Problem: Existing tools lacked comparative algorithm analysis. Solution: Built a simulation comparing EACO vs EPSO with real-time visualization. Impact: Published research; deployed for academic benchmarking.

Problem: Baybayin literacy is declining—fewer than 1% of Filipinos can read it. Solution: Gamified learning platform with spaced repetition and cultural context. Impact: Active learners onboarded; featured in heritage discussions.

Problem: No accessible tool for Baybayin-to-Latin translation. Solution: Neural network trained on historical manuscripts with modern OCR pipeline. Impact: Enables digital preservation of ancestral documents.

Problem: Legal research is expensive and time-consuming. Solution: RAG-powered search using vector embeddings for semantic case matching. Impact: Reduced research time by 60% in user testing.

Problem: Manual signature verification is slow and error-prone. Solution: OpenCV pipeline for bulk signature detection and document validation. Impact: Enterprise-grade automation for legal workflows.

Problem: Personal finance apps lack predictive insights. Solution: Real-time visualization with trend analysis and budget forecasting. Impact: Users gain actionable clarity on spending patterns.

Problem: Mental health monitoring lacks real-time sentiment tracking. Solution: BERT-powered analysis integrated with journaling workflows. Impact: Research contribution to accessible mental health tools.