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  5. Grounding
Agents & Tool Useaka grounded generation

Grounding

Connecting an agent's responses to verified external information — documents, databases, tool results — rather than relying solely on parametric knowledge.

Ask Melo about this← all terms

Grounding is the practice of anchoring an agent's outputs in verifiable external sources — retrieved documents, database query results, API responses, or tool outputs — rather than relying entirely on the model's parametric memory. Grounded agents produce more factual, up-to-date, and trustworthy responses because each claim can be traced back to a source. Grounding is closely related to retrieval-augmented generation but extends beyond it to include any mechanism that ties agent output to external evidence.

Related terms

Tool ResultObservationAgent EvaluationHuman in the LoopCheckpointTool Use

Where Grounding comes up

  • Grounding vs RAG vs fine-tuning vs prompt engineering: which fix, when (a 2026 decision guide)
  • Gemini Notebook Expert Intelligence: Licensed Books as RAG Sources
  • Ai2 Opens AstaBrief 8B for Cited Research Reports
  • A Study Found 215,128 "Best Software" Pages Built Just for AI