{
  "aggregates": {
    "paired": {
      "entroly_only_final_exact": 1,
      "external_adapter_only_final_exact": 1,
      "mcnemar_exact_p": 1.0
    },
    "systems": {
      "entroly": {
        "active_exact": 0,
        "active_exact_accuracy": 0.0,
        "errors": 0,
        "final_exact": 3,
        "final_exact_accuracy": 0.75,
        "mean_active_token_ratio": 0.183115,
        "mean_effective_token_ratio": 0.28909,
        "retrieval_successes": 4,
        "retrieval_triggers": 4,
        "trials": 4
      },
      "external_adapter": {
        "active_exact": 3,
        "active_exact_accuracy": 0.75,
        "errors": 0,
        "final_exact": 3,
        "final_exact_accuracy": 0.75,
        "mean_active_token_ratio": 0.429697,
        "mean_effective_token_ratio": 0.429697,
        "retrieval_successes": 0,
        "retrieval_triggers": 0,
        "trials": 4
      }
    },
    "trials": 4
  },
  "environment": {
    "base_url": "http://127.0.0.1:11434",
    "model": {
      "details": {
        "families": [
          "qwen2"
        ],
        "family": "qwen2",
        "format": "gguf",
        "parameter_size": "1.5B",
        "parent_model": "",
        "quantization_level": "Q4_K_M"
      },
      "digest": "65ec06548149b04c096a120e4a6da9d4017ea809c91734ea5631e89f96ddc57b",
      "name": "qwen2.5:1.5b",
      "show_sha256": "f5d72da72ffe232d07707260001e7b67a01dfd4f56a25b14ccee98bc2920a51d",
      "size": 986061892
    },
    "platform": "Windows-10-10.0.26200-SP0",
    "python": "3.10.0"
  },
  "fixtures": [
    {
      "compression_query": "Find initial auth incident INC-0726-000, its latency, and failure status.",
      "content": "[\n  {\n    \"audit_case\": \"CASE-ORD-0000\",\n    \"latency_ms\": 20,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0001\",\n    \"latency_ms\": 37,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0001-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0002\",\n    \"latency_ms\": 54,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0002-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0003\",\n    \"latency_ms\": 71,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0003-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0004\",\n    \"latency_ms\": 88,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0004-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0005\",\n    \"latency_ms\": 22,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0005-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0006\",\n    \"latency_ms\": 39,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0006-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0007\",\n    \"latency_ms\": 56,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0007-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0008\",\n    \"latency_ms\": 73,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0008-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0009\",\n    \"latency_ms\": 90,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0009-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0010\",\n    \"latency_ms\": 24,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0010-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0011\",\n    \"latency_ms\": 41,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0011-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0012\",\n    \"latency_ms\": 58,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0012-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0013\",\n    \"latency_ms\": 75,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0013-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0014\",\n    \"latency_ms\": 92,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0014-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0015\",\n    \"incident_id\": \"INC-0726-000\",\n    \"latency_ms\": 9911,\n    \"message\": \"initial refresh boundary incident\",\n    \"payload\": \"trace-0015-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"failed\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0016\",\n    \"latency_ms\": 43,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0016-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0017\",\n    \"latency_ms\": 60,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0017-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0018\",\n    \"latency_ms\": 77,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0018-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0019\",\n    \"latency_ms\": 94,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0019-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0020\",\n    \"latency_ms\": 28,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0020-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0021\",\n    \"latency_ms\": 45,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0021-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0022\",\n    \"latency_ms\": 62,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0022-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0023\",\n    \"latency_ms\": 79,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0023-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0024\",\n    \"latency_ms\": 96,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0024-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-0726-000\",\n    \"latency_ms\": 30,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-846741834 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-846741834\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0026\",\n    \"latency_ms\": 47,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0026-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0027\",\n    \"latency_ms\": 64,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0027-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0028\",\n    \"latency_ms\": 81,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0028-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0029\",\n    \"latency_ms\": 98,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0029-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0030\",\n    \"latency_ms\": 32,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0030-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0031\",\n    \"latency_ms\": 49,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0031-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0032\",\n    \"latency_ms\": 66,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0032-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0033\",\n    \"latency_ms\": 83,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0033-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0034\",\n    \"latency_ms\": 100,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0034-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0035\",\n    \"latency_ms\": 34,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0035-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0036\",\n    \"latency_ms\": 51,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0036-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0037\",\n    \"latency_ms\": 68,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0037-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0038\",\n    \"latency_ms\": 85,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0038-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0039\",\n    \"latency_ms\": 102,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0039-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0040\",\n    \"latency_ms\": 36,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0040-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0041\",\n    \"latency_ms\": 53,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0041-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0042\",\n    \"latency_ms\": 70,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0042-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0043\",\n    \"latency_ms\": 87,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0043-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0044\",\n    \"latency_ms\": 21,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0044-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0045\",\n    \"latency_ms\": 38,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0045-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0046\",\n    \"latency_ms\": 55,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0046-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0047\",\n    \"latency_ms\": 72,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0047-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  }\n]",
