ResearchOS
Autonomous literature analysis engine that parses full-text technical papers, extracts empirical claims, and maps citation genealogies into high-dimensional semantic graphs.
The Engineering Constraint
Synthesizing hundreds of multi-page technical preprints creates severe context fragmentation and requires dozens of hours of manual verification across cited proofs.
Architectural Solution
Engineered an agentic multi-stage pipeline combining asynchronous PDF extraction, vector embeddings, citation clustering, and cross-document claim verification.
Asynchronous multi-worker PDF extraction with structural layout analysis.
Clustered high-dimensional embeddings mapped into citation graph topologies.
Deterministic claim-to-evidence cross-referencing and verification dossiers.
Technology Stack