{
  "observations": [
    {
      "answer_sha256": "67a17894fa34e8dfb34c1e414ff34a7601834e0241a3aa1f8e0d93e5d872c482",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        48
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "planning",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 32,
          "finish_reason": "stop",
          "latency_ms": 575.9120790171437,
          "prompt_tokens": 48,
          "reasoning_chars": 113,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "inspect -> patch -> test"
    },
    {
      "answer_sha256": "67a17894fa34e8dfb34c1e414ff34a7601834e0241a3aa1f8e0d93e5d872c482",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        48
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "planning",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 32,
          "finish_reason": "stop",
          "latency_ms": 559.5677049714141,
          "prompt_tokens": 48,
          "reasoning_chars": 113,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "inspect -> patch -> test"
    },
    {
      "answer_sha256": "73475cb40a568e8da8a045ced110137e159f890ac4da883b6b17dc651b3a8049",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        31
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "reasoning",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": true,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 51,
          "finish_reason": "stop",
          "latency_ms": 816.8815179960802,
          "prompt_tokens": 31,
          "reasoning_chars": 169,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "42"
    },
    {
      "answer_sha256": "73475cb40a568e8da8a045ced110137e159f890ac4da883b6b17dc651b3a8049",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        31
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "reasoning",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": true,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 51,
          "finish_reason": "stop",
          "latency_ms": 802.4969259859063,
          "prompt_tokens": 31,
          "reasoning_chars": 169,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "42"
    },
    {
      "answer_sha256": "3d9ccad928f884486faa8d30961daa0e9889b58edaea1f27c495b9cb77c91afc",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        33
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "structured-edit",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 155,
          "finish_reason": "stop",
          "latency_ms": 2153.0081079690717,
          "prompt_tokens": 33,
          "reasoning_chars": 617,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "{\"file\":\"app.py\",\"line\":12,\"value\":45}"
    },
    {
      "answer_sha256": "3d9ccad928f884486faa8d30961daa0e9889b58edaea1f27c495b9cb77c91afc",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        33
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "structured-edit",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 173,
          "finish_reason": "stop",
          "latency_ms": 2364.8777359630913,
          "prompt_tokens": 33,
          "reasoning_chars": 697,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "{\"file\":\"app.py\",\"line\":12,\"value\":45}"
    },
    {
      "answer_sha256": "0439222bcd7937f747c9d8a176ed1a6f1c10d2362a9280da2f1e66427ffd3a61",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        239,
        338,
        397
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "tool-sequence",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "id": "T-17"
          },
          "name": "read_ticket"
        },
        {
          "arguments": {
            "path": "src/app.py"
          },
          "name": "read_file"
        }
      ],
      "turns": [
        {
          "completion_tokens": 87,
          "finish_reason": "tool_calls",
          "latency_ms": 1730.9146480401978,
          "prompt_tokens": 239,
          "reasoning_chars": 241,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 47,
          "finish_reason": "tool_calls",
          "latency_ms": 1249.429847986903,
          "prompt_tokens": 338,
          "reasoning_chars": 64,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 49,
          "finish_reason": "stop",
          "latency_ms": 790.3534510405734,
          "prompt_tokens": 397,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Here's what I found:\n\n- **Ticket T-17** points to the file: `src/app.py`\n- **File read result**: The file was read successfully, and its exact marker is **`FILE-READY`**"
    },
    {
      "answer_sha256": "0439222bcd7937f747c9d8a176ed1a6f1c10d2362a9280da2f1e66427ffd3a61",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        239,
        338,
        397
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "tool-sequence",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "id": "T-17"
          },
          "name": "read_ticket"
        },
        {
          "arguments": {
            "path": "src/app.py"
          },
          "name": "read_file"
        }
      ],
      "turns": [
        {
          "completion_tokens": 87,
          "finish_reason": "tool_calls",
          "latency_ms": 1276.7681789700873,
          "prompt_tokens": 239,
          "reasoning_chars": 241,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 47,