      "content_sha256": "47d3846ca2e923f477f54977019943783256631ec870f298b3c05975faad2c20",
      "expected_answer": "RCV-846741834",
      "fixture_id": "development-000",
      "future_index": 25,
      "future_question": "What recovery code belongs to audit case CASE-0726-000?",
      "input_tokens": 3364,
      "primary_index": 15
    },
    {
      "compression_query": "Find initial auth incident INC-0726-001, its latency, and failure status.",
      "content": "[\n  {\n    \"audit_case\": \"CASE-ORD-0000\",\n    \"latency_ms\": 21,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0001\",\n    \"latency_ms\": 38,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0001-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0002\",\n    \"latency_ms\": 55,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0002-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0003\",\n    \"latency_ms\": 72,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0003-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0004\",\n    \"latency_ms\": 89,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0004-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0005\",\n    \"latency_ms\": 23,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0005-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0006\",\n    \"latency_ms\": 40,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0006-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0007\",\n    \"latency_ms\": 57,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0007-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0008\",\n    \"latency_ms\": 74,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0008-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0009\",\n    \"latency_ms\": 91,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0009-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0010\",\n    \"latency_ms\": 25,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0010-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0011\",\n    \"latency_ms\": 42,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0011-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0012\",\n    \"latency_ms\": 59,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0012-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0013\",\n    \"latency_ms\": 76,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0013-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0014\",\n    \"latency_ms\": 93,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0014-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0015\",\n    \"latency_ms\": 27,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0015-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0016\",\n    \"latency_ms\": 44,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0016-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0017\",\n    \"latency_ms\": 61,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0017-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0018\",\n    \"latency_ms\": 78,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0018-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0019\",\n    \"latency_ms\": 95,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0019-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0020\",\n    \"incident_id\": \"INC-0726-001\",\n    \"latency_ms\": 9912,\n    \"message\": \"initial refresh boundary incident\",\n    \"payload\": \"trace-0020-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"failed\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0021\",\n    \"latency_ms\": 46,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0021-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0022\",\n    \"latency_ms\": 63,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0022-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0023\",\n    \"latency_ms\": 80,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0023-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0024\",\n    \"latency_ms\": 97,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0024-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0025\",\n    \"latency_ms\": 31,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0025-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0026\",\n    \"latency_ms\": 48,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0026-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0027\",\n    \"latency_ms\": 65,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0027-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0028\",\n    \"latency_ms\": 82,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0028-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0029\",\n    \"latency_ms\": 99,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0029-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0030\",\n    \"latency_ms\": 33,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0030-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0031\",\n    \"latency_ms\": 50,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0031-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0032\",\n    \"latency_ms\": 67,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0032-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0033\",\n    \"latency_ms\": 84,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0033-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-0726-001\",\n    \"latency_ms\": 101,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-711833095 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-711833095\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0035\",\n    \"latency_ms\": 35,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0035-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0036\",\n    \"latency_ms\": 52,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0036-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0037\",\n    \"latency_ms\": 69,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0037-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0038\",\n    \"latency_ms\": 86,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0038-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0039\",\n    \"latency_ms\": 20,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0039-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0040\",\n    \"latency_ms\": 37,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0040-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0041\",\n    \"latency_ms\": 54,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0041-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0042\",\n    \"latency_ms\": 71,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0042-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0043\",\n    \"latency_ms\": 88,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0043-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0044\",\n    \"latency_ms\": 22,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0044-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0045\",\n    \"latency_ms\": 39,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0045-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0046\",\n    \"latency_ms\": 56,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0046-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0047\",\n    \"latency_ms\": 73,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0047-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  }\n]",
