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fine-tuning

100 / 100 · Low risk

Fine to try.

By nimadorostkar/Claude-Skills-collection (GitHub) · other · 36 stars · scanned at commit 1691932

Use when considering fine-tuning a model. Covers when fine-tuning beats prompting or RAG, dataset construction, LoRA and full fine-tuning, evaluation, and the failure modes that waste the effort. Trigger on "should we fine-tune or just prompt", "fine-tune a small model to replace the big one", "prepare a dataset for lora". Do not use for giving the model fresh or private knowledge — see the rag skill; for classical ML training pipelines, see the ml-pipeline skill.

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'fine-tuning' ] || [ -L ~/.agents/skills/'fine-tuning' ]; then echo 'A skill folder named fine-tuning already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/nimadorostkar/Claude-Skills-collection' "$d" && git -C "$d" checkout --quiet '1691932edc17063d712a85d02bcc7a1cd3791057' -- 'skills/ai/fine-tuning' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/ai/fine-tuning' ~/.agents/skills/'fine-tuning' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'fine-tuning' ~/.claude/skills/'fine-tuning' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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