          "finish_reason": "tool_calls",
          "latency_ms": 746.6730379965156,
          "prompt_tokens": 338,
          "reasoning_chars": 64,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 49,
          "finish_reason": "stop",
          "latency_ms": 773.3217320055701,
          "prompt_tokens": 397,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Here's what I found:\n\n- **Ticket T-17** points to the file: `src/app.py`\n- **File read result**: The file was read successfully, and its exact marker is **`FILE-READY`**"
    },
    {
      "answer_sha256": "f0cc764989d2b59549620828171daf46e08953479bcc719813ed375f89999462",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        173,
        267
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "parallel-tools",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "path": "a.py"
          },
          "name": "read_file"
        },
        {
          "arguments": {
            "path": "b.py"
          },
          "name": "read_file"
        }
      ],
      "turns": [
        {
          "completion_tokens": 58,
          "finish_reason": "tool_calls",
          "latency_ms": 898.8489040057175,
          "prompt_tokens": 173,
          "reasoning_chars": 164,
          "tool_call_count": 2
        },
        {
          "completion_tokens": 40,
          "finish_reason": "stop",
          "latency_ms": 1128.2319099991582,
          "prompt_tokens": 267,
          "reasoning_chars": 54,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Both files were read successfully:\n\n- **a.py**: marker `A-OK`\n- **b.py**: marker `B-OK`"
    },
    {
      "answer_sha256": "f0cc764989d2b59549620828171daf46e08953479bcc719813ed375f89999462",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        173,
        272
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "parallel-tools",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "path": "a.py"
          },
          "name": "read_file"
        },
        {
          "arguments": {
            "path": "b.py"
          },
          "name": "read_file"
        }
      ],
      "turns": [
        {
          "completion_tokens": 63,
          "finish_reason": "tool_calls",
          "latency_ms": 955.3478099987842,
          "prompt_tokens": 173,
          "reasoning_chars": 193,
          "tool_call_count": 2
        },
        {
          "completion_tokens": 42,
          "finish_reason": "stop",
          "latency_ms": 681.0428730095737,
          "prompt_tokens": 272,
          "reasoning_chars": 61,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Both files were read successfully:\n\n- **a.py**: marker `A-OK`\n- **b.py**: marker `B-OK`"
    },
    {
      "answer_sha256": "e9bc615dd233eef1cceeb19523396ea513b0c1f99ebfb24b3e130d083b67bcaf",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        250,
        355,
        429
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "dependent-result",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "name": "Ada"
          },
          "name": "lookup_user"
        },
        {
          "arguments": {
            "id": "user-73",
            "state": "active"
          },
          "name": "update_user"
        }
      ],
      "turns": [
        {
          "completion_tokens": 93,
          "finish_reason": "tool_calls",
          "latency_ms": 1343.7229210394435,
          "prompt_tokens": 250,
          "reasoning_chars": 278,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 62,
          "finish_reason": "tool_calls",
          "latency_ms": 945.0602380093187,
          "prompt_tokens": 355,
          "reasoning_chars": 80,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 59,
          "finish_reason": "stop",
          "latency_ms": 905.7060179766268,
          "prompt_tokens": 429,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Done! Here's a summary:\n\n1. **Lookup**: Found user **Ada** with ID `user-73`\n2. **Update**: Updated user `user-73` to state `active`\n\nThe update result's exact status string is: **`UPDATED-73`**"
    },
    {
      "answer_sha256": "e9bc615dd233eef1cceeb19523396ea513b0c1f99ebfb24b3e130d083b67bcaf",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        250,
        350,
        419
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "dependent-result",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "name": "Ada"
          },
          "name": "lookup_user"
        },
        {
          "arguments": {
            "id": "user-73",
            "state": "active"
          },
          "name": "update_user"
        }
      ],
      "turns": [
        {
          "completion_tokens": 88,
          "finish_reason": "tool_calls",
          "latency_ms": 1276.2535290094092,
          "prompt_tokens": 250,
          "reasoning_chars": 278,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 57,
          "finish_reason": "tool_calls",
          "latency_ms": 875.929229950998,
          "prompt_tokens": 350,
          "reasoning_chars": 71,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 59,
          "finish_reason": "stop",
          "latency_ms": 907.2669059969485,
          "prompt_tokens": 419,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "Done! Here's a summary:\n\n1. **Lookup**: Found user **Ada** with ID `user-73`\n2. **Update**: Updated user `user-73` to state `active`\n\nThe update result's exact status string is: **`UPDATED-73`**"