      "content_sha256": "ec09bd14719b1f6f491de14990c504f3a9315f5690ef1b663779fddc8c5dc0c8",
      "expected_answer": "RCV-711833095",
      "fixture_id": "development-001",
      "future_index": 34,
      "future_question": "What recovery code belongs to audit case CASE-0726-001?",
      "input_tokens": 3364,
      "primary_index": 20
    },
    {
      "compression_query": "Find initial auth incident INC-0726-002, its latency, and failure status.",
      "content": "[\n  {\n    \"audit_case\": \"CASE-ORD-0000\",\n    \"latency_ms\": 22,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0001\",\n    \"latency_ms\": 39,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0001-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0002\",\n    \"latency_ms\": 56,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0002-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0003\",\n    \"latency_ms\": 73,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0003-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0004\",\n    \"latency_ms\": 90,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0004-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0005\",\n    \"latency_ms\": 24,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0005-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0006\",\n    \"latency_ms\": 41,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0006-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0007\",\n    \"latency_ms\": 58,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0007-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0008\",\n    \"latency_ms\": 75,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0008-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0009\",\n    \"latency_ms\": 92,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0009-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0010\",\n    \"latency_ms\": 26,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0010-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0011\",\n    \"latency_ms\": 43,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0011-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0012\",\n    \"latency_ms\": 60,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0012-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0013\",\n    \"latency_ms\": 77,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0013-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0014\",\n    \"latency_ms\": 94,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0014-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0015\",\n    \"latency_ms\": 28,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0015-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0016\",\n    \"latency_ms\": 45,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0016-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0017\",\n    \"latency_ms\": 62,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0017-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0018\",\n    \"latency_ms\": 79,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0018-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0019\",\n    \"latency_ms\": 96,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0019-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0020\",\n    \"incident_id\": \"INC-0726-002\",\n    \"latency_ms\": 9913,\n    \"message\": \"initial refresh boundary incident\",\n    \"payload\": \"trace-0020-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"failed\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0021\",\n    \"latency_ms\": 47,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0021-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-0726-002\",\n    \"latency_ms\": 64,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-788099237 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-788099237\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0023\",\n    \"latency_ms\": 81,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0023-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0024\",\n    \"latency_ms\": 98,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0024-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0025\",\n    \"latency_ms\": 32,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0025-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0026\",\n    \"latency_ms\": 49,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0026-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0027\",\n    \"latency_ms\": 66,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0027-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0028\",\n    \"latency_ms\": 83,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0028-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0029\",\n    \"latency_ms\": 100,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0029-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0030\",\n    \"latency_ms\": 34,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0030-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0031\",\n    \"latency_ms\": 51,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0031-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0032\",\n    \"latency_ms\": 68,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0032-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0033\",\n    \"latency_ms\": 85,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0033-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0034\",\n    \"latency_ms\": 102,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0034-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0035\",\n    \"latency_ms\": 36,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0035-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0036\",\n    \"latency_ms\": 53,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0036-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0037\",\n    \"latency_ms\": 70,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0037-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0038\",\n    \"latency_ms\": 87,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0038-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0039\",\n    \"latency_ms\": 21,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0039-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0040\",\n    \"latency_ms\": 38,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0040-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0041\",\n    \"latency_ms\": 55,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0041-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0042\",\n    \"latency_ms\": 72,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0042-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0043\",\n    \"latency_ms\": 89,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0043-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0044\",\n    \"latency_ms\": 23,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0044-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0045\",\n    \"latency_ms\": 40,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0045-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0046\",\n    \"latency_ms\": 57,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0046-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0047\",\n    \"latency_ms\": 74,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0047-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  }\n]",
      "content_sha256": "fd202cbec94b5f5f1ea5229a38cf1e9d0de942ec788061160bfb6b640d1065f0",
      "expected_answer": "RCV-788099237",
      "fixture_id": "development-002",
      "future_index": 22,
      "future_question": "What recovery code belongs to audit case CASE-0726-002?",
      "input_tokens": 3364,
      "primary_index": 20
    },
    {
      "compression_query": "Find initial auth incident INC-0726-003, its latency, and failure status.",
