Product Thinking
How I make product decisions and turn them into working systems.
Seven essays from real projects, organised into three themes: AI-native product work, product judgment and leadership, and product and UX strategy.
Theme 01
AI-native product work
How AI changes product roles, exposes the gap between product intent and implementation, and supports real operational recovery.
When old assumptions stop holding, product managers need to rebuild how they work
Why AI is changing the hidden assumptions behind product work, and why workflow design matters more than document output.
Read AI-native product workI designed the data architecture, but I could not see the database
How I used AI to check whether product logic was actually reflected in APIs, storage choices, and cross-platform data flows.
Read AI-native product workWhen the website suddenly went down: how a product manager used AI to investigate and recover from a production infrastructure failure
A practical reflection on using AI to investigate a 504 outage, identify unexpected resource exhaustion, and work through recovery.
ReadTheme 02
Product judgment & leadership
How I question assumptions, make trade-offs visible, and move work forward when authority, evidence, or stakeholder alignment is incomplete.
Question before executing: a product manager's practice of ROI thinking
How I used ROI thinking to question a top-down home-robot requirement and argue for a lower-cost software path.
Read Product judgment & leadershipWhen stakeholders do not want to cooperate: product momentum in three real stories
Three real stories about influence without authority, finding the right communication path, and moving work forward through trust and value.
ReadTheme 03
Product & UX strategy
How product boundaries, information architecture, user psychology, and commercial goals shape the design of a system.
Design is more than making things look good: using design strategy to drive conversion in an education product
How design decisions are commercial decisions, and how flow, state design, and pricing layout directly drive conversion in three real commercial MVPs.
Read Product & UX strategyFrom Squarespace to a custom system: when a website is no longer enough
Why I redefined Soulful Asia from a simple website into a working product system with content operations and member flows.
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