How I work

Principles, workflows, and a practical toolchain

Tools change quickly. The loop stays stable: understand deeply, build simply, observe honestly, and write down what survives.

◎01

Think

Frame the real problem before reaching for a model or a framework.

⌁02

Move from proof of concept to a boring, observable, deployable system.

⌘03

Turn every project into reusable knowledge and every failure into a better prior.