simpo-training
65 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.
Simple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No reference model needed, more efficient than DPO. Use for preference alignment when want simpler, faster training than DPO/PPO.
What this skill can do
Runs commands on your computer
Downloads and installs other software
Can call paid AI services billed to you
Sends data to these websites: api.openai.com
Safer alternatives
- 80 Low risksimpo-expert
- 100 Low risksimpo-loss-implementation
- 80 Low riskpost-training-trl-fine-tuning
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'simpo-training' ] || [ -L ~/.agents/skills/'simpo-training' ]; then echo 'A skill folder named simpo-training already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/Orchestra-Research/AI-Research-SKILLs' "$d" && git -C "$d" checkout --quiet '773a52944ba4747a18bd4ae9ade53fff041adcbc' -- '06-post-training/simpo' && mkdir -p ~/.agents/skills && cp -R "$d"/'06-post-training/simpo' ~/.agents/skills/'simpo-training' && 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/'simpo-training' ~/.claude/skills/'simpo-training' (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/Orchestra-Research/AI-Research-SKILLs/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-08 | 773a529 | 65 |
| 2026-11-07 | 773a529 | 65 |
Also found in
- Dicklesworthstone/pi_agent_rust/tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/post-training-simpo