ai-research-reproduction

Agent skill from lllllllama/rigorpilot-skills.

lllllllama ↓ 161k

Claude Code

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What it does

The target is an AI code repository with a README, scripts, configs, or
The request spans multiple trusted phases such as intake, setup, execution,
The desired result is a small reproducible target, not broad experimentation.
Try command-line arguments, environment variables, path fixes, dependency
Reproduction fixes are allowed when needed, but they must not be hidden. State
Avoid changing model architecture, core inference semantics, training logic,
If repository files must change, create a branch named

Requirements & configuration

implementation patterns need read-only clarification.

Configuration: PATCHESSUMMARYCOMMANDSSCIENTIFIC_CHANGELOGCOMPARABILITY_REPORT

Derived from the skill's own SKILL.md documentation · extracted 2026-07-23

Source

Repository: https://github.com/lllllllama/rigorpilot-skills

ai-research-reproduction FAQ

What does the ai-research-reproduction skill do?

Rigor Reproduce compatible skill slug for README-first deep learning repository reproduction. Use when the user wants an end-to-end, minimal-trustworthy flow that reads the repository first, selects the smallest documented inference or evaluation target, coordinates intake, setup, trusted execution, optional trusted training, optional repository analysis, and optional paper-gap resolution, enforces conservative patch rules, records evidence assumptions deviations and human decision points, and writes the standardized `repro_outputs/` bundle. Do not use for paper summary, generic environment setup, isolated repo scanning, standalone command execution, silent protocol changes, score chasing, or broad research assistance outside repository-grounded reproduction. The target is an AI code repository with a README, scripts, configs, or The request spans multiple trusted phases such as intake, setup, execution,

What does ai-research-reproduction require?

implementation patterns need read-only clarification. Configuration keys: PATCHES, SUMMARY, COMMANDS, SCIENTIFIC_CHANGELOG, COMPARABILITY_REPORT.

How do I install ai-research-reproduction?

Run: npx -y skills add https://github.com/lllllllama/rigorpilot-skills --skill ai-research-reproduction --agent claude-code — the source lives at github.com/lllllllama/rigorpilot-skills.

Maintain ai-research-reproduction?

Let people know it's listed here — add the badge (live metrics, light/dark aware) or a plain link to your README or docs.

[![ai-research-reproduction on getagentictools](https://getagentictools.com/badge/skills/lllllllama-rigorpilot-skills-ai-research-reproduction.svg)](https://getagentictools.com/skills/lllllllama-rigorpilot-skills-ai-research-reproduction?ref=badge)

npx agentictools info skills/lllllllama-rigorpilot-skills-ai-research-reproduction

The second line is the CLI lookup for this page — handy in READMEs and docs.