#ai coding
AI-assisted development in practice: velocity patterns, comprehension debt, onboarding non-technical contributors, and workflow design.
Claude is my second contributor: what real Git stats show
Article6 human commit authors plus Claude in our git history (May 2026 snapshot). What the commit patterns actually look like after months of Claude Code, beyond the marketing claims.
From afterthought to infrastructure: how AI config evolves in a real project
ArticleNine months of AI configuration in one production project: evolving responsibilities, profile-based generation and a measured reduction in always-on lines.
AI velocity is bidirectional
ArticleEveryone talks about shipping 10x faster with AI. Nobody talks about accumulating debt 10x faster. 7 months of production data from a real EdTech platform.
Non-technical to production in 10 days with Cursor AI
ArticleA non-developer modified 80 files in production in 10 days with Cursor AI. Exact timeline, AI config setup, and what it means for engineering teams in 2026.
UVAL: the protocol I built to stop accepting code I don't understand
ArticleJeremy Twei coined it. Addy Osmani popularized it. Margaret-Anne Storey extended it to teams. Here's what I built to fight all three.