https://www.solosoft.dev/tags/agent-workflows/Recent content in Agent Workflows on SoloSoftHugoen-usFri, 01 May 2026 00:00:00 +0000https://www.solosoft.dev/post/langgraph-workflow-2026/Fri, 01 May 2026 00:00:00 +0000https://www.solosoft.dev/post/langgraph-workflow-2026/<p>The first generation of LLM agents followed a simple, predictable loop &ndash; the ReAct pattern of Thought, Action, Observation. But real-world applications require more sophisticated orchestration: multiple agents working together, conditional branching, human oversight, persistent state across complex workflows, and the ability to loop back for refinement. <strong>LangGraph</strong> provides the graph-based architecture that makes these patterns possible.</p> <p>LangGraph extends LangChain&rsquo;s agent capabilities from linear chains to directed graphs, where each node is a computational step and edges define the control flow. This deceptively simple generalization &ndash; from chains to graphs &ndash; enables an enormous range of previously impractical agent architectures.</p>