Direct Corpus Interaction: A New Retrieval Paradigm for Agentic Search Without Embedding Models

Modern retrieval systems, whether lexical or semantic, expose a corpus through a fixed similarity interface that compresses access into a single top-k retrieval step before reasoning. This…