    },
    {
      "answer_sha256": "e0afe8d9572a229f33bb69cf2efa83d46fbfc1b37b90bfa5c2750e9b779f3de6",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        201,
        314,
        395
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "tool-recovery-error",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "attempt": "1",
            "id": "B-9"
          },
          "name": "fetch_build"
        },
        {
          "arguments": {
            "attempt": "2",
            "id": "B-9"
          },
          "name": "fetch_build"
        }
      ],
      "turns": [
        {
          "completion_tokens": 103,
          "finish_reason": "tool_calls",
          "latency_ms": 1469.7021580068395,
          "prompt_tokens": 201,
          "reasoning_chars": 274,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 63,
          "finish_reason": "tool_calls",
          "latency_ms": 959.1735569993034,
          "prompt_tokens": 314,
          "reasoning_chars": 112,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 91,
          "finish_reason": "stop",
          "latency_ms": 1314.5386169780977,
          "prompt_tokens": 395,
          "reasoning_chars": 161,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "The retry succeeded. Here's a summary:\n\n- **Attempt 1:** Failed with a temporary error.\n- **Attempt 2 (retry):** Succeeded \u2014 status: `passed`.\n\nThe successful result's exact marker is: **BUILD-OK**"
    },
    {
      "answer_sha256": "e0afe8d9572a229f33bb69cf2efa83d46fbfc1b37b90bfa5c2750e9b779f3de6",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        201,
        311,
        393
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "tool-recovery-error",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "attempt": "1",
            "id": "B-9"
          },
          "name": "fetch_build"
        },
        {
          "arguments": {
            "attempt": "2",
            "id": "B-9"
          },
          "name": "fetch_build"
        }
      ],
      "turns": [
        {
          "completion_tokens": 100,
          "finish_reason": "tool_calls",
          "latency_ms": 1432.0642030215822,
          "prompt_tokens": 201,
          "reasoning_chars": 282,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 64,
          "finish_reason": "tool_calls",
          "latency_ms": 965.4112849966623,
          "prompt_tokens": 311,
          "reasoning_chars": 127,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 91,
          "finish_reason": "stop",
          "latency_ms": 1313.1270309677348,
          "prompt_tokens": 393,
          "reasoning_chars": 161,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "The retry succeeded. Here's a summary:\n\n- **Attempt 1:** Failed with a temporary error.\n- **Attempt 2 (retry):** Succeeded \u2014 status: `passed`.\n\nThe successful result's exact marker is: **BUILD-OK**"
    },
    {
      "answer_sha256": "c5abe0d93115e0e56d319f032d0d30d944c083b48c39c08e52e1d32a635b58dd",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        383,
        478,
        541,
        627,
        672
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "debug-loop",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "scope": "unit"
          },
          "name": "run_tests"
        },
        {
          "arguments": {
            "path": "calc.py"
          },
          "name": "read_file"
        },
        {
          "arguments": {
            "edit": "return a + b",
            "path": "calc.py"
          },
          "name": "apply_edit"
        },
        {
          "arguments": {
            "scope": "unit"
          },
          "name": "run_tests"
        }
      ],
      "turns": [
        {
          "completion_tokens": 78,
          "finish_reason": "tool_calls",
          "latency_ms": 1149.5608190307394,
          "prompt_tokens": 383,
          "reasoning_chars": 190,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 43,
          "finish_reason": "tool_calls",
          "latency_ms": 1161.7723220260814,
          "prompt_tokens": 478,
          "reasoning_chars": 60,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 76,
          "finish_reason": "tool_calls",
          "latency_ms": 1599.0358289564028,
          "prompt_tokens": 541,
          "reasoning_chars": 111,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 26,
          "finish_reason": "tool_calls",
          "latency_ms": 1018.4690430178307,
          "prompt_tokens": 627,
          "reasoning_chars": 0,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 118,
          "finish_reason": "stop",
          "latency_ms": 2224.2270430433564,
          "prompt_tokens": 672,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "The tests now **pass**. \u2705\n\nSummary of the four steps:\n1. **Ran unit tests** \u2014 failed, pointing to `calc.py`.\n2. **Inspected `calc.py`** \u2014 found `return a - b` (subtraction instead of addition).\n3. **Applied the one-line fix** \u2014 changed it to `return a + b`.\n4. **Reran unit tests** \u2014 result: `TESTS-PASS`, status `passed`.\n\nThe function now correctly returns the sum of its inputs `a` and `b`."
