My core discipline is software engineering with long-term exposure to product management, program management, and operating leadership roles.
Current work centers on GenAI product development, data pipelines, and implementation strategy: connecting modern model capabilities to concrete business workflows.
Platforms and domains evolve quickly, but my consistent approach is to ship practical outcomes, not novelty demos.