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Tabular Intelligence — multi-tenant Text-to-SQL over user-uploaded structured files (CSV/XLSX/JSON/Parquet/Avro/...). Materialises uploads to Parquet on object storage, queried by DuckDB through a multi-agent pipeline (Grounding → Generation → Critic → Explainer). Part of Firefly OperationOS.
Pure-multimodal IDP service — extract structured fields with bounding boxes from PDFs, images, Office docs and archives, then validate, authenticity-check, judge, and evaluate business rules. Sync + EDA async APIs on Python 3.13 over fireflyframework-pyfly and -agentic.