AI architecture, grounded in risk.

Two decades building and leading risk technology systems across credit risk and market risk in financial services — spanning telecom, retail and investment banking, and the buy-side, across multiple institutions and countries.

Now focused on the intersection of AI architecture and risk management — designing how financial institutions can adopt AI agents and LLMs safely, within real regulatory constraints.

Hands-on, not just advisory: the portfolio is a set of agentic AI applications actually built and shipped — production multi-agent systems with audit and access control, retrieval-augmented knowledge bases, and autonomous finance tools.

That combination — practical agentic-AI building, deep risk-systems knowledge, and an understanding of financial regulation (MAS MindForge, the IMDA Agentic AI Governance Framework) — is a rare one, and it is the lens this site is built around.