# ax0s-memory product round trip — recorded 2026-07-14T09:39:50Z
# environment: Linux x86_64 · Python 3.13.13 · fresh venv · pip install 'ax0s-memory[cpu]' from source · isolated data root · CPU embedder

$ python -c from importlib.metadata import version; print('ax0s-memory', version('ax0s-memory'))
ax0s-memory 0.5.0
[exit 0]

## 1 — start a session
$ python -m ax0s_memory session start --slug receipt-demo --allow-new-slug --title 'Round-trip receipt' --agent operator-cli
{
  "session_id": "collection:s_80f59b1409bc",
  "slug": "receipt-demo",
  "started_at": "2026-07-14T09:39:50.883Z"
}

## 2 — write a fact

$ python -m ax0s_memory remember --slug receipt-demo --agent operator-cli --role assistant --record-type fact --record-id record:r_demo_friday --collection-id collection:s_80f59b1409bc --text Staging deploys go out Friday at 17:00 UTC. Release captain owns the window.
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 7642.68it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
remembered record:r_demo_friday in receipt-demo at 2026-07-14T09:39:51.478Z
[exit 0]

## 3 — recall it

$ python -m ax0s_memory recall --slug receipt-demo --q when do staging deploys go out --limit 3 --json
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 10379.37it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
{
  "slug": "receipt-demo",
  "query": "when do staging deploys go out",
  "mode": "hybrid",
  "limit": 3,
  "elapsed_ms": 1905.759,
  "tokens_estimate": 19,
  "hits": [
    {
      "id": "record:r_demo_friday",
      "collection_id": "collection:s_80f59b1409bc",
      "role": "assistant",
      "record_type": "fact",
      "text_content": "Staging deploys go out Friday at 17:00 UTC. Release captain owns the window.",
      "ts": "2026-07-14T09:39:51.478Z",
      "tags": [],
      "score": 0.032786883413791656,
      "is_superseded": false,
      "agent": "operator-cli",
      "entrypoint": null,
      "source_type": "session",
      "related": [],
      "tokens_estimate": 19
    }
  ]
}
[exit 0]

## 4 — record the correction (the fact changed)

$ python -m ax0s_memory remember --slug receipt-demo --agent operator-cli --role assistant --record-type fact --record-id record:r_demo_wednesday --collection-id collection:s_80f59b1409bc --text Staging deploys go out Wednesday at 15:00 UTC. Release captain owns the window.
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 11317.60it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
remembered record:r_demo_wednesday in receipt-demo at 2026-07-14T09:39:56.477Z
[exit 0]

## 5 — the consolidation scan surfaces the contradiction (nothing is applied silently)

$ python -m ax0s_memory consolidate --slug receipt-demo --json
{
  "slug": "receipt-demo",
  "scanned": 2,
  "candidates_by_kind": {
    "exact_dup": 0,
    "same_key_update": 0,
    "near_dup": 1,
    "stale_pair": 0
  },
  "applied": 0,
  "queued": 1,
  "suppressed": 0,
  "confirmed_waiting": 0,
  "auto_closed": 0,
  "elapsed_ms": 5.7
}
[exit 0]

## 6 — queue entry (verbatim from the store's consolidation queue)

$ cat $AX0S_RECEIPT_DATA/receipt-demo/_consolidation_queue.jsonl
{"candidate_id": "7250761ffa31f2f309d6d7bb732c5eba9a22fed0900794361bfdbaa9192c2277", "kind": "near_dup", "keep_id": "record:r_demo_wednesday", "retire_ids": ["record:r_demo_friday"], "reason": "2 near-duplicate live records of record_type 'fact' (cosine >= 0.92); keep newest", "confidence": 0.9864, "evidence": {"ts_keep": "2026-07-14T09:39:56.477Z", "ts_retire": ["2026-07-14T09:39:51.478Z"], "cos": 0.9864}, "status": "pending", "created_at": "2026-07-14T09:39:58.989Z"}
[exit 0]

## 7 — a human confirms the correction, then applies it

$ python -m ax0s_memory consolidate --slug receipt-demo --confirm 7250761ffa31f2f309d6d7bb732c5eba9a22fed0900794361bfdbaa9192c2277 --reason Deploy window moved; Wednesday is current. --actor operator
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 12760.28it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
  human_confirmed 7250761ffa31f2f309d6d7bb732c5eba9a22fed0900794361bfdbaa9192c2277
  governance decision recorded: confirm (record:r_ea8ad0083d85)
  queue: $AX0S_RECEIPT_DATA/receipt-demo/_consolidation_queue.jsonl
[exit 0]

$ python -m ax0s_memory consolidate --slug receipt-demo --apply --json
{
  "slug": "receipt-demo",
  "scanned": 3,
  "candidates_by_kind": {
    "exact_dup": 0,
    "same_key_update": 0,
    "near_dup": 1,
    "stale_pair": 0
  },
  "applied": 1,
  "queued": 0,
  "suppressed": 0,
  "confirmed_waiting": 0,
  "auto_closed": 0,
  "elapsed_ms": 14.9
}
[exit 0]

