Integrated Japan's government cooling shelter registry into mymizu's water refill app, targeting international tourists with limited Japanese language access during heat emergencies.

Conducted research across existing heatmap applications and platforms such as Google Maps to inform iterative design decisions, balancing feature richness with a core constraint: users in near-heatstroke conditions have reduced cognitive capacity, making every UI choice a potential safety consideration.

Managed applicant workflows in Slate, keeping database for students' progress and detailed logs of communications.

Breaking down Minerva’s global, active-learning model into simple terms for diverse applicants.

Helped organize and run outreach events, managing logistics and answering questions in a fast-paced environment.

Learned to build and deploy ML models and Multi-agent systems using watsonx.ai and watsonx Orchestrate, and how they are applied in real-world business contexts.