# Honcho Retrieval Baseline

Run: `run-2026-06-05-honcho-mega42k-sonnet-baseline`

## Scope

- Source baseline: `run-2026-06-04-mcp-run313-llm-mega-200c-180d-250q-sonnet46-prose-followup-800tok`
- Dataset: 42000 generated memory records, 200 companies, 600 stakeholders, 180 simulated days.
- Questions: 250 from the existing run301 artifact.
- Metric: retrieval contained the expected facts, before any LLM answer generation.
- Honcho mode: `sdk`.

## Summary

| Metric | Value |
|---|---:|
| Sibyl retrieval passed | 243 / 250 |
| Honcho retrieval passed | 219 / 250 |
| Avg Sibyl context tokens | 290.76 |
| Avg Honcho context tokens | 1312.52 |
| Honcho + Sonnet answered | 214 / 250 |
| Honcho + Sonnet follow-ups | 7 |
| Honcho + Sonnet prompt tokens | 562253 |
| Honcho + Sonnet completion tokens | 9596 |
| Honcho + Sonnet estimated cost USD | 1.830699 |


## Questions

| Question | Sibyl retrieval | Honcho retrieval | Sibyl ctx tokens | Honcho ctx tokens | Honcho + Sonnet |
|---|---:|---:|---:|---:|---:|
| status_company_001 | True | True | 94 | 1210 | True |
| status_company_005 | True | True | 94 | 1209 | True |
| status_company_009 | True | True | 94 | 1210 | True |
| status_company_014 | True | True | 94 | 1209 | True |
| status_company_018 | True | False | 94 | 1209 | False |
| status_company_022 | True | True | 94 | 1209 | True |
| status_company_026 | True | True | 94 | 1209 | True |
| status_company_031 | True | True | 94 | 1210 | True |
| status_company_035 | True | True | 94 | 1209 | True |
| status_company_039 | True | True | 94 | 1210 | True |
| status_company_043 | True | True | 94 | 1209 | True |
| status_company_048 | True | True | 94 | 1209 | True |
| status_company_052 | True | True | 94 | 1209 | True |
| status_company_056 | True | True | 94 | 1209 | True |
| status_company_060 | True | False | 94 | 1209 | False |
| status_company_065 | True | True | 94 | 1210 | True |
| status_company_069 | True | False | 94 | 1210 | False |
| status_company_073 | True | True | 94 | 1210 | True |
| status_company_077 | True | True | 94 | 1210 | True |
| status_company_081 | True | True | 94 | 1209 | True |
| status_company_086 | True | True | 94 | 1209 | True |
| status_company_090 | True | True | 94 | 1209 | True |
| status_company_094 | True | True | 94 | 1209 | True |
| status_company_098 | True | True | 94 | 1210 | True |
| status_company_103 | True | True | 94 | 1209 | True |
| status_company_107 | True | True | 94 | 1210 | True |
| status_company_111 | True | True | 94 | 1210 | True |
| status_company_115 | True | True | 94 | 1209 | True |
| status_company_120 | True | True | 94 | 1210 | True |
| status_company_124 | True | False | 94 | 1209 | False |
| status_company_128 | True | True | 94 | 1210 | True |
| status_company_132 | True | True | 94 | 1210 | True |
| status_company_136 | True | True | 94 | 1210 | True |
| status_company_141 | True | True | 94 | 1209 | True |
| status_company_145 | True | True | 94 | 1210 | True |
| status_company_149 | True | True | 94 | 1210 | True |
| status_company_153 | True | True | 94 | 1210 | True |
| status_company_158 | True | False | 94 | 1209 | False |
| status_company_162 | True | False | 94 | 1209 | False |
| status_company_166 | True | True | 94 | 1210 | True |
| status_company_170 | True | True | 94 | 1210 | True |
| status_company_175 | True | False | 94 | 1210 | False |
| status_company_179 | True | True | 94 | 1209 | True |
| status_company_183 | True | True | 94 | 1209 | True |
| status_company_187 | True | True | 94 | 1209 | True |
| status_company_192 | True | True | 94 | 1209 | True |
| status_company_196 | True | True | 94 | 1209 | True |
| status_company_200 | True | False | 94 | 1209 | False |
| milestone_company_008_day_001 | True | True | 121 | 1531 | True |
| milestone_company_012_day_030 | True | True | 121 | 1534 | True |
| milestone_company_016_day_060 | True | True | 121 | 1559 | True |
