This is a solid implementation guide for GRPO reinforcement learning using the TRL library, focused on fine-tuning language models with custom reward functions. It's most useful when you need to enforce structured outputs like JSON or XML, teach verifiable tasks like math or coding, or align models to specific behaviors without labeled preference data. The skill clearly documents when not to use GRPO, which is refreshing. It comes from a well-starred repo with over 300 installs, though it's worth noting it failed one security audit. If you're doing RL fine-tuning and need battle-tested patterns rather than figuring it out from scratch, this will save you time.

skills.sh installs
310
GitHub stars
33.2K
last updated
Aug 21, 2026

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$ npx -y skills add davila7/claude-code-templates --skill grpo-rl-training --agent claude-code

Installs into .claude/skills of the current project.

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This is a solid implementation guide for GRPO reinforcement learning using the TRL library, focused on fine-tuning language models with custom reward functions. It's most useful when you need to enforce structured outputs like JSON or XML, teach verifiable tasks like math or coding, or align models to specific behaviors without labeled preference data. The skill clearly documents when not to use GRPO, which is refreshing. It comes from a well-starred repo with over 300 installs, though it's worth noting it failed one security audit. If you're doing RL fine-tuning and need battle-tested patterns rather than figuring it out from scratch, this will save you time.

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Repository
github.com/davila7/claude-code-templates
First seen
Jun 3, 2026

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