GenAI & Full Stack Engineer building production AI agents and multi-agent systems on AWS Bedrock. Author of opentel-mcp, an open-source OpenTelemetry library for tracing MCP servers and catching silent tool failures. Active in AWS UG Madurai & Madurai AI.