| milestone_company_021_day_090 | True | True | 121 | 1295 | True |
| milestone_company_025_day_120 | True | True | 122 | 1534 | True |
| milestone_company_029_day_001 | True | True | 121 | 1535 | True |
| milestone_company_033_day_030 | True | True | 121 | 1255 | True |
| milestone_company_038_day_060 | True | True | 121 | 1574 | True |
| milestone_company_042_day_090 | True | True | 121 | 1419 | True |
| milestone_company_046_day_120 | True | True | 122 | 1554 | True |
| milestone_company_050_day_001 | True | True | 121 | 1534 | True |
| milestone_company_055_day_030 | True | True | 121 | 1554 | True |
| milestone_company_059_day_060 | True | True | 121 | 1514 | True |
| milestone_company_063_day_090 | True | True | 121 | 1428 | True |
| milestone_company_067_day_120 | True | True | 122 | 1547 | True |
| milestone_company_072_day_001 | True | True | 121 | 1533 | True |
| milestone_company_076_day_030 | True | True | 121 | 1533 | True |
| milestone_company_080_day_060 | True | True | 121 | 1540 | True |
| milestone_company_084_day_090 | True | True | 121 | 1295 | True |
| milestone_company_088_day_120 | True | True | 122 | 1296 | True |
| milestone_company_093_day_001 | True | True | 121 | 1533 | True |
| milestone_company_097_day_030 | True | True | 121 | 1534 | True |
| milestone_company_101_day_060 | True | True | 121 | 1547 | True |
| milestone_company_105_day_090 | True | True | 121 | 1295 | True |
| milestone_company_110_day_120 | True | True | 122 | 1483 | True |
| milestone_company_114_day_001 | True | True | 121 | 1496 | True |
| milestone_company_118_day_030 | True | True | 121 | 1335 | True |
| milestone_company_122_day_060 | True | True | 121 | 1256 | True |
| milestone_company_127_day_090 | True | True | 121 | 1255 | True |
| milestone_company_131_day_120 | True | True | 122 | 1528 | True |
| milestone_company_135_day_001 | True | True | 121 | 1534 | True |
| milestone_company_139_day_030 | True | True | 121 | 1494 | True |
| milestone_company_143_day_060 | True | True | 121 | 1528 | True |
| milestone_company_148_day_090 | True | True | 121 | 1256 | True |
| milestone_company_152_day_120 | True | True | 122 | 1326 | True |
| milestone_company_156_day_001 | True | True | 121 | 1495 | True |
| milestone_company_160_day_030 | True | True | 121 | 1554 | True |
| milestone_company_165_day_060 | True | True | 121 | 1481 | True |
| milestone_company_169_day_090 | True | True | 121 | 1255 | True |
| milestone_company_173_day_120 | True | True | 122 | 1301 | True |
| milestone_company_177_day_001 | True | True | 121 | 1220 | True |
| milestone_company_182_day_030 | True | True | 121 | 1534 | True |
| milestone_company_186_day_060 | True | True | 121 | 1256 | True |
| milestone_company_190_day_090 | True | True | 121 | 1244 | True |
| milestone_company_194_day_120 | True | True | 122 | 1256 | True |
| milestone_company_199_day_001 | True | True | 121 | 1255 | True |
| milestone_company_003_day_030 | True | True | 121 | 1533 | True |
| milestone_company_007_day_060 | True | True | 121 | 1547 | True |
| segment_company_014 | True | False | 804 | 1342 | False |
| segment_company_018 | True | True | 804 | 1342 | False |
| segment_company_022 | True | False | 804 | 1341 | False |
| segment_company_027 | True | True | 809 | 1402 | True |
| segment_company_031 | True | False | 805 | 1507 | False |
| segment_company_035 | True | True | 806 | 1447 | True |
| segment_company_039 | True | False | 809 | 1344 | False |
| segment_company_044 | True | False | 804 | 1395 | False |
| segment_company_048 | True | True | 804 | 1342 | True |
| segment_company_052 | True | False | 804 | 1343 | False |
| segment_company_056 | True | True | 806 | 1442 | True |
| segment_company_061 | True | False | 805 | 1553 | False |
| segment_company_065 | True | False | 806 | 1553 | False |
| segment_company_069 | True | False | 809 | 1553 | False |
