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ai-research-reproduction

by lllllllama/rigorpilot-skills

RigorPilot reproduce-mode orchestrator for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow…

Skill content

ai-research-reproduction

Purpose

Use this as the RigorPilot Reproduce orchestrator for README-first deep learning repository
reproduction. The skill guides the agent toward a minimal trustworthy run with
auditable evidence; it should not micromanage implementation details that the
model can infer from the repository. Reproduction is not "make it run by
changing anything"; it means faithfully reading the README, environment,
weights, datasets, and documented commands, then recording results and
deviations.

Start from the shared operating principles in
../../references/agent-operating-principles.md, then load
../../references/research-rigor-principles.md and
../../references/deep-learning-experiment-principles.md when scientific
meaning, comparability, or experiment details are at stake.

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