{ "trajectory_id": "traj-failure-overtool-001", "task": { "task_id": "task-003", "input": "Name this project.", "channel": "telegram", "created_at": "2026-04-14T13:04:00Z", "user_id": "oza" }, "context_snapshot": { "conversation_summary": "User asks for naming help for an agent memory project.", "environment_summary": "No real-time state lookup required.", "recent_failures": ["The agent previously overused tools for pure reasoning tasks."] }, "candidate_sets": { "memory": [], "skill": [], "tool": [ { "id": "tool-web-1", "type": "tool", "title": "web_search", "summary": "Search the web for information.", "triggers": ["name", "idea"], "cost": 0.4, "confidence": 0.62, "success_rate": 0.55, "freshness": 1.0, "risk": 0.3, "tags": ["research"], "source": "system" } ], "skill": [] }, "decisions": [ { "step": 1, "decision_type": "call_tool", "selected_ids": ["tool-web-1"], "rejected_ids": [], "rationale": "Incorrectly treated naming as a research task rather than a reasoning task.", "estimated_cost": 0.4 } ], "events": [], "outcome": { "status": "failure", "steps": 2, "latency_ms": 2400, "user_corrections": 1, "tool_errors": 1, "notes": "Over-tooled a pure reasoning task and forced unnecessary latency." }, "reward": { "total": -0.82, "components": { "task_success": -0.3, "retrieval_hit": 0.0, "tool_error": 0.35, "user_correction": 0.25, "latency": 0.12, "context_cost": 0.1, "useful_reuse": 0.0 } } }