Written by VisionsCraft Founder
AI Strategist & Ethical AI Advocate
LangGraph production patterns treat agent work as an explicit graph: nodes for tools and decisions, edges for control flow, checkpoints for durability, and humans for risky nodes. VisionsCraft applies these patterns in RAG ranking and multi-agent systems.
Patterns that survive production
- Typed state and idempotent tool calls
- Retries with bounded fan-out
- HITL interrupt nodes before deploys or sends
- Observability on every hop
Where we used them
See the RAG recommender and Conductor case studies for grounded examples.
FAQ
When should I use LangGraph in production?
Use graph orchestration when workflows need branching, retries, human gates, and durable state—not for single-shot prompts.
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