Beyond Top-K: Replacing Black-Box Retrieval with Interpretable Agentic Operations

Sagar Tamang, Ayush Vyas, Tabarakul Hazarika

Retrieval-augmented generation over long documents is dominated by one design: chunk the text, embed the chunks, and surface the top-k nearest neighbours of the query. We argue tha…