    },
    {
      "answer_sha256": "a9e6b05b17db6de5d423bcfffcd7fc21456b22ec4fd3252fc5be33cc0fdbd8f4",
      "failure": null,
      "failure_class": null,
      "full_history": [],
      "history_prompt_tokens": [
        383,
        509,
        576,
        669,
        716
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "debug-loop",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [
        {
          "arguments": {
            "scope": "unit"
          },
          "name": "run_tests"
        },
        {
          "arguments": {
            "path": "calc.py"
          },
          "name": "read_file"
        },
        {
          "arguments": {
            "edit": "return a + b",
            "path": "calc.py"
          },
          "name": "apply_edit"
        },
        {
          "arguments": {
            "scope": "unit"
          },
          "name": "run_tests"
        }
      ],
      "turns": [
        {
          "completion_tokens": 109,
          "finish_reason": "tool_calls",
          "latency_ms": 1545.4471969860606,
          "prompt_tokens": 383,
          "reasoning_chars": 327,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 47,
          "finish_reason": "tool_calls",
          "latency_ms": 765.4432679992169,
          "prompt_tokens": 509,
          "reasoning_chars": 60,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 83,
          "finish_reason": "tool_calls",
          "latency_ms": 1237.2470480040647,
          "prompt_tokens": 576,
          "reasoning_chars": 128,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 28,
          "finish_reason": "tool_calls",
          "latency_ms": 538.8544779852964,
          "prompt_tokens": 669,
          "reasoning_chars": 0,
          "tool_call_count": 1
        },
        {
          "completion_tokens": 101,
          "finish_reason": "stop",
          "latency_ms": 1965.3331880108453,
          "prompt_tokens": 716,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "The tests now **pass**. \n\nSummary of what was done:\n1. **Ran unit tests** \u2014 they failed, pointing to `calc.py`.\n2. **Inspected `calc.py`** \u2014 found the function returned `a - b` instead of the sum.\n3. **Applied the one-line fix** \u2014 changed the line to `return a + b`.\n4. **Reran unit tests** \u2014 result: `TESTS-PASS`, status `passed`."
    },
    {
      "answer_sha256": "a1e72877adeaf6458d482d73c9450121bdf471507f9199e4b5a9af94b9f42929",
      "failure": null,
      "failure_class": null,
      "full_history": [
        {
          "content": "Remember private session code SESSION-8841.",
          "role": "user"
        },
        {
          "content": "Turn 0: remember neutral note 0.",
          "role": "user"
        },
        {
          "content": "noted 0",
          "role": "assistant"
        },
        {
          "content": "Turn 1: remember neutral note 1.",
          "role": "user"
        },
        {
          "content": "noted 1",
          "role": "assistant"
        },
        {
          "content": "Turn 2: remember neutral note 2.",
          "role": "user"
        },
        {
          "content": "noted 2",
          "role": "assistant"
        },
        {
          "content": "Turn 3: remember neutral note 3.",
          "role": "user"
        },
        {
          "content": "noted 3",
          "role": "assistant"
        },
        {
          "content": "Turn 4: remember neutral note 4.",
          "role": "user"
        },
        {
          "content": "noted 4",
          "role": "assistant"
        },
        {
          "content": "Turn 5: remember neutral note 5.",
          "role": "user"
        },
        {
          "content": "noted 5",
          "role": "assistant"
        },
        {
          "content": "Turn 6: remember neutral note 6.",
          "role": "user"
        },
        {
          "content": "noted 6",
          "role": "assistant"
        },
        {
          "content": "Turn 7: remember neutral note 7.",
          "role": "user"
        },
        {
          "content": "noted 7",
          "role": "assistant"
        },
        {
          "content": "Turn 8: remember neutral note 8.",
          "role": "user"
        },
        {
          "content": "noted 8",
          "role": "assistant"
        },
        {
          "content": "Turn 9: remember neutral note 9.",
          "role": "user"
        },
        {
          "content": "noted 9",
          "role": "assistant"
