Agentic RAG Requires a Search Budget: Stop Endless Retrieval Loops
Agentic RAG emphasizes the importance of establishing a search budget and stop conditions while offering flexible retrieval capabilities.
Traditional RAG exhibits a clear failure mode by retrieving incorrect chunks once. In contrast, Agentic RAG can creatively retrieve wrong chunks for up to ten minutes by rewriting queries and sourcing information from various avenues. This flexibility highlights that complex questions often cannot be resolved through a single nearest-neighbor lookup. Therefore, production searches necessitate a budget and a termination contract.
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