Deep agents take the basic LLM‐plus‐tool loop and supercharge it—no more shallow “call‐tool‐repeat” behavior that trips up when you need real planning or a long game. Instead, they map out multi‐step strategies and actually follow through on bigger, more complex tasks over time.
You’ll see these deep agents popping up in heavy‐duty research (think OpenAI’s Deep Research) and developer tools (like Claude Code or Manus). They don’t just skim the surface—they dive in, plan ahead, and execute on projects that span hours, days, or even longer.
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