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Framework Mapping

Use when an idea, paper, model change, dataset, or experiment must be mapped onto the current repository backend, launcher/spec path, preserved baseline policy, and thinnest executable implementation route.

woosook0127 Updated
AI & ML

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Framework Mapping

Use this after or alongside repo-audit to decide how a proposal fits the current codebase.

Procedure

  1. Read AGENTS.md and, when useful, ../company-workflow/references/workflow.md.
  2. Inspect the relevant entrypoint, config, model package, dataset, engine, and metric code.
  3. Identify the closest existing backend or preserved baseline.
  4. Decide whether the proposal needs:
    • config/spec only
    • a thin utility wrapper
    • a copied variant package
    • a new runtime adapter
    • rejection as unsupported
  5. Call out missing artifacts, unsupported assumptions, and validation requirements.
  6. Route to experiment-design, experiment-feasibility, paper-intake, or implementation.

Output

  • backend mapping note
  • preserved baseline / copied variant recommendation
  • exact files likely involved
  • minimal validation path
  • caveats and next owner

Guardrails

  • Preserve existing backend paths unless evidence shows a thinner path is impossible.
  • Do not mutate preserved baselines for new experiments.
  • Distinguish current repo behavior from proposed behavior.

woosook0127/Codex_Skillset/tree/main/.agents/skills/framework-mapping commit e06d0c17e7

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npx skillmds@latest add woosook0127/framework-mapping