Selected work
Schrollar
An AI-powered research-discovery platform that turns natural-language queries into curated academic-paper feeds. Shipped end-to-end in a 24-hour hackathon — placed 3rd of 22 teams and won PHP 10K at GDG Loyola Hackfest 2026. Telecom Churn Prediction
An end-to-end churn analysis for a telecom operator, read as one narrative: EDA to discover the business problem, retention segmentation, an XGBoost risk model, and a 'Renewal Rescue System' proposal — framed through a Philippine/ASEAN market lens. Meera
An agentic AI front door for university service desks: concerns arrive in plain language, get parsed and classified, are resolved automatically where possible, and routed to the right team when not. Top 3 of 100+ teams at the KPMG Academic Innovation Challenge. Academic Ally
An agentic study platform: students upload course syllabi and it auto-plans their semester, with built-in focus sessions and integrated task and project management. Powered our Round 1 submission into the top 10 of the KPMG Academic Innovation Challenge. Mayumi Cards
A Japanese flashcard app built around a client-side SRS algorithm. The hard part wasn't the UI — it was tuning the review-interval policy so daily study actually compounds. Benkyō
A spaced-repetition Japanese learning platform built for Ateneo's Introduction to Japanese 11 class. Schedules vocabulary reviews around retention patterns and tracks daily study streaks — serving 50 real students.