Data Engineer @ Thinking Machines Data Science · Philippines
I build data and AI infrastructure for enterprise clients and startups across financial services, investment management, education, and compliance.
I've worked across enterprise and startup engagements spanning:
- Data pipelines & warehousing — Record linkage on 15M+ records, ETL/ELT across Databricks, Snowflake, BigQuery
- Agentic AI & MLOps — Snowflake Cortex agent workflows, prompt engineering, evaluation, OpenAI integrations
- Backend engineering — 10+ microservices, FastAPI, Django, cross-region architectures on AWS/Azure/GCP
- Infrastructure — Terraform, Kubernetes, CI/CD, production monitoring
🔗 Investment Data Platform Backend feature development across 10+ microservices integrating data from Sustainalytics, PitchBook, Bloomberg, and MSCI. FastAPI, Dagster, Snowflake, Kubernetes.
🔗 Enterprise Document Intelligence Platform Iterated on Snowflake Cortex AI agent workflows for large-scale document extraction and contextual querying. Agent tooling, prompt engineering, and evaluation across a 15-person cross-functional team.
🔗 Single Customer View Pipeline Probabilistic record linkage on ~15M records using Splink. Novel metaphone-based blocking strategies. Optimized runtime from 4+ hours to <1 hour. Serves 10+ business units daily.
📄 AIComprehend — IEEE Publication (ISNCC 2023) Adaptive reading comprehension platform using PFA-based ML. 79% accuracy, 66% AUC. 13.9% improvement in student test scores.
Data
AI/ML
Backend & Infra
GCP Professional ML Engineer · Databricks Data Engineer Associate · Azure AI Engineer Associate · OpenAI AI Technical Practitioner · GCP Generative AI Leader · Apache Airflow 3 Fundamentals · AWS Cloud Practitioner · GCP Cloud Digital Leader · Azure Fundamentals
- 🛠️ Apache Airflow contributor
- 🎤 Speaker at various tech events (Google Developer Groups, Python Philippines, Python Davao, Geeks on a Beach, AWS User Group, ISNCC 2023 Qatar
- 👥 Google Developer Group Davao — Community Lead / L&D Lead · 10+ events · 2,000+ participants
- 🌍 Global Shaper, World Economic Forum — Davao Hub