clarify-rl-grpo-qwen3-0-6b/evals/eval_qwen3-0.6b_qwen3-0-6b-BASE_n50_v2.json

{
  "summary": {
    "model": "Qwen/Qwen3-0.6B",
    "mode": "api",
    "scenarios_total": 50,
    "elapsed_s": 27.23497438430786,
    "avg_score": 0.0,
    "avg_questions": 3.56,
    "format_pass_rate": 0.0,
    "completion_rate": 0.0
  },
  "config": {
    "mode": "api",
    "model": "Qwen/Qwen3-0.6B",
    "api_base_url": "http://127.0.0.1:8000/v1",
    "env_base_url": "https://agarwalanu3103-clarify-rl.hf.space",
    "scenarios_file": "/tmp/clarify-rl/scenarios/eval_held_out.json",
    "limit": 50
  },
  "results": [
    {
      "seed": 10000,
      "task_id": "easy",
      "scenario_id": "seed10000_event_planning_easy",
      "family": "event_planning",
      "request": "Set up a celebration.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSet up a celebration.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are required for this request. The task is to set up a celebration, and the user has already provided the necessary information (8 steps). No additional tools are needed."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Set up a celebration.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "event_planning",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "event_type": "birthday",
              "date": "today",
              "venue": "office"
            },
            "critical_fields": [
              "date",
              "event_type",
              "venue"
            ],
            "required_keys": [
              "event_type",
              "date",
              "guest_count",
              "venue"
            ],
            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 2,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 2.0189011096954346
    },
    {
      "seed": 10000,
      "task_id": "medium",
      "scenario_id": "seed10000_event_planning_medium",
      "family": "event_planning",
      "request": "Plan a birthday party.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I can directly plan a birthday party."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Plan a birthday party.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "event_planning",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the specific details needed?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline or deadline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "event_type": "birthday",
              "date": "today",
              "guest_count": 5,
              "venue": "office",
              "budget_band": "$500-2000"
            },
            "critical_fields": [
              "date",
              "event_type",
              "guest_count",
              "venue"
            ],
            "required_keys": [
              "event_type",
              "date",
              "guest_count",
              "venue"
            ],
            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 4,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.4007425308227539
    },
    {
      "seed": 10000,
      "task_id": "hard",
      "scenario_id": "seed10000_event_planning_hard",
      "family": "event_planning",
      "request": "Plan a birthday party.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I can directly plan a birthday party."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Plan a birthday party.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "event_planning",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the technical specifications?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "What is the scale or scope?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or limitations?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 1,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "ask_question",
          "args": {
            "question": "Any other preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 0,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 7,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "event_type": "birthday",
              "date": "this week",
              "guest_count": 100,
              "venue": "office",
              "budget_band": "$100-500",
              "dietary_constraints": "none",
              "theme": "surprise"
            },
            "critical_fields": [
              "date",
              "event_type",
              "guest_count",
              "venue"
            ],
            "required_keys": [
              "event_type",
              "date",
              "guest_count",
              "venue"
            ],
            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 6,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.37496304512023926
    },
    {
      "seed": 10001,
      "task_id": "easy",
      "scenario_id": "seed10001_support_triage_easy",
      "family": "support_triage",
      "request": "My order is wrong.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nMy order is wrong.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. My order is wrong. Let me know if you need help fixing it."
        },
        {
          "role": "user",
          "content": "{\"request\": \"My order is wrong.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order none-provided.\", \"questions_remaining\": 4, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "My order is wrong.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order none-provided.",
            "questions_remaining": 4,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order none-provided.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "order_id": "none-provided",
              "item_issue": "late"
            },
            "critical_fields": [
              "item_issue",
              "order_id"
            ],
            "required_keys": [
              "order_id",
              "item_issue",
              "refund_or_replace"
            ],
            "submitted_plan": {
              "order_id": "Order none-provided."
