# Mem0 365d 500c Category Baseline

Run: `run-2026-06-06-mem0-365d-500c-50q-category-option1`

## Scope

- System: Mem0 open-source local baseline.
- Corpus: 500 companies, 1500 stakeholders, 365 simulated days.
- Stored memories: 191000.
- Questions: 350, 50 per category.
- Mode: `mem0_vector_store_batch_infer_false_equivalent`.
- Inference: `infer=False`, raw structured memory records, no LLM extraction.
- Vector store: Qdrant local.
- Embedder: fastembed `BAAI/bge-small-en-v1.5`.
- Sparse BM25: `True`.
- Answer mode: skipped.

## Summary

| Metric | Value |
| --- | ---: |
| Retrieval passed | 92 / 350 |
| Avg context rows | 8.00 |
| Avg context tokens | 1720.41 |
| Ingest elapsed seconds | 5512.309 |
| Retrieval elapsed seconds | 902.035 |
| Model/API cost USD | 0.000000 |

## Retrieval By Category

| Category | Retrieval passed |
| --- | ---: |
| status | 20 / 50 |
| milestone | 42 / 50 |
| context_stat | 1 / 50 |
| role | 6 / 50 |
| marker | 0 / 50 |
| temporal_topic | 23 / 50 |
| negative_trap | 0 / 50 |

