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Table Of Contents
Agentic Coding with Claude Code
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In this chapter, we dive into Deep Agents. Deep Agents are agents that are capable, useful, and designed to perform a variety of tasks, specifically long-horizon tasks that require sustained reasoning and action over multiple steps. Coding agents such as Claude Code, Cursor CLI, and the LangChain Deep Agents fall into this category. These systems are not limited to single-step tool usage; they operate across extended workflows, making decisions, adapting their plans, and acting iteratively until a broader objective is achieved.
We begin by taxonomizing Deep Agents, establishing what qualifies an agent as "deep" and identifying the defining characteristics that distinguish them from simpler agent patterns. From there, we define at a high level what makes an agent a deep agent and examine the properties that enable long-horizon execution.
This provides a practical glimpse into how state-of-the-art coding agents such as Claude Code are implemented,...