Resilience Architecture

The Vertex AI client automatically fails over from the primary region to a secondary region on errors. Database operations use a ThreadedConnectionPool with a SmartConnection wrapper that automatically returns connections to the pool. An emergency buffer (emergency_buffer.jsonl) captures write operations during database downtime and replays them via the recovery scheduler. Scheduled post jobs use PostgreSQL FOR UPDATE SKIP LOCKED to prevent race conditions in multi-worker deployments.