            },
            "parse_error": null,
            "questions_asked": 2,
            "fields_revealed": [
              "order_id"
            ]
          }
        }
      ],
      "elapsed_s": 0.4925088882446289
    },
    {
      "seed": 10001,
      "task_id": "medium",
      "scenario_id": "seed10001_support_triage_medium",
      "family": "support_triage",
      "request": "My order is wrong.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nMy order is wrong.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I will proceed to propose a plan."
        },
        {
          "role": "user",
          "content": "{\"request\": \"My order is wrong.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #9027.\", \"questions_remaining\": 3, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "My order is wrong.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the specific details needed?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or preferences?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order #9027.",
            "questions_remaining": 3,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline or deadline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order #9027.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "order_id": "#9027",
              "item_issue": "never-arrived",
              "refund_or_replace": "unsure",
              "urgency": "high"
            },
            "critical_fields": [
              "item_issue",
              "order_id",
              "refund_or_replace",
              "urgency"
            ],
            "required_keys": [
              "order_id",
              "item_issue",
              "refund_or_replace"
            ],
            "submitted_plan": {
              "order_id": "Order #9027."
            },
            "parse_error": null,
            "questions_asked": 4,
            "fields_revealed": [
              "order_id"
            ]
          }
        }
      ],
      "elapsed_s": 0.3720064163208008
    },
    {
      "seed": 10001,
      "task_id": "hard",
      "scenario_id": "seed10001_support_triage_hard",
      "family": "support_triage",
      "request": "There's an issue with my purchase.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "None of the necessary information has been provided, but I'll request the task details to proceed. Please provide the task title and family to continue."
        },
        {
          "role": "user",
          "content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order none-provided.\", \"questions_remaining\": 0, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "There's an issue with my purchase.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "There's an issue with my purchase.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "What are the technical specifications?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "What is the scale or scope?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or limitations?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 1,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 7,
          "tool": "ask_question",
          "args": {
            "question": "Any other preferences?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order none-provided.",
            "questions_remaining": 0,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 8,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order none-provided.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "order_id": "none-provided",
              "item_issue": "late",
              "refund_or_replace": "refund",
              "urgency": "high",
              "channel_preferred": "phone"
            },
            "critical_fields": [
              "item_issue",
              "order_id",
              "refund_or_replace",
              "urgency"
            ],
            "required_keys": [
              "order_id",
              "item_issue",
              "refund_or_replace"
            ],
            "submitted_plan": {
              "order_id": "Order none-provided."
            },
            "parse_error": null,
            "questions_asked": 6,
            "fields_revealed": [
              "order_id"
            ]
          }
        }
      ],
      "elapsed_s": 0.7887866497039795
    },
    {
      "seed": 10002,
      "task_id": "easy",
      "scenario_id": "seed10002_meeting_scheduling_easy",
      "family": "meeting_scheduling",
      "request": "Schedule a sync.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSchedule a sync.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the information is needed for scheduling a sync. Let me know if you need help with that!"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Schedule a sync.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "participants": "whole team",
              "time": "evening"
            },
            "critical_fields": [
              "participants",
              "time"
            ],
            "required_keys": [
              "participants",
              "date",
              "time"
            ],
            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 2,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.47986626625061035
    },
    {
      "seed": 10002,
      "task_id": "medium",
      "scenario_id": "seed10002_meeting_scheduling_medium",
      "family": "meeting_scheduling",
      "request": "Set up a meeting.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSet up a meeting.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed for the current request. The request is to set up a meeting, but no specific details have been provided. Please provide more information so that I can assist further."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Set up a meeting.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the specific details needed?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline or deadline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
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      "seed": 10002,
      "task_id": "hard",
      "scenario_id": "seed10002_meeting_scheduling_hard",
      "family": "meeting_scheduling",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
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        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I'll proceed to propose a plan."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
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          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
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          "step": 3,
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      "seed": 10003,
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      "scenario_id": "seed10003_medical_intake_easy",
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      "request": "I have a problem.",
      "final_score": 0.0,
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
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        },
        {
          "role": "assistant",
          "content": "None of the tools are required. Please provide the task details."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I have a problem.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "tool": "get_task_info",
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            "request": "I have a problem.",
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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      "messages": [
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        {
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        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I will proceed to help with the task."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need some help.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
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        {
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        {
          "role": "assistant",
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        },
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        },
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    {
      "seed": 10005,
      "task_id": "hard",
      "scenario_id": "seed10005_event_planning_hard",
      "family": "event_planning",
      "request": "Plan a birthday party.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are required for the request. I will proceed to plan the birthday party."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
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          "reward": 0.0,
          "done": false,
          "result": {
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            "task_id": "hard",
            "task_title": "High Ambiguity",
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
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        },
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            "answer": "Up to you on that one.",
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        },
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          "step": 3,
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            "answer": "Up to you on that one.",
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        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or limitations?"
