Data & Extraction Pipeline Retrieval Pipeline PARSE EMBED LEIDEN RECURSIVE MATCH L1 MATCH L2 FLAT SIMILARITY RAW FILES AST EXTRACT SEMANTIC EXTRACT MERGED GRAPH COMMUNITY CLUSTERS SUB-CLUSTERS QUERY INPUT TOPOLOGY ROUTER TARGET CONTEXT