Founder of GeneralCognition (GenCog), an AI advisory practice that helps organizations adopt AI responsibly and effectively: spanning governance, workforce training and enablement, build-vs-buy evaluation, and implementation strategy. Also teach “AI for Product Management” at UCLA. Background in technical product management where I led teams from 0-to-1, shipped LLM-powered GenAI features, scaled health-tech/diagnostics ops to save lives and keep schools open, and helped build award-winning smart home products. Interdisciplinary training that spans informatics & HCI to law & policy.
AI PM
AI product work translating research and concepts into reliable, user-friendly experiences
UCLA AI for PM Course
Teaching the foundations and practice of AI product management
GenCog
AI prototyping, education, adoption, and transformation for small & large teams alike
Revenue.io
GenAI-powered sales and customer success workflows and revenue operations
Personal AI
Personal intelligence and memory augmentation with bespoke small language models
Platforms & SaaS
Platform and SaaS work where I scaled data, UX, compliance, and customer value simultaneously
Consumer Smart Home
Connected device launches that brought Belkin’s consumer hardware, firmware, and software services together for the smart home
Prior Projects
Earlier research, collaborations, and formative product experiments that shaped my approach