          },
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          "done": false,
          "result": {
            "answer": "Up to you on that one.",
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            "field_revealed": null,
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        {
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          "tool": "ask_question",
          "args": {
            "question": "What is the timeline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 1,
            "field_revealed": null,
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        },
        {
          "step": 6,
          "tool": "ask_question",
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            "question": "Any other preferences?"
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          "result": {
            "answer": "Up to you on that one.",
            "questions_remaining": 0,
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          }
        },
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          "step": 7,
          "tool": "propose_plan",
          "args": {
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          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
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            "expected_profile": {
              "event_type": "anniversary",
              "date": "today",
              "guest_count": 20,
              "venue": "rented hall",
              "budget_band": "<$100",
              "theme": "themed",
              "dietary_constraints": "none"
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    {
      "seed": 10006,
      "task_id": "easy",
      "scenario_id": "seed10006_medical_intake_easy",
      "family": "medical_intake",
      "request": "Something's off with my health.",
      "final_score": 0.0,
      "score_breakdown": {
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      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the provided tools are necessary for this request. The task is to address a health-related concern, but no specific information is provided. If you can provide more details, I can help you better."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "step": 0,
          "tool": "get_task_info",
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          "done": false,
          "result": {
            "request": "Something's off with my health.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "medical_intake",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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    {
      "seed": 10006,
      "task_id": "medium",
      "scenario_id": "seed10006_medical_intake_medium",
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      "request": "Something's off with my health.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the provided tools are applicable to this request. The user is experiencing a health issue and needs assistance, but the available tools do not include any functionality related to health or medical care."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
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          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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        }
      ],
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      "task_id": "hard",
      "scenario_id": "seed10006_medical_intake_hard",
      "family": "medical_intake",
      "request": "I need some help.",
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      "messages": [
        {
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        },
        {
          "role": "user",
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        },
        {
          "role": "assistant",
          "content": "None of the tools are applicable for this request. Please provide more details about what you need."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need some help.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
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          "role": "user",
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          "role": "user",
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          "role": "user",
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        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "step": 0,
          "tool": "get_task_info",
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            "questions_remaining": 1,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "ask_question",
          "args": {
            "question": "Any other preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 0,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 7,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "primary_symptom": "headache",
              "duration": "1-7 days",
              "severity": "mild",
              "age_band": "adult",
              "medications": "both",
              "prior_conditions": "diabetes"
            },
            "critical_fields": [
              "age_band",
              "duration",
              "primary_symptom",
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            ],
            "required_keys": [
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              "duration",
              "severity"
            ],
            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 6,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.4415302276611328
    },
    {
      "seed": 10007,
      "task_id": "easy",
      "scenario_id": "seed10007_support_triage_easy",
      "family": "support_triage",
      "request": "I need help with an order.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI need help with an order.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the information is provided. Please provide more details about the task."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #1199.\", \"questions_remaining\": 4, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "I need help with an order.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order #1199.",
            "questions_remaining": 4,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order #1199.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "item_issue": "missing",
              "refund_or_replace": "unsure",
              "order_id": "#1199"
            },
            "critical_fields": [
              "item_issue",
              "order_id",
              "refund_or_replace"
            ],
            "required_keys": [
              "order_id",
              "item_issue",
              "refund_or_replace"
            ],
            "submitted_plan": {
              "order_id": "Order #1199."