| segment_company_073 | True | False | 804 | 1553 | False |
| segment_company_078 | True | True | 804 | 1447 | False |
| segment_company_082 | True | False | 804 | 1341 | False |
| segment_company_086 | True | False | 806 | 1546 | False |
| segment_company_090 | False | True | 944 | 1502 | True |
| segment_company_094 | True | False | 803 | 1547 | False |
| segment_company_099 | True | False | 809 | 1553 | False |
| segment_company_103 | True | False | 804 | 1547 | False |
| segment_company_107 | True | False | 807 | 1549 | False |
| segment_company_111 | True | False | 809 | 1353 | False |
| segment_company_116 | True | True | 806 | 1336 | True |
| segment_company_120 | False | True | 945 | 1338 | True |
| segment_company_124 | True | False | 803 | 1335 | False |
| segment_company_128 | True | True | 803 | 1335 | True |
| segment_company_133 | True | True | 804 | 1388 | True |
| segment_company_137 | True | False | 807 | 1442 | False |
| segment_company_141 | True | False | 809 | 1341 | False |
| segment_company_145 | True | True | 804 | 1337 | True |
| segment_company_149 | True | True | 807 | 1338 | True |
| segment_company_154 | True | True | 803 | 1335 | False |
| segment_company_158 | True | True | 803 | 1336 | False |
| segment_company_162 | True | False | 806 | 1339 | False |
| segment_company_166 | True | True | 805 | 1336 | True |
| segment_company_171 | True | False | 809 | 1342 | False |
| segment_company_175 | True | True | 804 | 1335 | True |
| segment_company_179 | True | True | 807 | 1337 | True |
| segment_company_183 | False | True | 895 | 1341 | False |
| segment_company_188 | False | True | 895 | 1343 | True |
| segment_company_192 | False | False | 895 | 1343 | False |
| segment_company_196 | False | True | 895 | 1344 | True |
| segment_company_200 | False | True | 895 | 1343 | True |
| segment_company_005 | True | True | 805 | 1441 | True |
| segment_company_009 | True | True | 808 | 1356 | True |
| segment_company_013 | True | True | 804 | 1375 | True |
| role_company_020_1 | True | True | 276 | 1134 | True |
| role_company_024_2 | True | True | 179 | 1175 | True |
| role_company_028_3 | True | True | 180 | 1430 | True |
| role_company_033_1 | True | True | 276 | 1134 | True |
| role_company_037_2 | True | True | 179 | 1193 | True |
| role_company_041_3 | True | True | 180 | 1430 | True |
| role_company_045_1 | True | True | 276 | 1171 | True |
| role_company_050_2 | True | True | 179 | 1156 | True |
| role_company_054_3 | True | True | 180 | 1430 | True |
| role_company_058_1 | True | True | 276 | 1190 | True |
| role_company_062_2 | True | True | 179 | 1156 | True |
| role_company_067_3 | True | True | 180 | 1430 | True |
| role_company_071_1 | True | True | 276 | 1171 | True |
| role_company_075_2 | True | True | 179 | 1101 | True |
| role_company_079_3 | True | True | 180 | 1430 | True |
| role_company_084_1 | True | True | 276 | 1134 | True |
| role_company_088_2 | True | True | 179 | 1253 | True |
| role_company_092_3 | True | True | 180 | 1430 | True |
| role_company_096_1 | True | True | 276 | 1171 | True |
| role_company_100_2 | True | True | 179 | 1151 | True |
| role_company_105_3 | True | True | 180 | 1430 | True |
| role_company_109_1 | True | True | 276 | 1171 | True |
| role_company_113_2 | True | True | 179 | 1119 | True |
| role_company_117_3 | True | True | 180 | 1430 | True |
| role_company_122_1 | True | True | 276 | 1116 | True |
| role_company_126_2 | True | True | 179 | 1138 | True |
| role_company_130_3 | True | True | 180 | 1430 | True |
| role_company_134_1 | True | True | 276 | 1116 | True |
| role_company_139_2 | True | True | 179 | 1138 | True |
| role_company_143_3 | True | True | 180 | 1430 | True |
| role_company_147_1 | True | True | 276 | 1153 | True |
| role_company_151_2 | True | True | 179 | 1175 | True |
| role_company_155_3 | True | True | 180 | 1430 | True |
| role_company_160_1 | True | True | 276 | 1116 | True |
