Production systems delivered in regulated environments — pharma, audit, and enterprise. Each with the metric that mattered.
Transforms complex Clinical Study Protocol tables spanning multiple pages into concise ICF Summary Tables using Skills Cards architecture with scoped MCP tool restrictions.
Multimodal retrieval system with custom Docling parser extracting tables, figures, and images from PDFs, RTF, DOCX into structured Markdown. Indexed into Weaviate and GCS.
Claim-level evaluation for AI-generated clinical study report sections: 4 judges (faithfulness, completeness, patient-safety, alignment) issuing boolean verdicts with source-snippet citations, abstention-aware metrics, MLflow-tracked runs and DVC-versioned golden datasets on Vertex AI. Judges meta-evaluated via seeded-error datasets, calibration against medical-writer annotations (κ + AC1), and cross-model verdict verification (Gemini vs GPT).
RAG chatbot for KPMG's audit department parsing thousands of documents (PDF, PPTX, images) with query decomposition, chain-of-thought reasoning, and multi-hop traversal.