## 8 — current recall returns only the correction

$ python -m ax0s_memory recall --slug receipt-demo --q when do staging deploys go out --limit 3 --json
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 9080.55it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
{
  "slug": "receipt-demo",
  "query": "when do staging deploys go out",
  "mode": "hybrid",
  "limit": 3,
  "elapsed_ms": 1873.149,
  "tokens_estimate": 87,
  "hits": [
    {
      "id": "record:r_demo_wednesday",
      "collection_id": "collection:s_80f59b1409bc",
      "role": "assistant",
      "record_type": "fact",
      "text_content": "Staging deploys go out Wednesday at 15:00 UTC. Release captain owns the window.",
      "ts": "2026-07-14T09:39:56.477Z",
      "tags": [],
      "score": 0.032786883413791656,
      "is_superseded": false,
      "agent": "operator-cli",
      "entrypoint": null,
      "source_type": "session",
      "related": [
        "record:r_demo_friday"
      ],
      "tokens_estimate": 20
    },
    {
      "id": "record:r_ea8ad0083d85",
      "collection_id": "collection:s_loose_receipt-demo",
      "role": "system",
      "record_type": "decision",
      "text_content": "Decision: confirm by operator\n{\"verb\": \"confirm\", \"actor\": \"operator\", \"targets\": [\"7250761ffa31f2f309d6d7bb732c5eba9a22fed0900794361bfdbaa9192c2277\"], \"reason\": \"Deploy window moved; Wednesday is current.\", \"affected_records\": [], \"ts\": \"2026-07-14T09:39:59.565Z\"}",
      "ts": "2026-07-14T09:39:59.565Z",
      "tags": [
        "governance",
        "fleet-governance",
        "confirm"
      ],
      "score": 0.032258063554763794,
      "is_superseded": false,
      "agent": null,
      "entrypoint": "governance",
      "source_type": "session",
      "related": [],
      "tokens_estimate": 67
    }
  ]
}
[exit 0]

## 9 — history stays addressable: the superseded record is retained with a pointer

$ python -m ax0s_memory recall --slug receipt-demo --q when do staging deploys go out --limit 5 --include-superseded --json
Fetching 10 files:   0%|          | 0/10 [00:00<?, ?it/s]Fetching 10 files: 100%|██████████| 10/10 [00:00<00:00, 9094.33it/s]
[embedder] loaded jinaai/jina-embeddings-v5-text-small-retrieval (CPUExecutionProvider)
{
  "slug": "receipt-demo",
  "query": "when do staging deploys go out",
  "mode": "hybrid",
  "limit": 5,
  "elapsed_ms": 1908.693,
  "tokens_estimate": 106,
  "hits": [
    {
      "id": "record:r_demo_wednesday",
      "collection_id": "collection:s_80f59b1409bc",
      "role": "assistant",
      "record_type": "fact",
      "text_content": "Staging deploys go out Wednesday at 15:00 UTC. Release captain owns the window.",
      "ts": "2026-07-14T09:39:56.477Z",
      "tags": [],
      "score": 0.032522473484277725,
      "is_superseded": false,
      "agent": "operator-cli",
      "entrypoint": null,
      "source_type": "session",
      "related": [],
      "tokens_estimate": 20
    },
    {
      "id": "record:r_demo_friday",
      "collection_id": "collection:s_80f59b1409bc",
      "role": "assistant",
      "record_type": "fact",
      "text_content": "Staging deploys go out Friday at 17:00 UTC. Release captain owns the window.",
      "ts": "2026-07-14T09:39:51.478Z",
      "tags": [],
      "score": 0.03226645663380623,
      "is_superseded": true,
      "agent": "operator-cli",
      "entrypoint": null,
      "source_type": "session",
      "related": [],
      "tokens_estimate": 19,
      "valid_until": "2026-07-14T09:40:02.109Z"
    },
    {
      "id": "record:r_ea8ad0083d85",
      "collection_id": "collection:s_loose_receipt-demo",
      "role": "system",
      "record_type": "decision",
      "text_content": "Decision: confirm by operator\n{\"verb\": \"confirm\", \"actor\": \"operator\", \"targets\": [\"7250761ffa31f2f309d6d7bb732c5eba9a22fed0900794361bfdbaa9192c2277\"], \"reason\": \"Deploy window moved; Wednesday is current.\", \"affected_records\": [], \"ts\": \"2026-07-14T09:39:59.565Z\"}",
      "ts": "2026-07-14T09:39:59.565Z",
      "tags": [
        "governance",
        "fleet-governance",
        "confirm"
      ],
      "score": 0.0320020467042923,
      "is_superseded": false,
      "agent": null,
      "entrypoint": "governance",
      "source_type": "session",
      "related": [],
      "tokens_estimate": 67
    }
  ]
}
[exit 0]

## 10 — close the session

$ python -m ax0s_memory session end --slug receipt-demo --session-id collection:s_80f59b1409bc --summary Recorded a fact, corrected it through adjudicated consolidation, verified current and historical recall.
{
  "session_id": "collection:s_80f59b1409bc",
  "slug": "receipt-demo",
  "ended_at": "2026-07-14T09:40:07.715Z",
  "summary": "Recorded a fact, corrected it through adjudicated consolidation, verified current and historical recall."
}
[exit 0]

$ python -m ax0s_memory stats --slug receipt-demo
stats(receipt-demo):
  collection   2
  edge         1
  origin       1
  record       3
[exit 0]

## 11 — cleanup: the store is a directory you control; removing it removes the data

$ rm -rf $AX0S_RECEIPT_DATA/receipt-demo
[exit 0]

$ ls $AX0S_RECEIPT_DATA
_tmp
[exit 0]