            },
            "parse_error": null,
            "questions_asked": 2,
            "fields_revealed": [
              "order_id"
            ]
          }
        }
      ],
      "elapsed_s": 0.3482072353363037
    },
    {
      "seed": 10007,
      "task_id": "medium",
      "scenario_id": "seed10007_support_triage_medium",
      "family": "support_triage",
      "request": "There's an issue with my purchase.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The request is straightforward, and there are no additional questions to ask."
        },
        {
          "role": "user",
          "content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #1199.\", \"questions_remaining\": 3, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "There's an issue with my purchase.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "There's an issue with my purchase.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "What are the specific details needed?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or preferences?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order #1199.",
            "questions_remaining": 3,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline or deadline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order #1199.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
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            "breakdown": {
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            },
            "expected_profile": {
              "order_id": "#1199",
              "item_issue": "late",
              "refund_or_replace": "store-credit",
              "urgency": "medium",
              "channel_preferred": "email"
            },
            "critical_fields": [
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            "submitted_plan": {
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            "parse_error": null,
            "questions_asked": 4,
            "fields_revealed": [
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          }
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      "elapsed_s": 0.6009728908538818
    },
    {
      "seed": 10007,
      "task_id": "hard",
      "scenario_id": "seed10007_support_triage_hard",
      "family": "support_triage",
      "request": "There's an issue with my purchase.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nThere's an issue with my purchase.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the above."
        },
        {
          "role": "user",
          "content": "{\"request\": \"There's an issue with my purchase.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #1199.\", \"questions_remaining\": 0, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "There's an issue with my purchase.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "support_triage",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the technical specifications?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "What is the scale or scope?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or limitations?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I don't really know \u2014 does it matter?",
            "questions_remaining": 1,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "ask_question",
          "args": {
            "question": "Any other preferences?"
          },
          "reward": 0.05,
          "done": false,
          "result": {
            "answer": "Order #1199.",
            "questions_remaining": 0,
            "field_revealed": "order_id",
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 7,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"order_id\": \"Order #1199.\"}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "order_id": "#1199",
              "item_issue": "late",
              "refund_or_replace": "store-credit",
              "urgency": "medium",
              "channel_preferred": "email"
            },
            "critical_fields": [
              "item_issue",
              "order_id",
              "refund_or_replace",
              "urgency"
            ],
            "required_keys": [
              "order_id",
              "item_issue",
              "refund_or_replace"
            ],
            "submitted_plan": {
              "order_id": "Order #1199."
            },
            "parse_error": null,
            "questions_asked": 6,
            "fields_revealed": [
              "order_id"
            ]
          }
        }
      ],
      "elapsed_s": 0.1892843246459961
    },
    {
      "seed": 10008,
      "task_id": "easy",
      "scenario_id": "seed10008_medical_intake_easy",
      "family": "medical_intake",
      "request": "Something's off with my health.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed for this request. The user simply expressed a concern about their health."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
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            "task_title": "Mild Ambiguity",
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            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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            "task_id": "easy",
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            "questions_remaining": 5,
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI have a problem.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools have been used yet. Let me ask what the problem is."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I have a problem.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "tool": "get_task_info",
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            "task_id": "medium",
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            "questions_remaining": 2,
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      "seed": 10008,
      "task_id": "hard",
      "scenario_id": "seed10008_medical_intake_hard",
      "family": "medical_intake",
      "request": "I need some help.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI need some help.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. Please provide more details about your request."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need some help.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "step": 0,
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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          "step": 2,
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            "question": "What are the technical specifications?"
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            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 4,
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          "step": 3,
          "tool": "ask_question",
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            "question": "What is the scale or scope?"
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            "question": "Any constraints or limitations?"
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          "done": true,
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    {
      "seed": 10009,
      "task_id": "easy",
      "scenario_id": "seed10009_support_triage_easy",
      "family": "support_triage",
      "request": "I need help with an order.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI need help with an order.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "None of the required information has been provided. Could you please provide more details about the task?"
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #9027.\", \"questions_remaining\": 4, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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            "request": "I need help with an order.",
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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          }
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            "question": "What is the main requirement?"
