Production Scaling — Queues, Checkpoints, Durability

Scaling multi-agent systems to thousands of concurrent runs requires durable execution. LangGraph's runtime writes a checkpoint after each super-step keyed by thread_id (Postgres by default); worker crashes release a lease and another work...