# Research Debugging

> Debug failures that cross Gemma Tuner and external Hugging Face, Transformers, PEFT, PyTorch MPS, dataset, or model-card boundaries.

- Skill: `mattmireles/research-debugging` (Agent Skill)
- Install (CLI): `npx skillmds@latest add mattmireles/research-debugging`
- Raw SKILL.md: https://api.skillmd.com/api/skills/mattmireles/research-debugging/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: mattmireles (https://skillmd.com/u/mattmireles)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/mattmireles/research-debugging

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# Research debugging

Capture exact versions, model revision, stack trace, profile, hardware, and
minimal reproduction. Check current primary sources, separate upstream behavior
from local adaptation, save evidence, and add the smallest regression or
compatibility guard.