Projects

Selected work, ongoing and shipped.

• Clinical RAG pipeline

  Production RAG system processing 12M+ medical records per day — OCR, document classification, hybrid retrieval, and grounded answer generation for clinical data access.

  rag, healthcare, bedrock, opensearch, aws

• Internal MCP servers for text-to-SQL

  Model Context Protocol servers with auth, scoped tools, streaming, and schema validation — powering multi-step text-to-SQL flows for enterprise analytics.

  mcp, agents, python, fastapi

• LLM analytics & cost observability

  Dashboards and eval tooling for tracking LLM performance, hallucination rate, and cost — cut infrastructure spend by ~45% across deployed GenAI workloads.

  evals, langsmith, observability, quicksight, datadog

• Genomics pipeline on AWS

  Orchestrated BAM/VCF processing on AWS HealthOmics with Airflow, DynamoDB metastore, SQS/SNS, and Lambda triggers. Plus a self-serve file-discovery service for sales and delivery teams.

  genomics, airflow, aws, dynamodb, lambda