AMCS appears to have embedding backfill behavior, but metadata extraction retry/sweeper coverage is missing or incomplete. When metadata extraction fails or times out, there should be a reliable background path to retry later.
Impact
Thoughts can remain permanently missing metadata
Failures may require manual intervention
Background enrichment state is inconsistent across records
Expected behavior
Metadata extraction failures should be tracked per thought and retried by a recurring background sweeper with backoff.
Acceptance criteria
Metadata extraction attempts persist per-thought status fields such as pending/running/succeeded/failed
Failed or timed-out metadata work records retry count, last error, and next retry time
A recurring sweeper finds eligible thoughts and retries metadata extraction without duplicate processing
Retry behavior uses bounded backoff and stops hammering persistent failures
Operators can inspect counts of pending/failed/retried metadata jobs via logs or metrics
## Problem
AMCS appears to have embedding backfill behavior, but metadata extraction retry/sweeper coverage is missing or incomplete. When metadata extraction fails or times out, there should be a reliable background path to retry later.
## Impact
- Thoughts can remain permanently missing metadata
- Failures may require manual intervention
- Background enrichment state is inconsistent across records
## Expected behavior
Metadata extraction failures should be tracked per thought and retried by a recurring background sweeper with backoff.
## Acceptance criteria
- Metadata extraction attempts persist per-thought status fields such as pending/running/succeeded/failed
- Failed or timed-out metadata work records retry count, last error, and next retry time
- A recurring sweeper finds eligible thoughts and retries metadata extraction without duplicate processing
- Retry behavior uses bounded backoff and stops hammering persistent failures
- Operators can inspect counts of pending/failed/retried metadata jobs via logs or metrics
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Problem
AMCS appears to have embedding backfill behavior, but metadata extraction retry/sweeper coverage is missing or incomplete. When metadata extraction fails or times out, there should be a reliable background path to retry later.
Impact
Expected behavior
Metadata extraction failures should be tracked per thought and retried by a recurring background sweeper with backoff.
Acceptance criteria