Deep agents level up from the usual loop of LLM calls and tool use—unlike shallow agents that can’t plan or carry out complex, multi-step tasks, deep agents dive into topics, build detailed plans, and stay on track over longer timeframes.
You’re seeing them in action in advanced research (e.g., OpenAI’s Deep Research) and coding assistants (Claude Code, Manus), where their ability to tackle intricate workflows really shines.
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