Interesting. A few questions about the search layer: are you using dense retrieval, sparse, or hybrid? At 2M papers, how do you handle the drift between how engineers describe problems ("my RAG pipeline hallucinates on long docs") vs how papers describe solutions ("cross-document coherence in retrieval-augmented generation")? That query-document vocabulary gap is the hard part of academic search.