Celeste Ang.

Data Scientist AI Consultant AI Product Instructor Agent Architect

I’m a Singapore-based data scientist, AI consultant, and instructor with nine years of experience across data architecture, machine learning, and agentic AI. I’ve worked across Asia, the UAE, the US, and with UK clients for Grab, Oliver Wyman, banks, and telcos.

Today I’m Head of DevRel at Virtuals Protocol and building CALMWORKS, my consultancy for data architecture, agent systems, and production AI.

Celeste Ang

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Fractional data architecture and AI engineering

Through CALMWORKS, I work with enterprises and tech startups as a builder and forward-deployed engineer, moving from architecture and product thinking to working systems.

  • Data architecture and AI agents for a greenfield digital bank
  • Multi-agent and voice-agent architecture, product design, and UI/UX for a legal-tech startup
  • Developer content and education for startups and technology companies
Workflow automation Agent systems AI enablement

Experience

Jul 2026 - Present
CALMWORKS PTE LTD
Builder and Forward Deployed Engineer

Delivering fractional data architecture and AI engineering for enterprises and tech startups, including digital banking, legal tech, and developer education.

2025 - Present
Virtuals Protocol
Head of DevRel and AI Product Manager

Leading developer relations and AI product development. Architecting agent frameworks and seeding the marketplace with companion, evaluator, and adtech agents while mentoring engineers across the ecosystem.

2024 - 2025
Heicoders Academy
Data Science Instructor

Taught and supported data science and analytics classes covering Python, SQL, Tableau, scikit-learn, and applied analytics workflows. Helped learners make technical concepts practical through hands-on exercises and real-world tooling.

2024 - 2025
Oliver Wyman
Lead Data Scientist / Engineer

Designed the data model for Thailand's largest bank, optimised for a lakehouse architecture on Databricks. Databricks partner champion.

2022 - 2024
Sourced Group
Consultant, Data Analytics & ML

Designed Azure data mesh platforms and AWS data architectures for a major Japanese telco and Malaysian FSI. Built ML models for HR analytics using Databricks model registry and serving. 11 cloud certifications across Databricks, Azure, and AWS.

2019 - 2022
Grab Holdings
Senior Data Scientist / Engineer

Built data pipelines and datamarts for 5+ SuperApp categories with 9+ external partners. Developed causal inference models and A/B test frameworks to quantify product impact at scale. Built an internal tool to democratise causal inference across the org.


Case Studies


Events and posts


MSc in Computer Science
Georgia Institute of Technology
2018 - 2020
Specialization in Machine Learning
BSc in Business Analytics
National University of Singapore
2014 - 2017
NUS Overseas College Scholar
Exchange Stanford University

Resume

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