      "content": "[\n  {\n    \"audit_case\": \"CASE-ORD-0000\",\n    \"latency_ms\": 23,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0001\",\n    \"latency_ms\": 40,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0001-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0002\",\n    \"latency_ms\": 57,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0002-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0003\",\n    \"latency_ms\": 74,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0003-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0004\",\n    \"latency_ms\": 91,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0004-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0005\",\n    \"latency_ms\": 25,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0005-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0006\",\n    \"latency_ms\": 42,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0006-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0007\",\n    \"latency_ms\": 59,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0007-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0008\",\n    \"latency_ms\": 76,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0008-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0009\",\n    \"latency_ms\": 93,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0009-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0010\",\n    \"latency_ms\": 27,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0010-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0011\",\n    \"latency_ms\": 44,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0011-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0012\",\n    \"latency_ms\": 61,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0012-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-0726-003\",\n    \"latency_ms\": 78,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-469074479 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-469074479\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0014\",\n    \"latency_ms\": 95,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0014-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0015\",\n    \"latency_ms\": 29,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0015-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0016\",\n    \"latency_ms\": 46,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0016-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0017\",\n    \"latency_ms\": 63,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0017-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0018\",\n    \"latency_ms\": 80,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0018-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0019\",\n    \"latency_ms\": 97,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0019-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0020\",\n    \"latency_ms\": 31,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0020-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0021\",\n    \"latency_ms\": 48,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0021-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0022\",\n    \"latency_ms\": 65,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0022-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0023\",\n    \"latency_ms\": 82,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0023-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0024\",\n    \"latency_ms\": 99,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0024-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0025\",\n    \"incident_id\": \"INC-0726-003\",\n    \"latency_ms\": 9914,\n    \"message\": \"initial refresh boundary incident\",\n    \"payload\": \"trace-0025-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"failed\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0026\",\n    \"latency_ms\": 50,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0026-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0027\",\n    \"latency_ms\": 67,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0027-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0028\",\n    \"latency_ms\": 84,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0028-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0029\",\n    \"latency_ms\": 101,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0029-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0030\",\n    \"latency_ms\": 35,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0030-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0031\",\n    \"latency_ms\": 52,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0031-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0032\",\n    \"latency_ms\": 69,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0032-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0033\",\n    \"latency_ms\": 86,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0033-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0034\",\n    \"latency_ms\": 20,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0034-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0035\",\n    \"latency_ms\": 37,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0035-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0036\",\n    \"latency_ms\": 54,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0036-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0037\",\n    \"latency_ms\": 71,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0037-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0038\",\n    \"latency_ms\": 88,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0038-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0039\",\n    \"latency_ms\": 22,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0039-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0040\",\n    \"latency_ms\": 39,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0040-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0041\",\n    \"latency_ms\": 56,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0041-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0042\",\n    \"latency_ms\": 73,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0042-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0043\",\n    \"latency_ms\": 90,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0043-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0044\",\n    \"latency_ms\": 24,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0044-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0045\",\n    \"latency_ms\": 41,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0045-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"auth\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0046\",\n    \"latency_ms\": 58,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0046-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  },\n  {\n    \"audit_case\": \"CASE-ORD-0047\",\n    \"latency_ms\": 75,\n    \"message\": \"routine audit event completed\",\n    \"payload\": \"trace-0047-xxxxxxxxxxxxxxxxxxxxx\",\n    \"service\": \"search\",\n    \"status\": \"ok\"\n  }\n]",
      "content_sha256": "cd614063949ac37773a873aac64bbf5307ac9a2051a69c411debe2a1bbe3729e",
      "expected_answer": "RCV-469074479",
      "fixture_id": "development-003",
      "future_index": 13,
      "future_question": "What recovery code belongs to audit case CASE-0726-003?",
      "input_tokens": 3364,
      "primary_index": 25
    }
  ],
  "generated_at": "2026-07-15T01:31:34.104408+00:00",
  "generation": {
    "num_ctx": 8192,
    "num_predict": 24,
    "seed": 0,
    "temperature": 0
  },
  "limitations": [
    "Local qwen2.5:1.5b short-answer behavior is not evidence about hosted frontier models.",
    "Synthetic JSON audit logs isolate query shift and recovery; they do not represent every agent workload.",
    "External Baseline recovery composes public compress() with its persistent CompressionStore contract; MCP transport latency is excluded.",
    "A single exact RETRIEVE token is required; wrong or verbose first responses do not receive oracle recovery.",
    "No aggregate product score or universal superiority claim is allowed."
