Individual skill
trl-fine-tuning
Not available
skills/codex/trl-fine-tuning/SKILL.md
Source commit a991acae1b74d338ca89ec2245eaa13ad680dc8f
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 11, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
Standard SKILL.md format has not been attested at this commit. No installation command is available; inspect the source.
Repository context
- Repository stars (not skill ratings)
- 39
- Repository last updated
- Jul 8, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- agent-plugins Repository topic
- ai-skills Repository topic
- claude-cowork Repository topic
- enterprise-ai Repository topic
- faos Repository topic
- gemini-cli Repository topic
- github-copilot Repository topic
- openai-codex Repository topic
- skill-marketplace Repository topic
- agentic-ai Repository topic
Declared tags are partial or unavailable.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesSKILL.mdcore · 11,187 bytesagents/openai.yamlasset · 439 bytesreferences/dpo-variants.mddoc · 4,297 bytesreferences/online-rl.mddoc · 1,971 bytesreferences/reward-modeling.mddoc · 2,597 bytesreferences/sft-training.mddoc · 3,237 bytes
Read excerpt
<!-- AUTO-GENERATED by export-skills.py — DO NOT EDIT -->
---
name: trl-fine-tuning
description: TRL (Transformer Reinforcement Learning) library for SFT, DPO, PPO, and reward modeling. Use when applying RLHF or preference-based training methods.
---
# TRL - Transformer Reinforcement Learning
## Quick start
TRL provides post-training methods for aligning language models with human preferences.
**Installation**:
```bash
pip install trl transformers datasets peft accelerate