Deep agents level up from the endless “call-tool, call-tool” loop of shallow systems by actually planning out multi-step strategies and sticking with tasks over long stretches. Instead of just reacting to one prompt at a time, they can dive deep into complex topics, sequence their actions, and adapt as they go.
You’re already seeing them pop up in heavyweight research (like OpenAI’s Deep Research) and smarter coding assistants (think Claude Code or Manus), where the ability to map out and execute a longer-term plan really shines.
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