perf: reduce db bandwidth — eliminate badge reads + embedding lookup table#441

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steipete merged 7 commits intoopenclaw:mainfrom

sethconvex:reduce-db-bandwidth

Feb 25, 2026

Commits on Feb 25, 2026

perf: reduce db bandwidth by splitting stat processing into two frequencies

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perf: cap badge query to 10 records per skill

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perf: eliminate redundant badge reads and add embedding lookup table

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fix: restore fallback in hydrateResults for un-backfilled embeddings

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feat: add backfill for denormalized skill badges, clean up fallback

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fix: use destructuring instead of undefined assignment in removeSkillBadge

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fix: keep denormalized badge reads consistent (#441) (thanks @sethconvex)
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