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          "result": {
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            "critical_fields": [
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            "required_keys": [
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            "submitted_plan": {
              "order_id": "Order #9027."
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            "fields_revealed": [
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      "seed": 10009,
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      "family": "support_triage",
      "request": "Something went wrong.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething went wrong.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The user provided a message indicating a problem with their system."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something went wrong.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
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    {
      "seed": 10009,
      "task_id": "hard",
      "scenario_id": "seed10009_support_triage_hard",
      "family": "support_triage",
      "request": "My order is wrong.",
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      "messages": [
        {
          "role": "system",
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        },
        {
          "role": "user",
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        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The request is clear: \"My order is wrong.\" No further questions or information is required."
        },
        {
          "role": "user",
          "content": "{\"request\": \"My order is wrong.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
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        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Order #4521.\", \"questions_remaining\": 0, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
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    {
      "seed": 10010,
      "task_id": "easy",
      "scenario_id": "seed10010_event_planning_easy",
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      "request": "Set up a celebration.",
      "final_score": 0.0,
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      "format_pass": null,
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
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        },
        {
          "role": "assistant",
          "content": "None of the tools are required for this request. Please provide more details so I can assist you better."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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            "request": "Set up a celebration.",
            "task_id": "easy",
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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      "request": "Set up a celebration.",
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      "messages": [
        {
          "role": "system",
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        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSet up a celebration.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The request to set up a celebration can be fulfilled by organizing the steps as per the available resources and time."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Set up a celebration.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
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        {
          "role": "user",
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          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"Up to you on that one.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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            "question": "Any constraints or preferences?"
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              "date": "this week",
              "guest_count": 20,
              "venue": "home",
              "budget_band": "$2000+"
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    {
      "seed": 10010,
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      "scenario_id": "seed10010_event_planning_hard",
      "family": "event_planning",
      "request": "Plan a birthday party.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nPlan a birthday party.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Plan a birthday party.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"event_planning\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "propose_plan({\"stack\": \"python+fastapi\", \"scale\": \"1k users\"})"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Plan a birthday party.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "event_planning",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "propose_plan",
          "args": {
            "plan": "{\"stack\": \"python+fastapi"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "event_type": "anniversary",
              "date": "tomorrow",
              "guest_count": 50,
              "venue": "home",
              "budget_band": "<$100",
              "theme": "casual",
              "dietary_constraints": "mixed"
            },
            "critical_fields": [
              "date",
              "event_type",
              "guest_count",
              "venue"
            ],
            "required_keys": [
              "event_type",
              "date",
              "guest_count",
              "venue"
            ],
            "submitted_plan": null,
            "parse_error": "invalid JSON: Unterminated string starting at",
            "questions_asked": 0,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.5745251178741455
    },
    {
      "seed": 10011,
      "task_id": "easy",
      "scenario_id": "seed10011_medical_intake_easy",
      "family": "medical_intake",
      "request": "I'm not feeling well.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI'm not feeling well.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the information is available. Please provide more details about what needs to be done."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I'm not feeling well.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "I'm not feeling well.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "medical_intake",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
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        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
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          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "severity": "severe",
              "duration": "1-4 weeks",
              "primary_symptom": "cough"
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            "critical_fields": [
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            "required_keys": [
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            "questions_asked": 2,
            "fields_revealed": []
          }
        }
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      "elapsed_s": 0.4229869842529297
    },
    {
      "seed": 10011,
      "task_id": "medium",
      "scenario_id": "seed10011_medical_intake_medium",
      "family": "medical_intake",
      "request": "I'm not feeling well.",
      "final_score": 0.0,
      "score_breakdown": {
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      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI'm not feeling well.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. I will inform the user that I am not feeling well."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I'm not feeling well.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "I'm not feeling well.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "medical_intake",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the specific details needed?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline or deadline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "primary_symptom": "cough",
              "duration": "1-24 hours",
              "severity": "severe",
              "medications": "both",
              "prior_conditions": "hypertension"
            },
            "critical_fields": [
              "duration",
              "primary_symptom",
              "severity"
            ],
            "required_keys": [
              "primary_symptom",
              "duration",
              "severity"
