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      "visible_answer": "Done! I looked up user **Ada** (found with ID `user-73`) and updated that exact user to **active**. The update was confirmed with status `UPDATED-73`."
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      "visible_answer": "Done! I looked up user **Ada** (found with ID `user-73`) and updated that exact user to **active**. The update was confirmed with status `UPDATED-73`."
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          "passed": true
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        "reasoning": {
          "applicable": false,
          "passed": true
        },
        "recovery": {
          "passed": true
        },
        "result_incorporation": {
          "passed": true
        }
      },
      "tool_calls": [],
      "turns": [
        {
          "completion_tokens": 6,
          "finish_reason": "stop",
          "latency_ms": 175.74266900192015,
          "prompt_tokens": 229,
          "reasoning_chars": 0,
          "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": [
        229
      ],
      "passed": true,
      "reasoning_present": false,
      "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": 6,
          "finish_reason": "stop",
          "latency_ms": 148.18143199954648,
          "prompt_tokens": 229,
          "reasoning_chars": 0,
          "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": [
        229
      ],
      "passed": true,
      "reasoning_present": false,
      "repetition": 2,
      "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": 6,
          "finish_reason": "stop",
          "latency_ms": 145.43756199418567,
          "prompt_tokens": 229,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "SESSION-8841"
    },
    {
      "answer_sha256": "a1e72877adeaf6458d482d73c9450121bdf471507f9199e4b5a9af94b9f42929",
      "failure": null,
      "failure_class": null,
      "full_history": [
        {
          "content": "Record session marker SESSION-8841 for this conversation. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 0: record neutral note 0. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 1: record neutral note 1. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 2: record neutral note 2. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 3: record neutral note 3. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 4: record neutral note 4. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 5: record neutral note 5. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 6: record neutral note 6. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 7: record neutral note 7. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 8: record neutral note 8. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 9: record neutral note 9. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 10: record neutral note 10. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Return only the session marker.",
          "role": "user"
        }
      ],
      "history_prompt_tokens": [
        29,
        48,
        67,
        86,
        105,
        124,
        143,
        162,
        181,
        200,
        219,
        238,
        249
      ],
      "passed": true,
      "reasoning_present": false,
      "repetition": 0,
      "scenario_id": "long-session",
      "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": [
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          "finish_reason": "stop",
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 143.19945400347933,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 142.14261999586597,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 150.73501100414433,
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          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 151.79659500427078,
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          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 142.3713310068706,
          "prompt_tokens": 162,
          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 150.20988800097257,
          "prompt_tokens": 181,
          "reasoning_chars": 0,
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        },
        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 156.65167100087274,
          "prompt_tokens": 200,
          "reasoning_chars": 0,
          "tool_call_count": 0
        },
        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 147.30778900411678,
          "prompt_tokens": 219,
          "reasoning_chars": 0,
          "tool_call_count": 0
        },
        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 147.21018799900776,
          "prompt_tokens": 238,
          "reasoning_chars": 0,
          "tool_call_count": 0
        },
        {
          "completion_tokens": 6,
          "finish_reason": "stop",
          "latency_ms": 150.9192509984132,
          "prompt_tokens": 249,
          "reasoning_chars": 0,
          "tool_call_count": 0
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      ],
      "visible_answer": "SESSION-8841"
    },
    {
      "answer_sha256": "a1e72877adeaf6458d482d73c9450121bdf471507f9199e4b5a9af94b9f42929",
      "failure": null,
      "failure_class": null,
      "full_history": [
        {
          "content": "Record session marker SESSION-8841 for this conversation. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 0: record neutral note 0. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 1: record neutral note 1. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 2: record neutral note 2. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 3: record neutral note 3. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 4: record neutral note 4. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 5: record neutral note 5. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 6: record neutral note 6. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 7: record neutral note 7. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 8: record neutral note 8. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 9: record neutral note 9. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 10: record neutral note 10. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Return only the session marker.",
          "role": "user"
        }
      ],
      "history_prompt_tokens": [
        29,
        48,
        67,
        86,
        105,
        124,
        143,
        162,
        181,
        200,
        219,
        238,
        249
      ],
      "passed": true,
      "reasoning_present": false,
      "repetition": 1,
      "scenario_id": "long-session",
      "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": [
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          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 145.44097199541284,
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          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 142.07519999763463,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 156.06978900177637,
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          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 141.04765700176358,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 144.88693999737734,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 151.79028500278946,
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          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 160.1337039974169,
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          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 152.22751600231277,
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          "reasoning_chars": 0,
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 154.64544499991462,
          "prompt_tokens": 181,
          "reasoning_chars": 0,
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        },
        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 156.27764999953797,
          "prompt_tokens": 200,
          "reasoning_chars": 0,
          "tool_call_count": 0
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        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 149.479017003614,
          "prompt_tokens": 219,
          "reasoning_chars": 0,
          "tool_call_count": 0
        },
        {
          "completion_tokens": 2,
          "finish_reason": "stop",
          "latency_ms": 152.22973599884426,
          "prompt_tokens": 238,
          "reasoning_chars": 0,
          "tool_call_count": 0
        },
        {
          "completion_tokens": 6,
          "finish_reason": "stop",
          "latency_ms": 150.17090900073526,
          "prompt_tokens": 249,
          "reasoning_chars": 0,
          "tool_call_count": 0
        }
      ],
      "visible_answer": "SESSION-8841"
    },
    {
      "answer_sha256": "a1e72877adeaf6458d482d73c9450121bdf471507f9199e4b5a9af94b9f42929",
      "failure": null,
      "failure_class": null,
      "full_history": [
        {
          "content": "Record session marker SESSION-8841 for this conversation. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 0: record neutral note 0. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 1: record neutral note 1. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 2: record neutral note 2. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 3: record neutral note 3. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 4: record neutral note 4. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 5: record neutral note 5. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 6: record neutral note 6. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 7: record neutral note 7. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 8: record neutral note 8. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 9: record neutral note 9. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Turn 10: record neutral note 10. Reply only ACK.",
          "role": "user"
        },
        {
          "content": "ACK",
          "role": "assistant"
        },
        {
          "content": "Return only the session marker.",
          "role": "user"
        }
      ],
      "history_prompt_tokens": [
        29,
        48,
        67,
        86,
        105,
        124,
        143,
        162,
        181,
        200,
        219,
        238,
        249
      ],
      "passed": true,
      "reasoning_present": false,
      "repetition": 2,
      "scenario_id": "long-session",
      "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": [
        {
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