Building Multi-Agent Workflows: Advanced LangGraph Patterns

Building multi-agent workflows requires careful orchestration. After building 18+ multi-agent systems with LangGraph, I’ve learned what works. Here’s the complete guide to advanced LangGraph patterns for multi-agent workflows. Figure 1: Multi-Agent Architecture with LangGraph Why Multi-Agent Workflows Multi-agent systems offer significant advantages: Specialization: Each agent handles specific tasks Parallelism: Agents can work simultaneously Scalability: Add […]

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Beyond Chatbots: Building Autonomous AI Agents That Actually Get Things Done

The AI landscape has shifted dramatically. While chatbots dominated for years, we’re now witnessing something far more powerful: autonomous AI agents that don’t just respond—they plan, execute, and accomplish goals. Chatbot vs AI Agent Aspect Chatbot AI Agent Purpose Respond to prompts Achieve goals autonomously Behavior Reactive (one-shot) Proactive (multi-step) Planning None Breaks goals into […]

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