Multi-Agent Systems

The State of AI Agent Frameworks (Pillar Guide): LangChain, AutoGen, and Future Ecosystems

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Diagram showing the Chain architecture of LangChain for AI Agent Frameworks

💡 The Paradigm Shift From Chatbots to Autonomous Agents   The $2020\text{s}$ marked the rapid transition from simple Large Language Model LLM chatbots to complex, Agentic AI systems. These systems are capable of autonomous decision-making, planning, tool usage, and self-correction. They represent the next frontier in software development, enabling what we now call Autonomous Digital … Read more

Autonomous Digital Workers: LangChain vs AutoGen vs Google’s Framework (Developer Guide 2025)

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Autonomous Digital Workers workflow graphic showing three different AI agents communicating

The Evolution of AI: From Tools to Teammates   The biggest shift in the AI landscape is the move from simple Large Language Models (LLMs) that respond to prompts, to complex Autonomous Digital Workers—AI agents capable of planning, executing multi-step tasks, and communicating with other agents and external APIs. These workers are poised to automate … Read more