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Understanding AI Agents

A systems-oriented guide to building, evaluating, and evolving AI agents. This complete reading edition is rendered locally from a reviewed, pinned revision.

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Contents

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  1. IntroductionIntroduction
  2. Chapter 1Getting Started with AI Agents
  3. Chapter 2Context Engineering
  4. Chapter 3User Memory and Knowledge Base
  5. Chapter 4Tools
  6. Chapter 5Coding Agent and Code Generation
  7. Chapter 6Interaction: Expanding the Observation and Action Spaces
  8. Chapter 7Evaluating Agents
  9. Chapter 8Model Post-Training
  10. Chapter 9Continual Evolution of Agents
  11. Chapter 10Multi-Agent Collaboration
  12. ReferenceAfterword: Back to Agent = LLM + Context + Tools
  13. ReferenceReference Answers to Thought Questions