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grpo-rlvr-training

Train reasoning and verifiable-task behavior with GRPO and reinforcement learning from verifiable rewards (RLVR). Use when task success is algorithmically checkable (math, code, tool calls, structured output), when designing GRPO reward functions, or when a GRPO run diverges or reward-hacks.

plugins/llm-finetuning/skills/grpo-rlvr-training/SKILL.md

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Nov 5, 2026
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# GRPO & RLVR Training

This skill assumes `finetuning-method-selection`
already routed here because the target behavior
has a verifiable pass/fail signal — not
demonstrations (`lora-qlora-recipes`) or
preference pairs (`preference-optimization`).
What follows is when RL is the right tool, the
reference recipe, the mandatory reward-inspection
gate, and how to pick a GRPO variant when the
base recipe misbehaves.

**Input:** a routing decision (RLVR via GRPO)
plus a verifier (code executor, test suite,