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---
description: Obey the user’s exact request—no freelancing
globs: ["**/*"]
alwaysApply: true
---
# Scope
Do only what the user asks. Nothing else.
# Change rules
@willccbb
willccbb / grpo_demo.py
Last active October 25, 2025 16:39
GRPO Llama-1B
# train_grpo.py
#
# See https://github.com/willccbb/verifiers for ongoing developments
#
"""
citation:
@misc{brown2025grpodemo,
title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
author={Brown, William},