Transitioning multi-agent systems from experimental prototypes to mission-critical enterprise workflows requires robust patterns. Here are 5 battle-tested LangGraph patterns.
1. Dynamic Supervisor Delegation
Instead of hardcoded state graphs, routing decisions are delegated to a centralized supervisor agent evaluated against strict typed state boundaries.
2. Pluggable Memory Checkpointing
Persisting execution snapshots to SQLite or Redis ensures agent workflows can recover mid-flight after infrastructure restarts without duplicating LLM compute costs.