I design and ship enterprise AI systems — from LLM-powered document pipelines
and production RAG platforms to MLOps frameworks and data analytics dashboards.
MS Data Science · Published researcher · 4× hackathon medalist.
About me
I started doing AI and data science research during my undergraduate years at UP Diliman in 2018, then continued as a research associate at the Philippine Genome Center, co-authoring papers on SARS-CoV-2 genomic surveillance and building data pipelines for national genomic analysis. That foundation in rigorous, reproducible science shaped how I approach engineering problems today.
From there I moved into industry — data science at AIA (Asia-Pacific's largest insurance group), then managing AI initiatives at TDCX AI in Singapore, and now leading enterprise LLM development at Intelligent AI Solutions, a UK-based consultancy. Along the way I've won 4 national and international hackathons, trained corporate and government teams on AI, and consulted for the premier Philippine Science High School System on data-driven student outcomes.
I’m most energized by the friction between 'it works in a notebook' and 'it runs reliably at scale.' My focus is on the invisible infrastructure that makes AI viable: async pipelines, rigorous evaluation frameworks, rate-limiting, and drift detection. I don’t just build models; I build the architectural systems that move AI out of the lab and into the core of how modern enterprises actually work.
Work history
From genomics research to enterprise LLMs — a career built on turning complex data problems into reliable systems.
Lead AI Engineer · Tech Consultant
Intelligent AI Solutions — UK-based Enterprise AI Consultancy
Sep 2024 → Present
Senior Data Science Consultant
PSHS – Knowledge Innovation Division
Sep 2024 → Present
Data Science Instructor & Mentor
CIIT & Eskwelabs
Nov 2023 → Present
Global Data Science Manager
TDCX AI — Singapore
Aug 2023 → Sep 2024
Data Scientist
AIA Digital+ — Asia-Pacific
Aug 2022 → Aug 2023
Senior Research Associate — Analytics & Visualization
Philippine Genome Center
Sep 2020 → Mar 2021
Academic background
Master of Science in Data Science
Asian Institute of Management
Mar 2021 – Jun 2022 · Graduated 2022
BS Applied Physics — Instrumentation
University of the Philippines – Diliman
Aug 2015 – Jun 2020 · Graduated 2020
Technical skills
Full-stack AI Engineering — from model integration to deployment infrastructure.
LLMs & Generative AI
RAG & Information Retrieval
ML & Data Science
Backend & APIs
Agentic Dev & AI Tooling
Automation & No-Code
Databases & Storage
MLOps & Pipelines
Cloud & Infrastructure
Analytics & Visualisation
Curated Works
Each project below is a bespoke enterprise solution. Since these involve proprietary IP, I’ve shared curated logic fragments that showcase my custom engineering—solving for things like drift and high-throughput orchestration. These snippets highlight the 'why' behind the architecture. I am happy to discuss the broader technical challenges of these projects in a 1-on-1 setting.
Recognition
🏆 Hackathon Record
[NATL.] ICSC Hack-A-Street 2025
Won a 2-day offline hackathon against 13 data-savvy teams across the Philippines. Built a gravity-based model to identify optimal bike rack locations — same approach retailers use for franchise site selection.
[NATL.] DOH-DAP Hack4Health 2024
Emerged champion in a 3-day face-to-face hackathon against 100+ teams. Developed an all-in-one fraud detection platform merging DOH and DAP technological capabilities.
[INTL.] UN Big Data Hackathon 2023 — Youth Track
Placed 2nd among 122 teams worldwide. Created a solution addressing UN SDG goals. Also awarded Best Youth Team in the Asian region.
[NATL.] USHER Hackathon 2022
Awarded 3rd place for developing an ML pipeline interpreting early warning signals of building damage.
📖 Peer-Reviewed Publications
Public engagements
Delivering AI education to government agencies, universities, and corporate teams across the Philippines and Southeast Asia.
AI Technology Government Trainings
Department of Information & Communication Technology · ICT Literacy and Competency Development Bureau
Aug 2025 · Nov 2025
BANT.AI: Revolutionising Fraud Detection with Unified Health Data
Department of Health · 20th National Health Research Forum for Action
Oct 2024
The Art of Data Storytelling and Data Visualization
University of Santo Tomas — Dept. of Computer Science · HORAIZON
Mar 2023
Breaking Bias in AI
Far Eastern University Institute of Technology · FEU Tech ACM
Jun 2023
Breaking into Tech Consulting Within 5 Years
Asian Institute of Management - Career Services Office
Mar 2025
Generative AI & Low Code for Corporate Teams
Ayala Group — Various organisations from the Ayala Group of Companies
Jun 2025 – Sep 2025
N8N: Automation Tools for E-Commerce
Carousell Singapore · IT, Marketing & HR teams
Aug 2025
Get in touch
I'm open to senior ML engineering roles, technical consulting engagements, speaking invitations, and research collaborations in LLMs, RAG architectures, and production AI systems.