2025 focus on Agentic AI and Automation, create the new Agentic AI commerce model for AI agents-based B2B/SMB. Part create new revenue stream and differentiation customers. Lead 2024 Google AI & Compute (ICA) L project that enriched every user's initial experience to support product AI strategy. Delivered measurable results to distilled what we and reduce capital expenditure via improving forecast accuracy and optimize cost through projects in Cloud AI and Compute, Core ML, Demand and Supply chain pipelines. Passionate about why product design much to build from the tip. Alongside my full-time role, I'm passionate about accelerating early-stage startups in UX design, research, and 0-to-1 product development. Specializing in AI, Cloud Infrastructure and Fin-tech. I've successfully guided 3 startups from concept to launch, with 2 achieving successful exits. After graduating from Master's degree in Computer Science Engineering and Design (HCI focus) from Harvard University, I've spent 8+ years leading product design across diverse industries, including AI, Cloud, Fintech, and emerging domains and design. Currently, I also have a diverse educational background in statistics, interactive media design, research in user life-long data-centric, attention mechanism, and multimodal machine learning, which enables me to create data-driven insights.