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AI Agents e Sistemi Multi-Agente

AI agents: architetture ReAct, tool use, planning, multi-agent systems, orchestrazione e deployment di agenti AI autonomi per compiti complessi.

8Articles XPHX0XPHX Titres et sous-titres XPHX1XPHX Chapitres XPHX2XPHX Annexes XPHX3XPHX Bibliographie117 minLecture totaleAvanzatoNiveau
AI Agentsmulti-agentReActtool useorchestration

Articoli de la Série XPHX0XPHX Les articles de la série XPHX1XPHX sont les suivants :

  1. 1

    01 - AI Agents: Introduction, What They Are and When to Use Them

    What are AI Agents, how they differ from traditional chatbots and when to adopt them. Complete overview of the autonomous agent paradigm with LLMs.

  2. 2

    02 - Fundamentals: OODA Loop, ReAct and Tool Calling

    The fundamental patterns of AI Agents: OODA cycle, ReAct framework (Reasoning + Acting) and the Tool Calling mechanism for interacting with external systems.

  3. 3

    03 - LangChain and LangGraph: Agents with AgentExecutor and Tools

    Building AI Agents with LangChain and LangGraph 1.0: from AgentExecutor to stateful graphs. Tools, chains and the new production standard for LLM agents.

  4. 4

    04 - CrewAI: Collaborative Agent Teams

    CrewAI for orchestrating AI agent teams with roles, goals and coordination. Crew patterns, task delegation and multi-agent collaboration in practice.

  5. 5

    05 - AutoGen and AG2: Emergent Multi-Agent Conversation

    Microsoft's AutoGen (now AG2) for emergent multi-agent conversations. GroupChat, conversational patterns and the new Microsoft Agent Framework.

  6. 6

    06 - Multi-Agent Orchestration: Production Architectures

    The 5 multi-agent orchestration patterns for production: Sequential, Concurrent, Group Chat, Handoff and Plan-First. Scalable and fault-tolerant architectures.

  7. 7

    07 - Memory Systems: Context, History and Knowledge Graphs

    Memory systems for AI Agents: short-term, long-term and episodic memory. Vector stores, knowledge graphs and the Mem0 framework for persistent memory.

  8. 8

    08 - Advanced Tool Calling: APIs, Web and Custom Tools

    Advanced tool calling techniques: creating custom tools, integrating REST APIs, web scraping and function calling. Composition patterns and robust error handling.

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