miaodx/talos/repro-harness
Claude Code and agent skill by miaodx/talos
- community
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-harnessSKILL.md
Status: v0 scaffold — unverified. End-to-end behavior not yet validated inthis 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
- Stand up a frozen evaluator (L2) for the minimal reproduction — one scalar +
hard-constraint vetoes (see `../../constraints/`).
- Implement the minimal repro in an isolated workspace (not your codebase).
- 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`.
- Score against a pass/fail rubric (the PaperBench idea): a weighted set of
checks reduced to one number, so reproduction success is comparable.
- Record the verdict and the frozen evaluator for
graft-changeto 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
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingagent-skill/repro-harness/SKILL.md
Popularity
- 7-day trend score
- 5
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