Projects

All work.

A growing collection of projects — data tools, full-stack apps, and experiments where the interesting work is in the model under the interface. Click any card for the full case study.

Schrollar
01Data · 2026

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.

140+

Papers aggregated

16+

Research streams

3rd / 22

Hackfest placement

Telecom Churn Prediction
02Data · 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.

100K

Customers analyzed

0.69

Model ROC-AUC

78%

Top-decile churn rate

Meera
03Data · 2026

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.

100+

Teams beaten

Top 3

KPMG placement

Text + Voice

Intake channels

Academic Ally
04Full Stack · 2026

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.

Top 10

KPMG placement

Syllabus → Plan

Input

End-to-end

Scope

Mayumi Cards
05Frontend · 2026

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.

TBD

Cards reviewed

TBD

Retention @ day 7

TBD

Avg. session length

Benkyō
06Full Stack · 2026

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.

50

Active users

JAPAN 11

Built for

SRS

Review engine

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