Individual skill
fine-tuning-with-trl
Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works with HuggingFace Transformers.
tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/post-training-trl-fine-tuning/SKILL.md
Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8
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 8, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,970
- Repository last updated
- Nov 7, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- cli Repository topic
- developer-tools Repository topic
- rust Repository topic
- post-training Declared skill tag
- trl Declared skill tag
- reinforcement-learning Declared skill tag
- fine-tuning Declared skill tag
- sft Declared skill tag
- dpo Declared skill tag
- ppo Declared skill tag
- grpo Declared skill tag
- rlhf Declared skill tag
- preference-alignment Declared skill tag
- huggingface Declared skill tag
- education Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
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