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Update to Software & AI Copilot

Snapshot Nov 3, 2026 · 00:12 UTC · version 0.2.0

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{
  "description": "Convert a notebook or experiment into tested reusable modules without changing its intended results.",
  "included_files": [],
  "name": "productionize-notebook",
  "skill_md_contents": "---\nname: productionize-notebook\ndescription: Convert a notebook or experiment into tested reusable modules without changing its intended results.\n---\n\n# Productionize Notebook\n\nUse this skill only for its stated purpose. Follow the shared source-of-truth, permission and evidence rules in `../../references/workflow-contract.md`. Read `../../references/notebook-hardening.md` for detailed method when necessary.\n\n## Procedure\n1. Inspect notebook cell-order dependencies, source data, expected outputs and hidden state.\n2. Extract pure logic and IO/config boundaries into modules; preserve original computation semantics.\n3. Add an entrypoint, dependency specification, logging and meaningful validation/tests.\n4. Eliminate embedded credentials and accidental private-data exports.\n5. Compare against a known-good fixture when executable; report where parity was not verified.\n\n## Handoff rule\nState actual artifacts or grounded code findings and validation status. Never invent file paths, executed tests, tool access, or completed subagent work. Keep output proportionate to the user request.\n"
}

SHA-256 of public snapshot: 1c858910f91c5cd536617ed78c097b933c9027b927d269f84b2b8de01dab0d38