lakehouse

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root 4aea71d213 #1 : Close recruiter feedback loop — Call/SMS/No-show fire /log and /log_failure

Every worker-card button in the dashboard now trains the Phase 19
system directly:

- Call  → POST /log       (seeds playbook_memory + persists SQL)
- SMS   → POST /log       (same — both count as positive engagement)
- No-show → POST /log_failure (per-worker penalty 0.5^n on future boost)

Buttons flash status (Logged / Flagged / Ghost) for 1.4s on success,
then re-enable. Operation string derived from the worker's role +
city/state parsed from their loc field. The worker's ghost-name
guard on both endpoints ensures nothing invalid lands in memory.

Before: Call/SMS hit a legacy /intelligence/learn CSV write that
didn't affect ranking. No failure capture existed.

Now: recruiter using the app IS the training signal. Tested
end-to-end — pm_entries grew 203 → 391 from a single session of
logged actions.

2026-04-20 16:19:14 -05:00

crates

Path 1 negative signal + Path 2 pattern discovery + name validation

2026-04-20 14:55:46 -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

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