Deep agents are the next step beyond the basic LLM-plus-tool loop that churns through single prompts. Unlike “shallow” agents that can’t map out multi-step plans or sustain effort, deep agents actually dive into topics, strategize, and carry out complex tasks over longer time spans.
You’ll see them in heavy-duty research (hello, OpenAI’s Deep Research) and code assistants like Claude Code or Manus, where a deeper understanding and multi-stage execution really pays off.
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