| role_company_164_2 | True | True | 179 | 1119 | True |
| role_company_168_3 | True | True | 180 | 1430 | True |
| role_company_172_1 | True | True | 276 | 1116 | True |
| role_company_177_2 | True | True | 179 | 1175 | True |
| role_company_181_3 | True | True | 180 | 1430 | True |
| role_company_185_1 | True | True | 276 | 1097 | True |
| role_company_189_2 | True | True | 179 | 1166 | True |
| role_company_194_3 | True | True | 180 | 1429 | True |
| role_company_198_1 | True | True | 276 | 1172 | True |
| role_company_002_2 | True | True | 179 | 1193 | True |
| role_company_006_3 | True | True | 180 | 1430 | True |
| role_company_011_1 | True | True | 276 | 1171 | True |
| role_company_015_2 | True | True | 179 | 1311 | True |
| role_company_019_3 | True | True | 180 | 1430 | True |
| marker_company_030_day_001 | True | True | 312 | 1295 | True |
| marker_company_034_day_015 | True | True | 185 | 1252 | True |
| marker_company_038_day_030 | True | True | 313 | 1295 | True |
| marker_company_043_day_045 | True | True | 185 | 1252 | True |
| marker_company_047_day_060 | True | True | 313 | 1334 | True |
| marker_company_051_day_090 | True | True | 313 | 1295 | True |
| marker_company_055_day_120 | True | True | 313 | 1296 | True |
| marker_company_060_day_150 | True | True | 180 | 1249 | True |
| marker_company_064_day_180 | True | True | 284 | 1249 | True |
| marker_company_068_day_001 | True | True | 312 | 1295 | True |
| marker_company_072_day_015 | True | True | 185 | 1252 | True |
| marker_company_077_day_030 | True | True | 313 | 1295 | True |
| marker_company_081_day_045 | True | True | 185 | 1252 | True |
| marker_company_085_day_060 | True | True | 313 | 1295 | True |
| marker_company_089_day_090 | True | True | 313 | 1295 | True |
| marker_company_094_day_120 | True | True | 313 | 1296 | True |
| marker_company_098_day_150 | True | True | 180 | 1249 | True |
| marker_company_102_day_180 | True | True | 284 | 1249 | True |
| marker_company_106_day_001 | True | True | 312 | 1295 | True |
| marker_company_110_day_015 | True | True | 185 | 1252 | True |
| marker_company_115_day_030 | True | True | 313 | 1295 | True |
| marker_company_119_day_045 | True | True | 185 | 1252 | True |
| marker_company_123_day_060 | True | True | 313 | 1294 | True |
| marker_company_127_day_090 | True | True | 313 | 1295 | True |
| marker_company_132_day_120 | True | True | 313 | 1296 | True |
| marker_company_136_day_150 | True | True | 180 | 1249 | True |
| marker_company_140_day_180 | True | True | 284 | 1249 | True |
| marker_company_144_day_001 | True | True | 312 | 1295 | True |
| marker_company_149_day_015 | True | True | 185 | 1252 | True |
| marker_company_153_day_030 | True | True | 313 | 1295 | True |
| marker_company_157_day_045 | True | True | 185 | 1252 | True |
| marker_company_161_day_060 | True | True | 313 | 1295 | True |
| marker_company_165_day_090 | True | True | 313 | 1295 | True |
| marker_company_170_day_120 | True | True | 313 | 1296 | True |
| marker_company_174_day_150 | True | True | 180 | 1289 | True |
| marker_company_178_day_180 | True | True | 284 | 1249 | True |
| marker_company_182_day_001 | True | True | 312 | 1294 | True |
| marker_company_187_day_015 | True | True | 185 | 1252 | True |
| marker_company_191_day_030 | True | True | 313 | 1295 | True |
| marker_company_195_day_045 | True | True | 185 | 1252 | True |
| marker_company_199_day_060 | True | True | 313 | 1295 | True |
| marker_company_004_day_090 | True | True | 313 | 1295 | True |
| marker_company_008_day_120 | True | True | 313 | 1296 | True |
| marker_company_012_day_150 | True | True | 180 | 1249 | True |
| marker_company_016_day_180 | True | True | 284 | 1249 | True |
| marker_company_021_day_001 | True | True | 312 | 1295 | True |
| marker_company_025_day_015 | True | True | 185 | 1252 | True |
| marker_company_029_day_030 | True | True | 313 | 1334 | True |
