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
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?