Lead design and implementation of the Knowledge Intelligence Pod's core systems: ingestion, extraction, retrieval, provenance, review UIs, and evaluation. Ship reliable production code, set architecture and observability standards, mentor engineers, and partner with tax professionals to ensure correctness and scalability across firms.