# Evidence-Guided Recovery for AI Agents with Ambiguous Tool Outcomes and Partial Execution > Source: > Published: 2026-11-13 06:30:10+00:00 Tool timeouts can leave AI agents facing ambiguous tool outcomes and partial execution: an action may have failed, committed or remained in flight while other workflow steps have already completed. We formulate evidence-guided task recovery over approved obligations, provider capabilities and states