원래 이름 기록: DEEP RESEARCH LLC

A method for multistage information processing includes receiving a user query from a user device; transforming the user query into semantic vectors in a high-dimensional space using a machine learning algorithm; comparing the semantic vectors to a database of pre-vectorized documents; ranking documents by closeness to the vectors to select a subset; generating metadata from the selected documents via a large language model; synthesizing the metadata into a comprehensive summary; and transmitting the summary to the user device in response to the user query.