I build systems
for better decisions.
I advise leaders in AI and technology, selectively build consequential products, and write about the principles that shape work, families and lives.
Two paths. One purpose.
10+
Years in technology
and financial services
and financial services
100+
People led across
engineering & data
engineering & data
Multiple
AI systems deployed
in production
in production
Startups
Founded, invested
and advised
and advised
In the Press
“At 28, his career is soaring as an AI and machine learning lead at OCBC Bank.”
Speaking & Teaching
Lead Instructor, AI Academy Singapore
Claude Code and applied AI workshops for engineering and venture teams.
Enterprise AI & Decision Systems
Talks and panels for boards, banks and founder communities.
My Signature Framework
The Decision
Systems Stack™
Six layers for turning raw intelligence into decisions an organization can trust, govern and improve. Most teams build layer three and skip the rest.
Explore the Framework →- 01DecisionWhich decisions are we actually improving?
- 02ContextWhat data, memory and domain knowledge does it need?
- 03IntelligenceWhich models, rules or agents do the reasoning?
- 04AuthorityWhat may it decide alone, and where must it stop?
- 05ControlHow is risk bounded, failure caught and recovery run?
- 06LearningHow does the system improve after it ships?