# explore-code

> Claude/Codex skill by [@lllllllama](https://omgskills.com/library/lllllllama/index.md) · 484 stars · 357k installs · Updated 2026-09-23

Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories. Use when the researcher explicitly authorizes exploratory work on an isolated branch or worktree to transplant modules, adapt a backbone, add LoRA or adapter layers, replace a head, or stitch together meaningful low-risk migration ideas with rollback-aware records in \`explore\_outputs/\`. Do not use for end-to-end exploration orchestration on top of \`current\_research\`, trusted baseline reproduction, conservative debugging, environment setup, verified contribution claims, or default repository analysis.

Tags: agent-skills, ai-agents, deep-learning, reproducibility, research-tools

## Install

```sh
git clone https://github.com/lllllllama/RigorPilot-Skills /tmp/RigorPilot-Skills && ln -s /tmp/RigorPilot-Skills/skills/explore-code ~/.claude/skills/explore-code
```

## From README

explore-code Use this as the Rigor Improve implementation leaf skill. The installed slug remains explore-code for compatibility. Use the shared operating principles in ../ai-research-reproduction/references/agent-operating-principles.md; this skill should guide bounded candidate code work without over-prescribing implementation details. When to apply When the researcher explicitly authorizes exploratory code changes on an isolated branch or worktree. When the task is source-anchored module transplant, backbone adaptation, LoRA or adapter insertion, or low-risk module combination. When summary-level recording is sufficient and the result is a candidate, not a trusted conclusion. When not to apply When the request is for trusted baseline work, conservative debugging, or normal training execution. When the user did not explicitly authorize exploratory modifications. When the task is a broad refactor or a from-scratch idea implementation.

## Links

- HTML page: https://omgskills.com/library/lllllllama/rigorpilot-skills/explore-code/
- GitHub: https://github.com/lllllllama/RigorPilot-Skills
- Author: [@lllllllama](https://omgskills.com/library/lllllllama/index.md)

## More from this repo

- [paper-context-resolver](https://omgskills.com/library/lllllllama/rigorpilot-skills/paper-context-resolver/index.md) — Rigor Paper Context helper for README-first deep learning repo reproduction.
   - [@lllllllama](https://omgskills.com/library/lllllllama/index.md) · 516 stars
- [repo-intake-and-plan](https://omgskills.com/library/lllllllama/rigorpilot-skills/repo-intake-and-plan/index.md) — Rigor Intake helper for README-first deep learning repo reproduction.
   - [@lllllllama](https://omgskills.com/library/lllllllama/index.md) · 516 stars
- [env-and-assets-bootstrap](https://omgskills.com/library/lllllllama/rigorpilot-skills/env-and-assets-bootstrap/index.md) — Rigor Setup skill for README-first deep learning repo reproduction.
   - [@lllllllama](https://omgskills.com/library/lllllllama/index.md) · 486 stars