benchmark initial backend and frontend

feat: improve retrieval evaluation and document ingestion

improve retrieval evaluation semantics and add reranker lineage observability

Add sigmoid-normalized reranker confidence & margin, compute retrieval consensus

evaluator

evaluation strategy changed

evaluator recallibration

Initial PilotMaster deployment