Blog
Notes on AI-augmented engineering
Practical field notes on AI-augmented engineering — making AI tools understand your code, measuring what matters, and shipping with less friction.
- 2 min read
Why AI coding tools hallucinate — and how to reduce it
Hallucinations aren't random. They follow patterns you can design against — with context, constraints, and a verification loop.
AI toolingCode qualityRead article - 2 min read
Context engineering: getting AI coding tools to understand your codebase
Out of the box, AI assistants guess. A few well-placed context files turn them into tools that respect your patterns.
AI toolingDeveloper experienceRead article - 2 min read
Measuring engineering velocity without falling for vanity metrics
Lines of code and PR counts measure activity, not output. Here's what actually tracks a team that ships.
Engineering leadershipMetricsRead article