Demonstrated success delivering enterprise-scale software and GenAI solutions across hybrid cloud and embedded/edge environments, leveraging modern software engineering practices including CI/CD, automated testing, incident management, feature flags, and progressive deployment strategies (e.g., blue/green and canary deployments). Hands-on experience with AI development and evaluation ecosystems, including Azure, AWS, GCP, Azure AI Foundry, SageMaker, Bedrock, Snowflake Cortex, LangChain, LangGraph, Langfuse, Arize, LangSmith, Humanloop, Ragas, DeepEval, Phoenix, or similar technologies.