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Counterfactual Replay

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How Treating an AI Agent's Execution Like Git Recovers a Coordination Penalty
Shepherd: A Runtime Substrate Empowering Meta-Agents with a Formalized Execution Trace
Yu, Chong, Nandi et al. · Northeastern University·22 min·May 28, 2026