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Community · by lllllllama

AI research reproduction Claude skill

The AI research reproduction skill reproduces a deep learning repo from its README, aiming for the smallest result that can be trusted.

What the AI research reproduction skill does

It reads the repository first, then picks the smallest documented inference or evaluation target that can honestly show the project works. It preserves the documented meaning, records assumptions, and writes all outputs to a repro_outputs folder, including an annotated README copy. A separate verify step rechecks the saved evidence without rerunning the target command.

What it covers

  • Records assumptions, deviations and blockers
  • Writes an evidence bundle to repro_outputs
  • Produces an annotated copy of the README
  • Verifies retained evidence without rerunning the command

How to install it

Other ways

npx skills add lllllllama/RigorPilot-Skills --skill ai-research-reproduction

What you need

In its documentation's own words:

  • “The installer needs Node.js/npm”

Steps change between versions. Check the official instructions before you install.