About Aaron
I am Aaron Liew, a Malaysia-based finance and strategist-builder. My prior work spans investment management, venture and private investments, finance, startup work, and operating experience. Today, I am focused on trading, AI systems, writing, and high-quality execution.
Quick facts
Journey
My earlier work spans investment management, venture and private investments, finance, startup work, and operating experience. The common thread was learning how incentives, operators, timing, and execution quality shape outcomes.
Trading is the current main quest. It compresses judgment into a tighter loop: what is signal, what is noise, what is the invalidation point, and did the execution match the plan?
I am building toward end-to-end AI systems: capture, processing, decision support, action, monitoring, and feedback. The goal is not novelty. The goal is better loops and clearer decisions.
Publishing turns scattered notes into clearer ideas and leaves a public trail of what I am learning while building. The goal is not to sound polished. The goal is to make the thinking sharper.
Current focus
The work sits at the intersection of AI, markets, writing, and personal operating systems. Each project is a way to make judgment more repeatable, while keeping final execution accountable to a human.
A Python decision-support scanner that analyzes market data, scores setups, tracks setup state, and compresses morning prep from 30-45 minutes to roughly 30 seconds.
A personal workspace for turning capture into processing, decisions, action, monitoring, feedback, and reusable operating loops.
Essays and notes on building in public, trust, distribution, discipline, accountability, books, markets, and execution.
A compounding body of public writing, projects, and notes that documents what I am learning while building.
Operating principles