What was built
- Manual, saved-alert, and public-feed ingestion.
- Normalization, deduplication, fit scoring, red flags, and digest.
- Read-only local dashboard with human review outcomes.
A white-hat housing search assistant that filters while the human remains the closer.
A local system that ingests allowed listing signals, normalizes and scores them, flags risk, and prepares a review queue and reply drafts.

What was built
Visible receipts


Public boundary
The public demo uses synthetic listings. The system does not bypass platforms, solve captchas, or send messages automatically.
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