## Failures

```json
[
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-302-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 302 body.company_slug=scale365-company-302 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company302day019 body.summary=Scale365 Company 302 day 019: security approval update recorded.",
        "category": "Scale365 Company 302",
        "key": "9ee5719e-3f46-4d82-a528-32076d5dbb79",
        "score": 0.4012746948985414,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-302-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 302 body.company_slug=scale365-company-302 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company302day019 body.summary=Scale365 Company 302 day 019: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-365-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 365 body.company_slug=scale365-company-365 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company365day019 body.summary=Scale365 Company 365 day 019: security approval update recorded.",
        "category": "Scale365 Company 365",
        "key": "4b29ae83-e836-4170-92f4-2e59d647ebea",
        "score": 0.4010581482630222,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-365-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 365 body.company_slug=scale365-company-365 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company365day019 body.summary=Scale365 Company 365 day 019: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-345-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 345 body.company_slug=scale365-company-345 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company345day019 body.summary=Scale365 Company 345 day 019: security approval update recorded.",
        "category": "Scale365 Company 345",
        "key": "34b5834b-64ac-4854-bd1e-eccda4691552",
        "score": 0.40067476544118963,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-345-day-019 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 345 body.company_slug=scale365-company-345 body.day_index=19 body.date=2026-01-23 body.topic=security approval body.marker=scale365scale365company345day019 body.summary=Scale365 Company 345 day 019: security approval update recorded.",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 011",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_011",
    "query": "What is the current status for Scale365 Company 011 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=state key=run365-current-status-scale365-company-275 body.company=Scale365 Company 275 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company275day365 body.status=active",
        "category": "Scale365 Company 275",
        "key": "fbd80496-f433-419f-bfdd-24fd29487ad1",
        "score": 0.9061976214420893,
        "snippet": "tier=state key=run365-current-status-scale365-company-275 body.company=Scale365 Company 275 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company275day365 body.status=active",
        "tier": "mem0"
      },
      {
        "body": "tier=state key=run365-current-status-scale365-company-261 body.company=Scale365 Company 261 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company261day365 body.status=active",
        "category": "Scale365 Company 261",
        "key": "26a50df6-2cb4-413f-99a3-394b69558645",
        "score": 0.9059377186548956,
        "snippet": "tier=state key=run365-current-status-scale365-company-261 body.company=Scale365 Company 261 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company261day365 body.status=active",
        "tier": "mem0"
      },
      {
        "body": "tier=state key=run365-current-status-scale365-company-267 body.company=Scale365 Company 267 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company267day365 body.status=active",
        "category": "Scale365 Company 267",
        "key": "874f21bf-a421-44ac-9373-2109487e58eb",
        "score": 0.9059193661557352,
        "snippet": "tier=state key=run365-current-status-scale365-company-267 body.company=Scale365 Company 267 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company267day365 body.status=active",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 021",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_021",
    "query": "What is the current status for Scale365 Company 021 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-062-day-069 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=69 body.date=2026-03-14 body.topic=security approval body.marker=scale365scale365company062day069 body.summary=Scale365 Company 062 day 069: security approval update recorded.",
        "category": "Scale365 Company 062",
        "key": "e93fbe3a-91db-4d1d-a74e-ebb0676d0af2",
        "score": 0.4032188250135592,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-062-day-069 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=69 body.date=2026-03-14 body.topic=security approval body.marker=scale365scale365company062day069 body.summary=Scale365 Company 062 day 069: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-062-day-217 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=217 body.date=2026-08-09 body.topic=renewal planning body.marker=scale365scale365company062day217 body.summary=Scale365 Company 062 day 217: renewal planning update recorded.",
        "category": "Scale365 Company 062",
        "key": "9d4a01a4-74af-4f15-bd9b-3bce7dcefe46",
        "score": 0.4031904665540629,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-062-day-217 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=217 body.date=2026-08-09 body.topic=renewal planning body.marker=scale365scale365company062day217 body.summary=Scale365 Company 062 day 217: renewal planning update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-062-day-187 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=187 body.date=2026-07-10 body.topic=renewal planning body.marker=scale365scale365company062day187 body.summary=Scale365 Company 062 day 187: renewal planning update recorded.",
        "category": "Scale365 Company 062",
        "key": "212a0feb-5de3-4b56-88f9-78b35219cd19",
        "score": 0.40290349476609344,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-062-day-187 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 062 body.company_slug=scale365-company-062 body.day_index=187 body.date=2026-07-10 body.topic=renewal planning body.marker=scale365scale365company062day187 body.summary=Scale365 Company 062 day 187: renewal planning update recorded.",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 062",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_062",
    "query": "What is the current status for Scale365 Company 062 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-103-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company103day139 body.summary=Scale365 Company 103 day 139: security approval update recorded.",
        "category": "Scale365 Company 103",
        "key": "7401e1f6-017d-4cc8-b651-3b6f5fb973d7",
        "score": 0.40499193559147706,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-103-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company103day139 body.summary=Scale365 Company 103 day 139: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-103-day-199 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=199 body.date=2026-07-22 body.topic=security approval body.marker=scale365scale365company103day199 body.summary=Scale365 Company 103 day 199: security approval update recorded.",
        "category": "Scale365 Company 103",
        "key": "5c8a3a9a-c799-47d3-bcdd-076b8ae27b7a",
        "score": 0.4045031447006029,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-103-day-199 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=199 body.date=2026-07-22 body.topic=security approval body.marker=scale365scale365company103day199 body.summary=Scale365 Company 103 day 199: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-103-day-239 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=239 body.date=2026-08-31 body.topic=security approval body.marker=scale365scale365company103day239 body.summary=Scale365 Company 103 day 239: security approval update recorded.",
        "category": "Scale365 Company 103",
        "key": "38e46413-49f7-472e-890d-d13f6745549c",
        "score": 0.403770843043729,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-103-day-239 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 103 body.company_slug=scale365-company-103 body.day_index=239 body.date=2026-08-31 body.topic=security approval body.marker=scale365scale365company103day239 body.summary=Scale365 Company 103 day 239: security approval update recorded.",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 103",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_103",
