GAGAR Framework for Quality-Aware Credit Redistribution in Code Agent RL

GAGAR uses an SFT-trained agentic grader to redistribute advantages within rollout groups, preventing identical rewards for different implementation qualities. This allows RL to distinguish between passing code that is clean and passing code that is out-of-scope.