Geoscientist · AI Governance Architect · Penang, Malaysia
Exploration geoscientist at PETRONAS with a dual background in geology and economics (University of Wisconsin-Madison). I read
subsurface data for a living — interpreting what the earth remembers so we drill where the evidence points, not where intuition
guesses.
Outside the office, I build AI governance systems — constitutional frameworks that force language models to admit uncertainty,
audit their own reasoning, and defer to human authority. I think the hardest problem in AI isn't intelligence. It's accountability.
- AI Governance & Constitutional Frameworks — Enforcement layers that sit between LLMs and users, ensuring truth, empathy, and
reversibility before any action is sealed. - Exploration Geoscience — Subsurface interpretation, frontier basin studies, fractured basement plays, and prospect maturation
across Southeast Asia. - Systems Thinking — Applying thermodynamic and geological reasoning (pressure, entropy, time) to AI architecture and decision
systems.
| Domain | Lens |
|---|---|
| Constitutional AI | Governance > persuasion. Machines need law, not alignment theater. |
| Thermodynamic Systems | Intelligence generates heat. Governance is the cooling function. |
| Geoscience & Energy | The earth doesn't lie — but you have to know how to read it. |
| Southeast Asia Tech | Building ethical AI infrastructure where it's needed most. |
- Unknown is better than unsafe certainty.
- A system that cannot refuse cannot be trusted.
- Intelligence must be audited, not believed.
- Power is burden, not privilege.
Ditempa bukan diberi — Forged, not given.