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managed-portal/tasks/todo.md

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# Task Plan
## Checklist
- [x] Confirm the changed `people_flow_project` slice is locally validated before deploy.
- [x] Verify the plan covers remote sync, service rebuild, health verification, and post-deploy output inspection.
- [x] Sync the updated `people_flow_project` runtime files to `10.8.0.11` and verify remote hashes.
- [x] Rebuild and restart only the `people-flow-project` service on the remote host.
- [x] Verify the remote container is healthy after deployment.
- [x] Print the actual new output structure from the deployed remote code path and note any limitation versus waiting for the next live half-hour webhook.
- [x] Record deployment and verification evidence in the Review section.
## Scope And Risks
- Scope: deploy the `people_flow_project` output-label changes to `10.8.0.11` and inspect the newly available output structure from the remote deployed code.
- Expected touch points: `managed/people_flow_project/src/people_flow/queue_analytics.py`, `managed/people_flow_project/src/people_flow/manage_api.py`, remote deployment under `/home/xiaozheng/managed-portal`, and the `people-flow-project` docker compose service.
- Risk: the currently saved live webhook/window JSON files on the remote host will not gain the new label fields until the next real half-hour window is emitted after restart, so immediate inspection may need to use a direct code-path sample or manage API response rather than a freshly emitted live webhook file.
- Risk: restarting `people-flow-project` resets the current rolling half-hour window boundary; that is acceptable for deployment but should be stated explicitly.
## Validation Intent
- Verify remote file parity before rebuilding.
- Check container health and startup logs after deployment.
- Print an actual structure from the deployed remote code path immediately, and distinguish it from the next live webhook file that will only appear after the next rollover.
## Review
- Status: completed.
- Result: the updated `people_flow_project` code is deployed on `10.8.0.11`, the rebuilt `people-flow-project` container is healthy, and the deployed remote code path now exposes the new human-readable queue level and change labels. The currently saved live window/webhook files were generated before the next post-restart half-hour rollover, so the most immediate proof comes from the deployed manage API response and a direct runtime-code simulation inside the container.
- Verification:
- synced `managed/people_flow_project/src/people_flow/queue_analytics.py` and `managed/people_flow_project/src/people_flow/manage_api.py` to `/home/xiaozheng/managed-portal/managed/people_flow_project/src/people_flow/` on `10.8.0.11` and verified SHA256 parity with local files:
- `queue_analytics.py`: `dd12c0a7af2d7c1bf68e3496560fe2ea0fb5c1d582bea7c4dada0caf105711c8`
- `manage_api.py`: `c723fd570a29b43cd055dfaca4a5fc9ce1459b55754d2dbd0b8edcdef7da4cf1`
- rebuilt and restarted only `people-flow-project` with `docker compose --env-file managed-portal.10.8.0.11.env up -d --build people-flow-project` on the remote host;
- confirmed remote status after deploy: `people-flow-project` is `Up` and `healthy`;
- queried the deployed manage API summary endpoint inside the container and observed these actual metrics keys/values from the live response: `{ "queue_level": "normal", "queue_level_label": "人数正常", "previous_queue_level": "few", "previous_queue_level_label": "人少", "status_change": "queue_normalized", "status_change_label": "人数变正常" }`;
- executed a direct simulation inside the deployed container using the updated `QueueWindowTracker` code path and printed the actual new `queue_metrics` JSON:
- `queue_level`: `crowded`
- `queue_level_label`: `人多`
- `previous_queue_level`: `null`
- `previous_queue_level_label`: `""`
- `status_change`: `initial`
- `status_change_label`: `初始`
- plus the existing `queue_time_threshold_seconds`, `over_threshold_count`, `under_threshold_count`, and `people[]` fields;
- noted deployment side effect: restarting `people-flow-project` resets the current rolling 1800-second window, so the next real live `half_hour_report` file/webhook emitted after this restart will be the first persisted artifact that contains the new label fields.