Build, operate, and debug production real-time voice AI and ML systems: low-latency speech-to-speech pipelines, LLM control systems, multi-model evaluation, end-to-end ML production workflows, cloud infrastructure (AWS), and secure telemetry-driven incident resolution in a regulated healthcare environment.