  ],
  "payload_sha256": "ce8116063f6ea5986248ffdcc561b761cde584876ac06dda5e3793228d50da4b",
  "phase": "development",
  "prompt_template_sha256": "4f833e34143aee1e422e87d9a831f56eefdfd22660f955c424e4eb1fb5d1fa59",
  "protocol": {
    "claim_policy": {
      "aggregate_product_score_allowed": false,
      "development_claims_allowed": false,
      "frontier_model_claim_allowed": false,
      "negative_results_are_published": true,
      "paired_superiority_requires_mcnemar_p_lte": 0.05,
      "scoped_holdout_claim_requires_complete_gate": true,
      "universal_superiority_claim_allowed": false
    },
    "definitions": {
      "bounded_exact_excerpt": "A complete exact JSON object is preferred when it fits. Otherwise an oversized stored span returns an exact source lead plus exact query-local window separated by an explicit gap marker; full-span retrieval remains available.",
      "effective_tokens": "Active context tokens plus recovery tokens only for trials where retrieval was triggered.",
      "external_adapter_recovery_scope": "The runner composes External Baseline's public compress() with the same persistent CompressionStore store/retrieve contract used by its MCP server; it does not claim an MCP transport measurement.",
      "final_exact_accuracy": "The first response is final unless it is RETRIEVE; then the single recovery retry is final.",
      "model_scope": "Qwen2.5 1.5B Q4_K_M is a local deterministic workflow guard only, not a frontier-model quality proxy.",
      "model_triggered_recovery": "Recovery is called only when the first model response canonicalizes exactly to RETRIEVE.",
      "query_shift": "Compression sees only the initial incident question. The future audit question is revealed after compression."
    },
    "entroly_budget_tokens": 600,
    "entroly_recovery_excerpt_tokens": 600,
    "entroly_recovery_strategy": "complete exact query-matching JSON object when it fits; capped exact lead-plus-query-window fallback otherwise",
    "entroly_retrieval_limit": 3,
    "external_adapter_model": "gpt-4o",
    "external_adapter_savings_profile": "agent-90",
    "external_adapter_target_ratio": 0.25,
    "fixture_generator": "query-shift-json-v1",
    "fixture_rows": 48,
    "frozen_at": "2026-07-15T01:22:30Z",
    "future_payload_chars": 512,
    "ollama": {
      "base_url": "http://127.0.0.1:11434",
      "model": "qwen2.5:1.5b",
      "num_ctx": 8192,
      "num_predict": 24,
      "seed": 0,
      "temperature": 0,
      "timeout_seconds": 180
    },
    "ordinary_payload_chars": 32,
    "participants": {
      "entroly": {
        "compression_entry_point": "entroly.compression_proxy.compress_proxy_payload",
        "package": "entroly",
        "retrieval_entry_point": "entroly.compression_retrieval_store.CompressionRetrievalStore.search_exact_excerpts",
        "version": "1.0.59"
      },
      "external_adapter": {
        "compression_entry_point": "external_adapter.compress",
        "package": "external-adapter",
        "retrieval_entry_point": "external_adapter.cache.compression_store.CompressionStore.retrieve",
        "version": "0.31.0"
      }
    },
    "phases": {
      "development": {
        "seed": 20260726,
        "trials": 4
      },
      "holdout": {
        "seed": 20260727,
        "trials": 24
      }
    },
    "quality_gates": {
      "complete_matrix": true,
      "failures_remain_in_sample": true,
      "no_oracle_retrieval": true,
      "persistent_recovery_exact_bytes": true,
      "raw_exact_accuracy": 1.0
    },
    "schema_version": "entroly.model-recovery-protocol.v7",
    "shared_tokenizer": "o200k_base",
    "supersedes": {
      "accepted_holdout_artifact": "benchmarks/results/model_recovery_v5_holdout.json",
      "accepted_protocol": "benchmarks/model_recovery_protocol_v5.json",
      "reason": "V5 passed all execution and integrity gates, but its report generator carried a stale 7B/32K limitation label even though the embedded model identity and protocol correctly recorded qwen2.5:1.5b. V6 tested scalar field projection and was rejected after development accuracy fell to 25%. V7 restores V5's complete source-exact JSON object recovery, fixes model-scope metadata generation, and uses fresh development and holdout seeds.",
      "rejected_development_artifact": "benchmarks/results/model_recovery_v6_development.json",
      "rejected_development_protocol": "benchmarks/model_recovery_protocol_v6.json"
    }
  },
