Unified database operations for BidDeed.AI and Life OS ecosystems. Use when: (1) logging insights, activities, or learning sessions, (2) querying historical data from any table, (3) user says "log this" or "save to database", (4) storing auction results, task states, swim times, or health metrics. Database: mocerqjnksmhcjzxrewo.supabase.co