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Ground-truth access in the task-generating proposer can paradoxically *accelerate* self-play collapse, suggesting that ungrounded proposers might be more stable partners for self-consistency solvers.
Realistic user simulation is now possible: Pare offers a framework that moves beyond flat tool-calling APIs to model stateful user interactions, enabling better evaluation of proactive agents.
