Add background enrichment jobs for stored thoughts #12

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opened 2026-04-03 11:12:38 +00:00 by sam · 0 comments
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Summary

Introduce scheduled or queued enrichment jobs that improve stored records over time beyond the initial capture path.

Why

Background enrichment jobs are called out as deferred in the implementation plan. This would let AMCS do heavier or lower-priority work without blocking capture and search workflows.

Scope ideas

  • Define enrichment job types, such as metadata improvement, relinking, summarization, clustering, or stale-record refresh
  • Add job scheduling/execution and observability
  • Make runs idempotent and safe to resume
  • Distinguish enrichment from existing backfill/retry maintenance jobs
  • Document operational controls and cost/performance considerations

Acceptance criteria

  • Enrichment jobs can run outside normal request handling
  • Job status and failures are observable
  • Enrichment outputs are written safely and repeatably
  • Docs explain available jobs and how to operate them

Source

Deferred feature from llm/plan.md: background enrichment jobs.

## Summary Introduce scheduled or queued enrichment jobs that improve stored records over time beyond the initial capture path. ## Why Background enrichment jobs are called out as deferred in the implementation plan. This would let AMCS do heavier or lower-priority work without blocking capture and search workflows. ## Scope ideas - Define enrichment job types, such as metadata improvement, relinking, summarization, clustering, or stale-record refresh - Add job scheduling/execution and observability - Make runs idempotent and safe to resume - Distinguish enrichment from existing backfill/retry maintenance jobs - Document operational controls and cost/performance considerations ## Acceptance criteria - Enrichment jobs can run outside normal request handling - Job status and failures are observable - Enrichment outputs are written safely and repeatably - Docs explain available jobs and how to operate them ## Source Deferred feature from `llm/plan.md`: background enrichment jobs.
sam closed this issue 2026-04-03 11:27:12 +00:00
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