miaodx/talos/repro-harness

Claude Code and agent skill by miaodx/talos

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Checking that the SKILL.md file is still in the repository.

Confirm a distilled idea actually works in isolation, against a frozen evaluator, before grafting it into a real codebase. Guards against fabricated or hardcoded results. Use after distill-paper and before graft-change.

Install

npx vskill@latest install miaodx/talos/repro-harness

SKILL.md

Status: v0 scaffold — unverified. End-to-end behavior not yet validated in
this repo. See `../../STATUS.md`.

repro-harness

Reproduce the idea in the smallest faithful setting and make "did it reproduce" a scalar, so you trust it before touching production code.

Steps

  1. Stand up a frozen evaluator (L2) for the minimal reproduction — one scalar +

hard-constraint vetoes (see `../../constraints/`).

  1. Implement the minimal repro in an isolated workspace (not your codebase).
  2. Verify executability with sampling/smoke unit tests; run in a **fresh,

isolated environment** (sandbox/container) so results cannot be hardcoded or leak state. See `../../docs/survey/safety-sandboxing.md`.

  1. Score against a pass/fail rubric (the PaperBench idea): a weighted set of

checks reduced to one number, so reproduction success is comparable.

  1. Record the verdict and the frozen evaluator for graft-change to reuse.

Output

A green/red reproduction verdict, plus a frozen evaluator the validation loop can reuse. If it does not reproduce, stop — do not graft an unconfirmed idea.

Notes

  • Reproduction failure is information: often an implicit detail (seed, normalization,

data split) the paper omitted — recover it via distill-paper's lineage step.

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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