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Systems & Architecture
Oct 2024•8 min read

Multi-Agent AI Orchestration with LangGraph & State Machines

Designing cyclical graphs and deterministic state transitions for autonomous LLM teams.

#Applied AI#LangGraph#State Machines#Python
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Linear Prompts vs Cyclical Graphs

Complex software engineering workflows require reflection, verification loops, and tool execution retry mechanisms that standard DAGs cannot satisfy.