LangGraph Pregel runtime powers parallel multi-agent workflows

LangGraph transforms LLM orchestration from simple chains into a distributed systems architecture where the Pregel "superstep" model ensures atomic state updates for multi-agent systems. The deep dive also identifies "subagents" as the primary solution for context bloat and warns of performance-crippling write amplification in Postgres checkpointing.