations inside Claude. This Beacon note connects the experiments to Jacobian-lens interpretability, global workspace theory, safety evaluation, and the larger question of how hidden model states become observable.

  • LLM Wiki - Turns repeated AI synthesis into maintained knowledge
    LLM Wiki - Turns repeated AI synthesis into maintained knowledge
    2026-05-11

    A public concept note on LLM-maintained Markdown wikis: moving from repeated query-time synthesis to maintained knowledge that compounds over time.

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