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New page at /lakehouse/console — a $200/hr consultant's intelligence product: Morning Brief (auto-loads in ~120ms across 500K profiles): - Workforce Pulse: total, reliable %, elite %, archetype breakdown - Geographic Bench: state-by-state reliable % with weakest-state alert - Comeback Watch: 15K improving workers who crossed 80% reliability - Risk Watch: 5K erratic + 5K silent workers flagged automatically - Ready & Waiting: available + reliable workers to call first - Role Supply: 20 roles with supply/available/reliability Conversational Chat with 5 intelligent routes: - "Find someone like [Name] but in OH" → vector similarity search - "Who could handle industrial electrical work?" → semantic role discovery (finds workers for roles that DON'T EXIST in the database) - "What if we lose our top 5 forklift operators?" → scenario analysis with risk rating, bench depth, state-by-state breakdown - "Which workers should we stop placing?" → risk flagging - Default: hybrid SQL+vector search with LLM summary Every response shows: query steps, records scanned, response time. Transparency kills the "AI is making it up" argument. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>