root b16e485be1 Every page refresh feeds the learning loop — contracts logged as playbook entries
Each simulation fill now logs: role, headcount, city, state, workers matched,
client, start time, and scenario type. One page refresh = ~20 playbook entries.
4 refreshes = 28 entries with patterns already forming.

Fixed activity counters: shows Contract Fills, Searches, and Patterns.
Activity feed now shows the actual fill data with worker names and scenarios.

This is the PRD's learning loop in action — the system records every
successful match so future queries can learn from past decisions.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-17 20:05:51 -05:00
2026-03-27 05:54:09 -05:00
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Rust-first object storage system
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