DeepSeek is an experimental retrieval engine that differs from traditional research agents by generating comprehensive entity lists rather than single answers. The agent autonomously browses sources, aggregates data, and enriches results into structured tables. It assigns confidence scores to each cell based on source reliability and conflict detection, with low-confidence entries highlighted for review.