I design and build systematic investment frameworks.
My work focuses on transforming fundamental investment principles into structured systems that enforce disciplined decision-making, valuation awareness, and controlled risk exposure. Rather than relying on discretionary judgment, I focus on constructing architectures where investment decisions are guided by defined rules, financial data, and quantitative indicators.
I am the founder of Million Leaf Pte Ltd, where I develop quantitative tools, financial analysis models, and automated trading infrastructure designed to support systematic equity and options strategies. My work explores how traditional fundamental investing—particularly intrinsic value analysis and competitive advantage assessment—can be translated into programmable investment systems.
A core theme of my research is the integration of three domains that are often treated separately:
- Fundamental analysis — understanding business quality, financial strength, and durable competitive advantages
- Valuation discipline — estimating intrinsic value and identifying opportunities with margin of safety
- System architecture — building automated frameworks that execute investment rules consistently
By combining these components, my objective is to construct investment systems that behave less like discretionary trading operations and more like structured capital allocation machines.
My research areas include:
- systematic fundamental investing
- quantitative valuation models
- financial ratio analysis frameworks
- market sentiment indicators
- options-based portfolio strategies
- automated trading system architecture
- cloud-based financial infrastructure
Many of the tools and frameworks I develop are designed to formalize concepts commonly used in long-term value investing—such as durable competitive advantage, capital efficiency, and intrinsic value—into measurable indicators and programmable decision rules.
Alongside research and system design, I continue to develop the technical foundation required for building institutional-grade investment infrastructure, including mathematics, programming, cloud architecture, and financial analysis.
This site serves as a repository for my work, including research notes, quantitative tools, and system architecture projects related to the development of systematic investment platforms.
