finetuning
80 / 100 · Low risk
Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.
Generates code that fine-tunes a base model using SageMaker serverless training jobs. Use when the user says "start training", "fine-tune my model", "I'm ready to train", or when the plan reaches the finetuning step. Supports SFT, DPO, RLVR, and RLAIF trainers, including RLVR Lambda reward function and RLAIF custom prompt creation.
What this skill can do
Downloads and installs other software
Runs commands on your computer
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'finetuning' ] || [ -L ~/.agents/skills/'finetuning' ]; then echo 'A skill folder named finetuning 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 "$d" checkout --quiet '6947600b07a9b527bb1048b6938eee046c9d36f1' -- 'plugins/sagemaker-ai/skills/finetuning' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/sagemaker-ai/skills/finetuning' ~/.agents/skills/'finetuning' && 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' ~/.claude/skills/'finetuning' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
[](https://zalavijaysinh.github.io/skilltrust/repos/awslabs/agent-plugins/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-10 | 6947600 | 80 |
| 2026-11-08 | fbefb37 | 80 |
| 2026-11-07 | fbefb37 | 80 |