{"spec_id":"tool-failure-awareness","title":"Tool Failure Awareness (Cost Without Gain)","summary":"Detect and surface expensive tool failures (time/cost spent without value) automatically.","potential_value":0.0,"actual_value":1.0,"estimated_cost":0.0,"actual_cost":1.0,"value_gap":0.0,"cost_gap":1.0,"estimated_roi":0.0,"actual_roi":1.0,"idea_id":"pipeline-optimization","process_summary":null,"pseudocode_summary":null,"implementation_summary":"api/app/services/failure_taxonomy_service.py (failure pattern recognition); api/app/services/agent_execution_retry.py (failure analysis)","created_by_contributor_id":null,"updated_by_contributor_id":null,"created_at":"2026-04-09T03:10:09.044850Z","updated_at":"2026-04-09T03:10:09.044850Z","content_path":"specs/tool-failure-awareness.md","content_hash":"56f5248dfb4088ce","workspace_id":"coherence-network"}