Product Thinking
Short essays on systems, workflows, and AI-assisted execution.
A focused set of writing on how I think through product structure, delivery logic, technical boundaries, and real operating problems.
Systems and structure
Systems thinking
I 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 Platform 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.
ReadWorkflows and delivery
Incident response
When the website suddenly went down, AI helped me investigate a real server intrusion
A practical reflection on using AI to diagnose a 504 outage, confirm a crypto-mining attack, and work through recovery.
Read Product managementWhen 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.
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