Animated I-GRPO diagram: collect multi-turn episodes, fit Q-pi on Monte Carlo returns, score a group of responses with Q-pi, run GRPO, and repeat with the improved policy.
I-GRPO

Iteration 1 Policy success rate 30% Future turns simulated while scoring 0 Numbers are illustrative.