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finetuning-technique

80 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By awslabs/agent-plugins (GitHub) · coding · 938 stars · scanned at commit 6947600

Selects a fine-tuning technique (SFT, DPO, RLVR, or RLAIF) for the user's use case and validates it against the selected model's available recipes. Use when the user has decided to finetune and needs to choose a technique, or when the technique needs to be validated against a model. Requires a base model to already be selected (via model-selection skill).

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

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

if [ -e ~/.agents/skills/'finetuning-technique' ] || [ -L ~/.agents/skills/'finetuning-technique' ]; then echo 'A skill folder named finetuning-technique already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/awslabs/agent-plugins' "$d" && git -C "$d" checkout --quiet '6947600b07a9b527bb1048b6938eee046c9d36f1' -- 'plugins/sagemaker-ai/skills/finetuning-technique' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/sagemaker-ai/skills/finetuning-technique' ~/.agents/skills/'finetuning-technique' && 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/'finetuning-technique' ~/.claude/skills/'finetuning-technique' (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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