    "query": "What is the current status for Scale365 Company 103 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=state key=run365-current-status-scale365-company-213 body.company=Scale365 Company 213 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company213day365 body.status=active",
        "category": "Scale365 Company 213",
        "key": "31fe64df-dd4f-44df-bdfe-cf8886190e4d",
        "score": 0.9066565289404716,
        "snippet": "tier=state key=run365-current-status-scale365-company-213 body.company=Scale365 Company 213 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company213day365 body.status=active",
        "tier": "mem0"
      },
      {
        "body": "tier=state key=run365-current-status-scale365-company-390 body.company=Scale365 Company 390 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company390day365 body.status=active",
        "category": "Scale365 Company 390",
        "key": "d44ef805-ef2f-4737-9745-8dd21bb2e111",
        "score": 0.9064942381760563,
        "snippet": "tier=state key=run365-current-status-scale365-company-390 body.company=Scale365 Company 390 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company390day365 body.status=active",
        "tier": "mem0"
      },
      {
        "body": "tier=state key=run365-current-status-scale365-company-499 body.company=Scale365 Company 499 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company499day365 body.status=active",
        "category": "Scale365 Company 499",
        "key": "c4fcab21-9354-4d4b-8bc9-0591b586fd69",
        "score": 0.9063735673583383,
        "snippet": "tier=state key=run365-current-status-scale365-company-499 body.company=Scale365 Company 499 body.last_day_index=365 body.last_date=2027-01-04 body.last_marker=scale365scale365company499day365 body.status=active",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 123",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_123",
    "query": "What is the current status for Scale365 Company 123 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-133-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company133day139 body.summary=Scale365 Company 133 day 139: security approval update recorded.",
        "category": "Scale365 Company 133",
        "key": "b79c2265-9c15-420c-bc70-5262720c1c5c",
        "score": 0.406727395971339,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-133-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company133day139 body.summary=Scale365 Company 133 day 139: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-133-day-189 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=189 body.date=2026-07-12 body.topic=security approval body.marker=scale365scale365company133day189 body.summary=Scale365 Company 133 day 189: security approval update recorded.",
        "category": "Scale365 Company 133",
        "key": "6c51cd73-e609-463d-87ea-fe5d50517a52",
        "score": 0.4062485969108359,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-133-day-189 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=189 body.date=2026-07-12 body.topic=security approval body.marker=scale365scale365company133day189 body.summary=Scale365 Company 133 day 189: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-133-day-199 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=199 body.date=2026-07-22 body.topic=security approval body.marker=scale365scale365company133day199 body.summary=Scale365 Company 133 day 199: security approval update recorded.",
        "category": "Scale365 Company 133",
        "key": "3f27a396-035e-4821-aa8f-f421451b8817",
        "score": 0.40551539196845315,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-133-day-199 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 133 body.company_slug=scale365-company-133 body.day_index=199 body.date=2026-07-22 body.topic=security approval body.marker=scale365scale365company133day199 body.summary=Scale365 Company 133 day 199: security approval update recorded.",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 133",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_133",
    "query": "What is the current status for Scale365 Company 133 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-154-day-359 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=359 body.date=2026-12-29 body.topic=security approval body.marker=scale365scale365company154day359 body.summary=Scale365 Company 154 day 359: security approval update recorded.",
        "category": "Scale365 Company 154",
        "key": "29079605-92fb-48ad-a2f1-0b42ab5a8024",
        "score": 0.4093076245757211,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-154-day-359 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=359 body.date=2026-12-29 body.topic=security approval body.marker=scale365scale365company154day359 body.summary=Scale365 Company 154 day 359: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-154-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company154day139 body.summary=Scale365 Company 154 day 139: security approval update recorded.",
        "category": "Scale365 Company 154",
        "key": "ea62ef38-ed84-4568-9463-e705213f558b",
        "score": 0.409288342299807,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-154-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company154day139 body.summary=Scale365 Company 154 day 139: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-154-day-209 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=209 body.date=2026-08-01 body.topic=security approval body.marker=scale365scale365company154day209 body.summary=Scale365 Company 154 day 209: security approval update recorded.",
        "category": "Scale365 Company 154",
        "key": "202dd00d-5c3c-42e1-81d9-11dc6b766f4b",
        "score": 0.4089136036299033,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-154-day-209 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 154 body.company_slug=scale365-company-154 body.day_index=209 body.date=2026-08-01 body.topic=security approval body.marker=scale365scale365company154day209 body.summary=Scale365 Company 154 day 209: security approval update recorded.",
        "tier": "mem0"
      }
    ],
    "expected_contains": [
      "Scale365 Company 154",
      "365",
      "2027-01-04",
      "active"
    ],
    "forbidden_contains": [],
    "id": "status_company_154",
    "query": "What is the current status for Scale365 Company 154 after the 365 day chronology?",
    "retrieval_score": {
      "contains_ok": false,
      "forbidden_ok": true,
      "passed": false
    }
  },
  {
    "category": "status",
    "context_sample": [
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-164-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 164 body.company_slug=scale365-company-164 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company164day139 body.summary=Scale365 Company 164 day 139: security approval update recorded.",
        "category": "Scale365 Company 164",
        "key": "b23e5fb7-5f37-474b-853d-571cae8fa7cb",
        "score": 0.4072977917429016,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-164-day-139 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 164 body.company_slug=scale365-company-164 body.day_index=139 body.date=2026-05-23 body.topic=security approval body.marker=scale365scale365company164day139 body.summary=Scale365 Company 164 day 139: security approval update recorded.",
        "tier": "mem0"
      },
      {
        "body": "tier=journal category=chronology key=run365-scale365-company-164-day-359 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 164 body.company_slug=scale365-company-164 body.day_index=359 body.date=2026-12-29 body.topic=security approval body.marker=scale365scale365company164day359 body.summary=Scale365 Company 164 day 359: security approval update recorded.",
        "category": "Scale365 Company 164",
        "key": "eb9030e1-3228-4016-8aef-a5bd298904d6",
        "score": 0.40688348167053356,
        "snippet": "tier=journal category=chronology key=run365-scale365-company-164-day-359 body.kind=scale365_chronology_daily_update body.company=Scale365 Company 164 body.company_slug=scale365-company-164 body.day_index=359 body.date=2026-12-29 body.topic=security approval body.marker=scale365scale365company164day359 body.summary=Scale365 Company 164 day 359: security approval update recorded.",
        "tier": "mem0"
      },
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]
```