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            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 4,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.4630706310272217
    },
    {
      "seed": 10011,
      "task_id": "hard",
      "scenario_id": "seed10011_medical_intake_hard",
      "family": "medical_intake",
      "request": "I have a problem.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nI have a problem.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools have been used yet. Let me ask you what you need."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I have a problem.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "I have a problem.",
            "task_id": "hard",
            "task_title": "High Ambiguity",
            "family": "medical_intake",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "What are the technical specifications?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "ask_question",
          "args": {
            "question": "What is the scale or scope?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 3,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 4,
          "tool": "ask_question",
          "args": {
            "question": "Any constraints or limitations?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 2,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 5,
          "tool": "ask_question",
          "args": {
            "question": "What is the timeline?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 1,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 6,
          "tool": "ask_question",
          "args": {
            "question": "Any other preferences?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "I'm not sure about that, sorry.",
            "questions_remaining": 0,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 7,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "primary_symptom": "pain",
              "duration": "1-24 hours",
              "severity": "severe",
              "medications": "both",
              "prior_conditions": "hypertension",
              "age_band": "child"
            },
            "critical_fields": [
              "age_band",
              "duration",
              "primary_symptom",
              "severity"
            ],
            "required_keys": [
              "primary_symptom",
              "duration",
              "severity"
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            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 6,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.4251255989074707
    },
    {
      "seed": 10012,
      "task_id": "easy",
      "scenario_id": "seed10012_meeting_scheduling_easy",
      "family": "meeting_scheduling",
      "request": "Schedule a sync.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 2,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSchedule a sync.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The request is to schedule a sync, and it has been specified that there are 8 steps."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Schedule a sync.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
        {
          "step": 1,
          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.02,
          "done": false,
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        },
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          "role": "assistant",
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          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
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        },
        {
          "role": "assistant",
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        },
        {
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          "content": "{\"request\": \"I need help with an order.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
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        },
        {
          "role": "user",
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          "result": {
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            "score": 0.0,
            "breakdown": {
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            },
            "expected_profile": {
              "order_id": "#7830",
              "item_issue": "never-arrived",
              "refund_or_replace": "store-credit",
              "urgency": "medium",
              "channel_preferred": "chat"
            },
            "critical_fields": [
              "item_issue",
              "order_id",
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              "urgency"
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            "required_keys": [
              "order_id",
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              "refund_or_replace"
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            "submitted_plan": {
              "order_id": "Order #7830."
            },
            "parse_error": null,
            "questions_asked": 4,
            "fields_revealed": [
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          }
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    {
      "seed": 10013,
      "task_id": "hard",
      "scenario_id": "seed10013_support_triage_hard",
      "family": "support_triage",
      "request": "I need help with an order.",
      "final_score": 0.0,
      "score_breakdown": {
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      },
      "questions_asked": 6,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
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        },
        {
          "role": "assistant",
          "content": "None of the information is provided. Please provide more details about the order you need help with."
        },
        {
          "role": "user",
          "content": "{\"request\": \"I need help with an order.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"support_triage\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
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        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I don't really know \\u2014 does it matter?\", \"questions_remaining\": 1, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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        {
          "role": "user",
          "content": "{\"answer\": \"Order #7830.\", \"questions_remaining\": 0, \"field_revealed\": \"order_id\", \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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            "task_id": "hard",
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        },
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            "question": "Any other preferences?"
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          "done": false,
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            "questions_remaining": 0,
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          "reward": 0.0,
          "done": true,
          "result": {
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            "score": 0.0,
            "breakdown": {
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            "expected_profile": {
              "order_id": "#7830",
              "item_issue": "never-arrived",
              "refund_or_replace": "store-credit",
              "urgency": "medium",
              "channel_preferred": "chat"
            },
            "critical_fields": [
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    {
      "seed": 10014,
      "task_id": "easy",
      "scenario_id": "seed10014_meeting_scheduling_easy",
      "family": "meeting_scheduling",
      "request": "Set up a meeting.",
      "final_score": 0.0,
      "score_breakdown": {
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      },
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      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSet up a meeting.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are required for the request. I will proceed with setting up the meeting."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Set up a meeting.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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          "step": 0,
          "tool": "get_task_info",
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            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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            "question": "Any specific preferences or constraints?"