| negative_meridian_labs | True | True | 1 | 1209 | True |
| negative_northstar_pharma | True | True | 1 | 1210 | True |
| negative_zinc_telecom | True | True | 1 | 1210 | True |
| negative_atlas_logistics | True | True | 1 | 1209 | True |
| negative_blue_harbor_systems | True | True | 1 | 1209 | True |
| negative_cedar_biologics | True | True | 1 | 1436 | True |
| negative_redwood_payments | True | True | 1 | 1511 | True |
| negative_orion_education | True | True | 1 | 1209 | True |
| negative_silverline_energy | True | True | 1 | 1209 | True |
| negative_copperfield_retail | True | True | 1 | 1210 | True |

## Honcho Failures

```json
[
  {
    "expected_contains": [
      "Chrono Company 018",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 018\", \"last_date\": \"2026-06-23\", \"last_day_index\": 170, \"last_marker\": \"scale10chronoscale10chronocompany018day170\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-018\", \"tier\": \"state\"}",
        "id": "Nw-bWbI7RL4V-joBQ7Y0G",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-018",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='Nw-bWbI7RL4V-joBQ7Y0G', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 018\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 018\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany018day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-018\", \"tier\": \"state\"}",
        "id": "4HynYFd_TFVXwI25QnBmf",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-018",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='4HynYFd_TFVXwI25QnBmf', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 018\", \"last_d...')"
      }
    ],
    "id": "status_company_018",
    "retrieval_query": "Chrono Company 018 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 060",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 060\", \"last_date\": \"2026-06-23\", \"last_day_index\": 170, \"last_marker\": \"scale10chronoscale10chronocompany060day170\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-060\", \"tier\": \"state\"}",
        "id": "n2Hrit9DBVjxjqgKP7Uv4",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-060",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='n2Hrit9DBVjxjqgKP7Uv4', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 060\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 060\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany060day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-060\", \"tier\": \"state\"}",
        "id": "t_3HDSFPHH4VRpr9D6Sk-",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-060",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='t_3HDSFPHH4VRpr9D6Sk-', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 060\", \"last_d...')"
      }
    ],
    "id": "status_company_060",
    "retrieval_query": "Chrono Company 060 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 069",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 097\", \"last_date\": \"2026-06-23\", \"last_day_index\": 170, \"last_marker\": \"scale10chronoscale10chronocompany097day170\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-097\", \"tier\": \"state\"}",
        "id": "6fmFN9lwsecJojhRHa2wY",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-097",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='6fmFN9lwsecJojhRHa2wY', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 097\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 069\", \"last_date\": \"2026-05-14\", \"last_day_index\": 130, \"last_marker\": \"scale10chronoscale10chronocompany069day130\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-069\", \"tier\": \"state\"}",
        "id": "kh5pK9qZYE0i-i1H3WRGc",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-069",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='kh5pK9qZYE0i-i1H3WRGc', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 069\", \"last_d...')"
