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The gap between an agent using tools and a deep research system is orchestration, grounding, and auditable deliverables. Agno lets you build a deterministic, step-based research pipeline in a few lines. Run steps in parallel, in loops, or one after the other.
That is an auditable five-step review with a parallel deep-dive. Swap the agents and the mandate and the same shape researches anything.

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Orchestration patterns

Route, coordinate, broadcast, task, and deterministic pipelines.

Parallel investigation

Fan specialists out at once, synthesize the results.

Grounding research

Mandate in the prompt, a library in RAG, prior work on disk.

Structured deliverable

End in a memo and a decision, with citations and conviction.

Institutional learning

Shared learnings so the next review starts ahead.

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