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Differentially private synthetic time-series forecasting utility hinges on forecaster-specific window assembly, not just generator quality.
This work presents PAPC, a platform-mediated mechanism that intercepts information-moving events before they update shared state or external channels and positions event-level mediation as a platform-governance primitive for agent-mediated online work.