      }
    ],
    "id": "status_company_069",
    "retrieval_query": "Chrono Company 069 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 124",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 124\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany124day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-124\", \"tier\": \"state\"}",
        "id": "F4io1U0BIj5oS3O4-4UZ0",
        "metadata": {
          "record_id": "run278-current-status-scale10-chrono-company-124",
          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='F4io1U0BIj5oS3O4-4UZ0', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 124\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 124\", \"last_date\": \"2026-05-14\", \"last_day_index\": 130, \"last_marker\": \"scale10chronoscale10chronocompany124day130\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-124\", \"tier\": \"state\"}",
        "id": "7oaLp55hOhJzF0yZtbQHC",
        "metadata": {
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          "source_run": "run301",
          "tier": "state"
        },
        "repr": "Message(id='7oaLp55hOhJzF0yZtbQHC', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 124\", \"last_d...')"
      }
    ],
    "id": "status_company_124",
    "retrieval_query": "Chrono Company 124 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 158",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 158\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany158day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-158\", \"tier\": \"state\"}",
        "id": "vtzX63M2CPDYPP9meHuuH",
        "metadata": {
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        },
        "repr": "Message(id='vtzX63M2CPDYPP9meHuuH', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 158\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 158\", \"last_date\": \"2026-05-14\", \"last_day_index\": 130, \"last_marker\": \"scale10chronoscale10chronocompany158day130\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-158\", \"tier\": \"state\"}",
        "id": "yIHnwBlZ3TpBj0ON-t37M",
        "metadata": {
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          "tier": "state"
        },
        "repr": "Message(id='yIHnwBlZ3TpBj0ON-t37M', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 158\", \"last_d...')"
      }
    ],
    "id": "status_company_158",
    "retrieval_query": "Chrono Company 158 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 162",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 162\", \"last_date\": \"2026-06-13\", \"last_day_index\": 160, \"last_marker\": \"scale10chronoscale10chronocompany162day160\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-162\", \"tier\": \"state\"}",
        "id": "90Hw2eZqYBqsbfszmwEVb",
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        },
        "repr": "Message(id='90Hw2eZqYBqsbfszmwEVb', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 162\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 162\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany162day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-162\", \"tier\": \"state\"}",
        "id": "vsB6fSyn3doxTzphstenx",
        "metadata": {
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        },
        "repr": "Message(id='vsB6fSyn3doxTzphstenx', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 162\", \"last_d...')"
      }
    ],
    "id": "status_company_162",
    "retrieval_query": "Chrono Company 162 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 175",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 175\", \"last_date\": \"2026-05-24\", \"last_day_index\": 140, \"last_marker\": \"scale10chronoscale10chronocompany175day140\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-175\", \"tier\": \"state\"}",
        "id": "XhQpDQP1Y1yuNdCtdVSRB",
        "metadata": {
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          "tier": "state"
        },
        "repr": "Message(id='XhQpDQP1Y1yuNdCtdVSRB', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 175\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 175\", \"last_date\": \"2026-05-14\", \"last_day_index\": 130, \"last_marker\": \"scale10chronoscale10chronocompany175day130\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-175\", \"tier\": \"state\"}",
        "id": "wk7KkhqLVAew9AjM_w4f5",
        "metadata": {
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          "source_run": "run301",
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        },
        "repr": "Message(id='wk7KkhqLVAew9AjM_w4f5', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 175\", \"last_d...')"
      }
    ],
    "id": "status_company_175",
    "retrieval_query": "Chrono Company 175 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 200",
      "180",
      "2026-07-03",
      "active"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 200\", \"last_date\": \"2026-06-23\", \"last_day_index\": 170, \"last_marker\": \"scale10chronoscale10chronocompany200day170\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-200\", \"tier\": \"state\"}",
        "id": "i5-gtJ5p56oBjaB1aVW23",
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          "tier": "state"
        },
        "repr": "Message(id='i5-gtJ5p56oBjaB1aVW23', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 200\", \"last_d...')"
