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root bba5b826a3 Learning loop + smart search on datalake page

Learning Loop:
- /intelligence/learn endpoint logs search→selection as playbook entry
- /intelligence/activity returns learning stats, patterns, and recent activity
- Call/SMS buttons trigger logSelection() — records what query led to what pick
- "System Learning" card on main page shows searches logged, patterns detected,
  and recent activity feed with timestamps
- Every search-selection pair becomes institutional knowledge stored in the lakehouse

Smart Search on Main Page:
- doSearch() now routes through /intelligence/chat (smart NL parser)
- Extracts role, city, state, availability, reliability from natural language
- Shows understanding tags so staffer sees what the system parsed
- Returns workers with ZIP codes, availability %, reliability %, archetype
- "reliable forklift operator available in Nashville" → 10 Nashville forklift
  operators with ZIP codes, all 86-98% reliable, all available — 372ms

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-04-17 19:59:07 -05:00

crates

ADR-020: Universal ID mapping — fix the flat embedding identity problem

2026-04-17 11:58:18 -05:00

data

Public URL: devop.live/lakehouse/proof — SSL, no IP needed

2026-04-17 12:41:53 -05:00

docs

ADR-021: Sparse data trust path — start with nothing, earn everything

2026-04-17 15:32:06 -05:00

inbox/processed

Scheduled ingest: file watcher auto-ingests from ./inbox