Build and ship production-ready generative AI features and autonomous/agentic systems. Architect end-to-end AI services on AWS, integrate AI into a Rails+React product, manage real-estate data pipelines, monitor and optimize model performance and cost, and provide technical leadership and collaboration across teams.

Design, implement, and maintain Terraform-based Infrastructure as Code and Azure environments. Build and optimize CI/CD pipelines, automate deployments, enable containerized microservices on Kubernetes, ensure security, monitoring, and networking best practices, troubleshoot infrastructure issues, and document standards while collaborating with distributed development teams.

Build a code-based automated regression framework for event-driven integration flows. Create a headless test harness to publish/subscribe, generate JSON test payloads, validate async patterns (fire-and-forget, request-reply, event chaining), integrate tests in Docker-based CI/CD pipelines, and troubleshoot distributed system failures using logs.