Thoughts on architecture, debugging, developer experience, and shipping software.
AI-assisted contributions are flooding repos with plausible-looking code — here's how review has to change when the volume of confident-but-wrong patches explodes.
Once an AI agent can read your repo and act on external input, prompt injection stops being a curiosity and becomes a data-exfiltration path — here's the threat model that actually matters.
TypeScript's native compiler makes typecheck near-instant, but the real payoff isn't the clock — it's the second-order effects on how you write types and gate CI.
Benchmarks now grade AI agents as senior engineers, but the parts of the job those benchmarks can't measure are exactly what still defines the role.
Engineering orgs are quietly cutting AI tool budgets after the initial hype — here's what metrics actually justify the spend, and when they don't.