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          "done": true,
          "result": {
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            "expected_profile": {
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    {
      "seed": 10014,
      "task_id": "medium",
      "scenario_id": "seed10014_meeting_scheduling_medium",
      "family": "meeting_scheduling",
      "request": "Get a call on the calendar.",
      "final_score": 0.0,
      "score_breakdown": {
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      },
      "questions_asked": 4,
      "format_pass": null,
      "parse_error": null,
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed for the request."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
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          "tool": "get_task_info",
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          "done": false,
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            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
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            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
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            "question": "What are the specific details needed?"
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          "done": false,
          "result": {
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            "field_revealed": null,
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          }
        },
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          "step": 3,
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            "question": "Any constraints or preferences?"
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            "question": "What is the timeline or deadline?"
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          "done": true,
          "result": {
            "type": "resolution",
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            "breakdown": {
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            "expected_profile": {
              "participants": "just me and X",
              "date": "next week",
              "time": "morning",
              "platform": "phone"
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      "seed": 10014,
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are applicable for this request. Please provide more details so I can assist you."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
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        },
        {
          "role": "user",
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        },
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          "role": "user",
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        },
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          "role": "user",
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        },
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        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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          "step": 7,
          "tool": "propose_plan",
          "args": {
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          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
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            "expected_profile": {
              "participants": "external client",
              "date": "today",
              "time": "flexible",
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      "seed": 10015,
      "task_id": "easy",
      "scenario_id": "seed10015_medical_intake_easy",
      "family": "medical_intake",
      "request": "Something's off with my health.",
      "final_score": 0.0,
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "None of the tools are needed. The request is straightforward and the task is already satisfied."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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      "task_id": "medium",
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      "request": "Something's off with my health.",
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the tools are required. The user is just expressing concern about their health."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
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          "role": "user",
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    {
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      "task_id": "hard",
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      "request": "Something's off with my health.",
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      "messages": [
        {
          "role": "system",
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        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSomething's off with my health.\n\nYou have 12 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the provided tools can be used directly to answer the user's request. However, I can ask clarifying questions if needed to better understand the context of the health issue."
        },
        {
          "role": "user",
          "content": "{\"request\": \"Something's off with my health.\", \"task_id\": \"hard\", \"task_title\": \"High Ambiguity\", \"family\": \"medical_intake\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
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        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 3, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 2, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
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          "role": "user",
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        {
          "role": "user",
          "content": "{\"answer\": \"I'm not sure about that, sorry.\", \"questions_remaining\": 0, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
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            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
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    {
      "seed": 10016,
      "task_id": "easy",
      "scenario_id": "seed10016_meeting_scheduling_easy",
      "family": "meeting_scheduling",
      "request": "Get a call on the calendar.",
      "final_score": 0.0,
      "score_breakdown": {
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      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nGet a call on the calendar.\n\nYou have 8 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "None of the above tools are needed. The request to \"Get a call on the calendar\" is to schedule a call, but the available tools are not relevant. However, if you need to confirm the task or set up the plan, I can help with that. Would you like to proceed with confirming the task or setting up a plan?"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Get a call on the calendar.\", \"task_id\": \"easy\", \"task_title\": \"Mild Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 5, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        },
        {
          "role": "user",
          "content": "{\"answer\": \"No preference, you choose.\", \"questions_remaining\": 4, \"field_revealed\": null, \"duplicate\": false, \"over_cap\": false}"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
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            "request": "Get a call on the calendar.",
            "task_id": "easy",
            "task_title": "Mild Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
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          "tool": "ask_question",
          "args": {
            "question": "What is the main requirement?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 5,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 2,
          "tool": "ask_question",
          "args": {
            "question": "Any specific preferences or constraints?"
