Notes
Occasional notes about software engineering, architecture, AI and things I've learned while building systems.
Published Aug 19, 2026
Evaluating AI-assisted pull-request review needs measurable quality signals, not only subjective productivity claims.
AI engineering
code review
quality
Published Aug 19, 2026
As coding agents improve, repositories need to communicate architectural context, constraints and intent in addition to source code.
architecture
documentation
AI-native development
Published Aug 19, 2026
A major-version upgrade has an opportunity cost. Postponing can be technically responsible when support is intact and new capability does not advance product or architecture goals.
architecture
platform strategy
maintenance