      },
      {
        "content": "{\"body\": {\"company\": \"Chrono Company 200\", \"last_date\": \"2026-04-24\", \"last_day_index\": 110, \"last_marker\": \"scale10chronoscale10chronocompany200day110\", \"status\": \"active\"}, \"id\": \"run278-current-status-scale10-chrono-company-200\", \"tier\": \"state\"}",
        "id": "kbrP1TDeoAIctKgWMRqps",
        "metadata": {
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          "source_run": "run301",
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        },
        "repr": "Message(id='kbrP1TDeoAIctKgWMRqps', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"company\": \"Chrono Company 200\", \"last_d...')"
      }
    ],
    "id": "status_company_200",
    "retrieval_query": "Chrono Company 200 current status"
  },
  {
    "expected_contains": [
      "Chrono Company 014",
      "payments"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"category\": \"company\", \"display_name\": \"Chrono Company 015\", \"segment\": \"biotech\", \"timeline_days\": 180, \"timeline_start\": \"2026-01-05\"}, \"id\": \"run278-scale10-chrono-company-015\", \"tier\": \"entity\"}",
        "id": "HKcjQUhafLQqrXZRrX9SR",
        "metadata": {
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          "source_run": "run301",
          "tier": "entity"
        },
        "repr": "Message(id='HKcjQUhafLQqrXZRrX9SR', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"category\": \"company\", \"display_name\": \"...')"
      },
      {
        "content": "{\"body\": {\"category\": \"timeline_milestone\", \"company\": \"run278-scale10-chrono-company-014\", \"company_display\": \"Chrono Company 014\", \"date\": \"2026-04-04\", \"day_index\": 90, \"decision\": \"Chrono Company 014 checkpoint day 090 accepted for weekly steering.\", \"marker\": \"scale10chronoscale10chronocompany014day090\", \"topic\": \"weekly steering\"}, \"id\": \"run278-scale10-chrono-company-014-day-090-milestone\", \"tier\": \"entity\"}",
        "id": "x5eiunHHiFQMTy2A5YbmO",
        "metadata": {
          "record_id": "run278-scale10-chrono-company-014-day-090-milestone",
          "source_run": "run301",
          "tier": "entity"
        },
        "repr": "Message(id='x5eiunHHiFQMTy2A5YbmO', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"category\": \"timeline_milestone\", \"compa...')"
      }
    ],
    "id": "segment_company_014",
    "retrieval_query": "Chrono Company 014"
  },
  {
    "expected_contains": [
      "Chrono Company 022",
      "healthcare"
    ],
    "honcho_context_sample": [
      {
        "content": "{\"body\": {\"category\": \"company\", \"display_name\": \"Chrono Company 028\", \"segment\": \"energy\", \"timeline_days\": 180, \"timeline_start\": \"2026-01-05\"}, \"id\": \"run278-scale10-chrono-company-028\", \"tier\": \"entity\"}",
        "id": "-31FaeQNGb8despWbLTR8",
        "metadata": {
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          "source_run": "run301",
          "tier": "entity"
        },
        "repr": "Message(id='-31FaeQNGb8despWbLTR8', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"category\": \"company\", \"display_name\": \"...')"
      },
      {
        "content": "{\"body\": {\"category\": \"timeline_milestone\", \"company\": \"run278-scale10-chrono-company-022\", \"company_display\": \"Chrono Company 022\", \"date\": \"2026-05-04\", \"day_index\": 120, \"decision\": \"Chrono Company 022 checkpoint day 120 accepted for weekly steering.\", \"marker\": \"scale10chronoscale10chronocompany022day120\", \"topic\": \"weekly steering\"}, \"id\": \"run278-scale10-chrono-company-022-day-120-milestone\", \"tier\": \"entity\"}",
        "id": "8NEDcSiFL0U5t3UTdedD5",
        "metadata": {
          "record_id": "run278-scale10-chrono-company-022-day-120-milestone",
          "source_run": "run301",
          "tier": "entity"
        },
        "repr": "Message(id='8NEDcSiFL0U5t3UTdedD5', peer_id='sibyl-mega42k-source-20260605', content='{\"body\": {\"category\": \"timeline_milestone\", \"compa...')"
      }
    ],
    "id": "segment_company_022",
    "retrieval_query": "Chrono Company 022"
  }
]
```