Self-Healing Agents Need a False-Alarm Budget
TL;DR for operators An enterprise workflow can repeatedly delegate work to the same agent, encounter failing tools, or lose context between steps while its monitoring system records every event. The challenge is recognizing these problems early enough to improve execution without interrupting healthy work. ResonAct adds an external control plane that monitors agent activity, detects persistent anomalies, diagnoses likely failures, and issues corrective guidance or authorized retries. Across four benchmark-model configurations, it improves task completion by 4.76–10.00 percentage points. ...