At ZiplyAI Technologies Pvt. Ltd., I built Tavali’s real-time clinical scribe end to end: a FastAPI multi-agent pipeline on AWS Bedrock that turns live chair-side audio into clinical notes. I designed streaming and concurrency so results arrive during the visit, and built a TypeScript/Fastify transcription gateway with WebSockets.
I also built TAVI, a Bedrock AgentCore conversational agent that calls specialist agents and reads practice data over MCP, plus a clinical-data MCP server deployed on AgentCore Runtime. For Ziply, I built a website-intelligence pipeline and an LLM observability layer used across 20+ services.
