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Notes on building a personal intelligence.

Research, engineering, and product notes on agentic systems, memory, and planning.

  • ResearchAug 31, 202612 min

    From Impressions to Proofs: Deterministic Verification as a Pythonic Primitive

    Why the next frontier in agent trustworthiness isn't better scoring — it's executable grammar. Snayu's openverifiers project makes every reasoning step a checkable node in a proof trace, inspired by the same computation-graph trick PyTorch used to revolutionize gradient tracking.

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