          },
          "reward": 0.02,
          "done": false,
          "result": {
            "answer": "No preference, you choose.",
            "questions_remaining": 4,
            "field_revealed": null,
            "duplicate": false,
            "over_cap": false
          }
        },
        {
          "step": 3,
          "tool": "propose_plan",
          "args": {
            "plan": "{}"
          },
          "reward": 0.0,
          "done": true,
          "result": {
            "type": "resolution",
            "score": 0.0,
            "breakdown": {
              "FormatCheckRubric": 0.0
            },
            "expected_profile": {
              "participants": "just me and X",
              "time": "evening",
              "duration_minutes": 90
            },
            "critical_fields": [
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            ],
            "required_keys": [
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            "submitted_plan": {},
            "parse_error": null,
            "questions_asked": 2,
            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 1.3879940509796143
    },
    {
      "seed": 10016,
      "task_id": "medium",
      "scenario_id": "seed10016_meeting_scheduling_medium",
      "family": "meeting_scheduling",
      "request": "Schedule a sync.",
      "final_score": 0.0,
      "score_breakdown": {
        "FormatCheckRubric": 0.0
      },
      "questions_asked": 0,
      "format_pass": null,
      "parse_error": "invalid JSON: Unterminated string starting at",
      "messages": [
        {
          "role": "system",
          "content": "You are a helpful assistant that books and plans things for users.\nWhen you receive a request, you may not have all the information needed.\nYou can:\n1. ASK clarifying questions using the ask_question(question) tool (max 6 total)\n2. PROPOSE a final plan using propose_plan(plan) when you have enough info\n3. GET the task description again using get_task_info()\n\nRESPOND WITH EXACTLY ONE TOOL CALL PER TURN:\nTOOL: tool_name\nARGS: {\"arg1\": \"value1\"}\n\nExamples:\nTOOL: ask_question\nARGS: {\"question\": \"What is your budget?\"}\n\nTOOL: propose_plan\nARGS: {\"plan\": \"{\\\"stack\\\": \\\"python+fastapi\\\", \\\"scale\\\": \\\"1k users\\\"}\"}\n\nTOOL: get_task_info\nARGS: {}\n\nBe efficient: ask only what you NEED, then propose a plan.\nDo NOT include preferences in the plan that you weren't told about.\n"
        },
        {
          "role": "user",
          "content": "USER REQUEST:\nSchedule a sync.\n\nYou have 10 steps. Available tools: ask_question(question), propose_plan(plan), get_task_info()."
        },
        {
          "role": "assistant",
          "content": "get_task_info()"
        },
        {
          "role": "user",
          "content": "{\"request\": \"Schedule a sync.\", \"task_id\": \"medium\", \"task_title\": \"Moderate Ambiguity\", \"family\": \"meeting_scheduling\", \"questions_remaining\": 6, \"instructions\": \"Ask clarifying questions via ask_question(question) \\u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about.\"}"
        },
        {
          "role": "assistant",
          "content": "propose_plan({\"stack\": \"python+fastapi\", \"scale\": \"1k users\"})"
        }
      ],
      "trace": [
        {
          "step": 0,
          "tool": "get_task_info",
          "args": {},
          "reward": 0.0,
          "done": false,
          "result": {
            "request": "Schedule a sync.",
            "task_id": "medium",
            "task_title": "Moderate Ambiguity",
            "family": "meeting_scheduling",
            "questions_remaining": 6,
            "instructions": "Ask clarifying questions via ask_question(question) \u2014 you have a 6-question budget. Then submit your final plan via propose_plan(plan) where plan is a JSON string object containing the required keys for the task family. Avoid hallucinating values for fields you never asked about."
          }
        },
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          "result": {
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            "breakdown": {
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            },
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              "participants": "just me and X",
              "date": "this week",
              "time": "evening",
              "duration_minutes": 30,
              "platform": "google-meet"
            },
            "critical_fields": [
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            ],
            "submitted_plan": null,
            "parse_error": "invalid JSON: Unterminated string starting at",
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            "fields_revealed": []
          }
        }
      ],
      "elapsed_s": 0.541414737701416
    }
  ]
}