At Evolve Squads, I architected and deployed a multi-agent clinical exam simulation system using LangGraph and Azure OpenAI. Its AgentOps-driven self-correction loops, tool-calling, and stateful orchestration cut editorial turnaround by 40%.
I also engineered agentic RAG pipelines for complex medical case studies and built MLOps and LLMOps platforms across AWS SageMaker, Azure ML, and GCP Vertex AI. Previously, at Dell Technologies (SecureWorks), I scaled real-time security telemetry pipelines and established monitoring and automated retraining that sustained 98%+ prediction accuracy.