        },
        {
          "content": "Turn 10: remember neutral note 10.",
          "role": "user"
        },
        {
          "content": "noted 10",
          "role": "assistant"
        },
        {
          "content": "Return only the private session code.",
          "role": "user"
        }
      ],
      "history_prompt_tokens": [
        228
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 0,
      "scenario_id": "context-recovery",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 65,
          "finish_reason": "stop",
          "latency_ms": 979.1569999651983,
          "prompt_tokens": 228,
          "reasoning_chars": 254,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "SESSION-8841"
    },
    {
      "answer_sha256": "a1e72877adeaf6458d482d73c9450121bdf471507f9199e4b5a9af94b9f42929",
      "failure": null,
      "failure_class": null,
      "full_history": [
        {
          "content": "Remember private session code SESSION-8841.",
          "role": "user"
        },
        {
          "content": "Turn 0: remember neutral note 0.",
          "role": "user"
        },
        {
          "content": "noted 0",
          "role": "assistant"
        },
        {
          "content": "Turn 1: remember neutral note 1.",
          "role": "user"
        },
        {
          "content": "noted 1",
          "role": "assistant"
        },
        {
          "content": "Turn 2: remember neutral note 2.",
          "role": "user"
        },
        {
          "content": "noted 2",
          "role": "assistant"
        },
        {
          "content": "Turn 3: remember neutral note 3.",
          "role": "user"
        },
        {
          "content": "noted 3",
          "role": "assistant"
        },
        {
          "content": "Turn 4: remember neutral note 4.",
          "role": "user"
        },
        {
          "content": "noted 4",
          "role": "assistant"
        },
        {
          "content": "Turn 5: remember neutral note 5.",
          "role": "user"
        },
        {
          "content": "noted 5",
          "role": "assistant"
        },
        {
          "content": "Turn 6: remember neutral note 6.",
          "role": "user"
        },
        {
          "content": "noted 6",
          "role": "assistant"
        },
        {
          "content": "Turn 7: remember neutral note 7.",
          "role": "user"
        },
        {
          "content": "noted 7",
          "role": "assistant"
        },
        {
          "content": "Turn 8: remember neutral note 8.",
          "role": "user"
        },
        {
          "content": "noted 8",
          "role": "assistant"
        },
        {
          "content": "Turn 9: remember neutral note 9.",
          "role": "user"
        },
        {
          "content": "noted 9",
          "role": "assistant"
        },
        {
          "content": "Turn 10: remember neutral note 10.",
          "role": "user"
        },
        {
          "content": "noted 10",
          "role": "assistant"
        },
        {
          "content": "Return only the private session code.",
          "role": "user"
        }
      ],
      "history_prompt_tokens": [
        228
      ],
      "oracle_revision": "8",
      "passed": true,
      "reasoning_present": true,
      "repetition": 1,
      "scenario_id": "context-recovery",
      "schema": "anvil-serving.agentic-observation/v1",
      "stages": {
        "final_answer": {
          "passed": true
        },
        "history": {
          "passed": true
        },
        "protocol": {
          "passed": true
        },
        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 98,
          "finish_reason": "stop",
          "latency_ms": 1405.274206015747,
          "prompt_tokens": 228,
          "reasoning_chars": 408,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "SESSION-8841"
    }
  ],
  "passed": true,
  "request_controls": {
    "chat_template_kwargs": null,
    "reasoning_effort": "max",
    "sampling": {
      "temperature": {
        "effective_request": 0.0,
        "requested": 0.0,
        "sent": true
      },
      "top_p": {
        "effective_request": 0.95,
        "requested": 0.95,
        "sent": true
      }
    },
    "thinking_mode": "default"
  },
  "request_ids": [],
  "schema": "anvil-serving.agentic-suite-run/v1",
  "summary": {
    "attempted": 18,
    "pass_rate": 1.0,
    "passed": 18,
    "required_pass_rate": 0.75
  }
}