  "protocol_sha256": "0c09fed5aedc7458f82c0d7e4f173d4bd24cee6320c88b7dd9c4d717be65ef47",
  "quality_gates": {
    "complete_matrix": true,
    "no_errors": true,
    "passed": true,
    "persistent_recovery_exact_bytes": true,
    "raw_exact_accuracy": 1.0
  },
  "raw_rows": [
    {
      "canonical_prediction": "rcv-846741834",
      "context_sha256": "47d3846ca2e923f477f54977019943783256631ec870f298b3c05975faad2c20",
      "context_tokens": 3364,
      "done": true,
      "error": null,
      "eval_count": 13,
      "exact": true,
      "fixture_id": "development-000",
      "latency_ms": 70095.431,
      "prediction": "RCV-846741834",
      "prediction_sha256": "edf315cdacf04c903096369db031e4423a75bdc74db78e508ba5d34243a298f7",
      "prompt_sha256": "aebcdf1dd031b746affaf333655a50cabba7468289a93da6b32fb087a82ccb07"
    },
    {
      "canonical_prediction": "rcv-711833095",
      "context_sha256": "ec09bd14719b1f6f491de14990c504f3a9315f5690ef1b663779fddc8c5dc0c8",
      "context_tokens": 3364,
      "done": true,
      "error": null,
      "eval_count": 13,
      "exact": true,
      "fixture_id": "development-001",
      "latency_ms": 70438.096,
      "prediction": "RCV-711833095",
      "prediction_sha256": "5bf9cb249d009ddc31ddbddf641d697ca4e35b2432633866069f4082da39a1c6",
      "prompt_sha256": "612aa06ced60a35fe270307ac753a6977c093e0dd86ac774d94c21caa32590aa"
    },
    {
      "canonical_prediction": "rcv-788099237",
      "context_sha256": "fd202cbec94b5f5f1ea5229a38cf1e9d0de942ec788061160bfb6b640d1065f0",
      "context_tokens": 3364,
      "done": true,
      "error": null,
      "eval_count": 13,
      "exact": true,
      "fixture_id": "development-002",
      "latency_ms": 71179.063,
      "prediction": "RCV-788099237",
      "prediction_sha256": "d6d88ab768b11035a3c216676eb830e9ae3eb17e2c48a9b3f884ea4a083a6b48",
      "prompt_sha256": "61f29a68b28066471eb423d645fd33839b68f7befb464b18a2678d864a6d7571"
    },
    {
      "canonical_prediction": "rcv-469074479",
      "context_sha256": "cd614063949ac37773a873aac64bbf5307ac9a2051a69c411debe2a1bbe3729e",
      "context_tokens": 3364,
      "done": true,
      "error": null,
      "eval_count": 13,
      "exact": true,
      "fixture_id": "development-003",
      "latency_ms": 70937.118,
      "prediction": "RCV-469074479",
      "prediction_sha256": "f3e324b69c8f69145b26e009ba8f2f10e3b7a5362865ddd89564c315b7f5d67b",
      "prompt_sha256": "c764e7e265a55a118ea5eedb875234657ae9cfde4d3f458183c872003eee5056"
    }
  ],
  "rows": [
    {
      "active_contains_expected": false,
      "active_exact": false,
      "active_response": {
        "canonical_prediction": "retrieve",
        "context_sha256": "cf49435e920c581857ab85b696d9fa9f47ab72412d663cbb212c169366a493c9",
        "context_tokens": 616,
        "done": true,
        "error": null,
        "eval_count": 5,
        "latency_ms": 8599.254,
        "prediction": "RETRIEVE",
        "prediction_sha256": "44551bee544aabfe7a14edc9b7977c96c61d44f8100046734f7205398b82f147",
        "prompt_sha256": "9a921635d0dd87a647eb29e13ee48aa40e4bc3b05174334c51ed8f7234fcdbe1"
      },
      "active_tokens": 616,
      "changed": true,
      "compression": {
        "active_context": "{\n  \"counts\": {\n    \"dict\": 48,\n    \"int\": 48,\n    \"list\": 1,\n    \"str\": 242\n  },\n  \"elc\": \"json evidence-locked compression\",\n  \"outliers\": [],\n  \"query_matches\": [\n    {\n      \"audit_case\": \"CASE-ORD-0015\",\n      \"incident_id\": \"INC-0726-000\",\n      \"latency_ms\": 9911,\n      \"message\": \"initial refresh boundary incident\",\n      \"payload\": \"trace-0015-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"failed\"\n    },\n    {\n      \"audit_case\": \"CASE-ORD-0000\",\n      \"latency_ms\": 20,\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    },\n    {\n      \"audit_case\": \"CASE-ORD-0003\",\n      \"latency_ms\": 71,\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0003-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    },\n    {\n      \"audit_case\": \"CASE-ORD-0006\",\n      \"latency_ms\": 39,\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0006-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    },\n    {\n      \"audit_case\": \"CASE-ORD-0009\",\n      \"latency_ms\": 90,\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0009-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    },\n    {\n      \"audit_case\": \"CASE-ORD-0012\",\n      \"latency_ms\": 58,\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0012-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    }\n  ],\n  \"schema\": {\n    \"first\": {\n      \"audit_case\": \"CASE-ORD-0000\",\n      \"latency_ms\": \"<int>\",\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0000-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"auth\",\n      \"status\": \"ok\"\n    },\n    \"items\": 48,\n    \"last\": {\n      \"audit_case\": \"CASE-ORD-0047\",\n      \"latency_ms\": \"<int>\",\n      \"message\": \"routine audit event completed\",\n      \"payload\": \"trace-0047-xxxxxxxxxxxxxxxxxxxxx\",\n      \"service\": \"search\",\n      \"status\": \"ok\"\n    },\n    \"type\": \"array\"\n  }\n}",
        "active_sha256": "cf49435e920c581857ab85b696d9fa9f47ab72412d663cbb212c169366a493c9",
        "active_tokens": 616,
        "changed": true,
        "native_metrics": {
          "compressed_blocks": 1,
          "receipt_count": 1,
          "stored_span_count": 1
        },
        "operation": "compress",
        "python": "3.10.0",
        "retrieval_handle": {
          "receipt_ids": [
            "6607aa2a9f18d69e"
          ]
        },
        "system": "entroly",
        "version": "1.0.59"
      },
      "effective_tokens": 970,
      "errors": [],
      "final_exact": true,
      "fixture_id": "development-000",
      "input_tokens": 3364,
      "recovery_tokens": 354,
      "retrieval": {
        "content": "[Recovered Entroly span c71459470a229e27]\n{\n    \"audit_case\": \"CASE-0726-000\",\n    \"latency_ms\": 30,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-846741834 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-846741834\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  }",
        "content_sha256": "8256e22bb9c28799f5e873e4ccc0acf57d91698d7f0525422ddfa5e6f5150672",
        "items": [
          {
            "content_sha256": "cf6b7eae9af3dc918ad8e84b9bee6d83971a3a6578efb42bf1728153568acbb6",
            "receipt_id": "6607aa2a9f18d69e",
            "span_id": "c71459470a229e27"
          }
        ],
        "operation": "retrieve",
        "python": "3.10.0",
        "status": "ok",
        "system": "entroly",
        "tokens": 354,
        "version": "1.0.59"
      },
      "retrieval_status": "ok",
      "retrieval_triggered": true,
      "retry_response": {
        "canonical_prediction": "rcv-846741834",
        "context_sha256": "4385c6940a9cad07ae119c0a3bfe1c7e2ff772ba08157d2716d83b96c7dc5f2e",
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      "retrieval": {
        "content": "[Recovered Entroly span 3e9c8e2ec7b30c77]\n{\n    \"audit_case\": \"CASE-0726-002\",\n    \"latency_ms\": 64,\n    \"message\": \"archived compliance recovery record\",\n    \"payload\": \"future-audit-payload-qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq RCV-788099237 qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq\",\n    \"recovery_code\": \"RCV-788099237\",\n    \"service\": \"billing\",\n    \"status\": \"ok\"\n  }",
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        "active_sha256": "9660948ff21bba980388a2a35a83a21e681744c463d602fa76e740018b6ed73b",
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        "changed": true,
        "native_metrics": {
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        "retrieval_handle": {
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        "stderr": "Content detection using pure-Python backend (native Magika/ONNX detector is unsafe by default on Windows; override with EXTERNAL_ADAPTER_DETECT_BACKEND=rust).",
        "system": "external_adapter",
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        "context_tokens": 616,
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      "compression": {
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        "items": [
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        "status": "ok",
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        "python": "3.10.0",
        "retrieval_handle": {
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        "stderr": "Content detection using pure-Python backend (native Magika/ONNX detector is unsafe by default on Windows; override with EXTERNAL_ADAPTER_DETECT_BACKEND=rust).",
        "system": "external_adapter",
        "version": "0.31.0"
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}
