Deep agents level up the usual LLM-plus-tool loop by actually planning and sticking with complex, long-term tasks—unlike “shallow” agents that just ping-pong between calls and tools without any real foresight.
Armed with strategies to dive deep into topics and see multi-step jobs through, these power users of LangChain (and pals like OpenAI’s Deep Research, Claude Code or Manus) are all about sustained, in-depth thinking rather than quick, surface-level hops.
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