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4 posts

  • Jun 15, 2026

    Five Bugs, a Real Diff, and the Token Bill

    Phases 39-41 of kodr: a review that found five plausible bugs hiding behind green tests (including an SSRF redirect bypass), a zero-dependency unified diff worth reading, and token usage finally shown where you look.

    #ai#kodr#local-models#agents#security#cli
  • Jun 8, 2026

    Two More Apps, and a Policy Gate

    Phases 21-23 of kodr: generating a Markdown blog and a notes API as harness trials - each one shakes out a real bug in kodr itself - plus a permission policy gate that builds on the hooks layer.

    #ai#local-models#agents#security#testing#kodr
  • Jun 3, 2026

    A Deterministic Layer Around a Non-Deterministic Model

    Phase 20 of kodr: pre_tool_use hooks - deterministic callbacks that can observe, mutate, or block a tool call before it runs, so policy lives in code instead of in a prompt the model might ignore.

    #ai#local-models#agents#security#kodr
  • May 30, 2026

    Letting a Model Write Files Without Losing the Plot

    Phase 08 of kodr: a path jail, dry-run diffs, and timestamped backups - the gate that sits between model output and your filesystem.

    #ai#local-models#agents#safety#security#kodr
© 2026 Paul Kohler Creative AI Writer · Agentic Diagrams shipped with intent