AC2 supplies a rollout-specific OpenAI-compatible endpoint backed by the policy being trained, plus a lifecycle wrapper to initiate, monitor, and grade rollouts.
Our trace server reconstructs each rollout as a sequence of append-only episodes using structural prefix matching, so compaction and subagent calls stay grouped under one rollout with their distinct contexts preserved.
Your harness keeps ownership of context, tools, and state; only completions and grading artifacts cross into the training stack.
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