Full Project Archive
A comprehensive ledger of technical execution, systems engineering, and research methodology.
PhageLytic-ESM Architecture
Developed a machine learning pipeline to classify phage lytic proteins for therapeutic applications, converting unstructured biological data into vectorized inputs. Engineered high-dimensional embeddings from ~2,500+ enzyme sequences using the PhaLP 2.0 database and the 565 MB ESM-2 model.
Generative Phage Lysin Architecture
Developing a hybrid Generative AI pipeline utilizing ProGen2 and ESM-2 to engineer novel phage lysins targeting multi-drug resistant Klebsiella pneumoniae. Planning to implement computational validation workflows integrating AlphaFold2 for structure prediction, Foldseek for structural clustering, and GROMACS for molecular dynamics simulations.
Operations Analytics Pipeline
Architected a scalable LLM analytics engine to synthesize customer-agent transcripts, cutting review time by over 95%. Developed automated data reconciliation across 15+ disparate datasets, creating a defensible audit trail for executive reporting and enabling real-time operational visibility.
Stellar Nexus
Co-developed a celestial-themed web forum platform. Engineered dynamic client-side scripting for threaded comments and real-time data fetching with secure user authentication.
Centralized Case Management System
Directed a cross-functional development team of 7 engineers to architect and deliver a centralized system serving ~100 users. Managed sprint life cycles, translated partner requirements into actionable technical sprints, and integrated iterative systems design improvements.
VertexPro Internal Automated System
Designed a secure internal workflow system with role-based access control, automated onboarding tracking, and a live photo verification system with timestamp and location tracking. Deployed via Vercel to standardize administrative processes.
Dark Patterns in E-Commerce Platforms
Conducted a mixed-methods HCI study on scarcity and activity cues affecting trust and purchase behavior among Filipino users through platform audits and controlled experiments.
Gun Violence Research
Directed a cross-functional development team of 7 engineers to architect and deliver a centralized system serving ~100 users. Managed sprint life cycles, translated partner requirements into actionable technical sprints, and integrated iterative systems design improvements.