Ideas, architecture, and practice in software, data, and AI.

In recent months, I've seen the same mistake repeat itself in conversations with acquaintances, recruiters, MBA students, and technical teams: referring to any use of AI for programming as "vibe coding". It's a simplification that hides a difference that, in my experience building production systems, separates prototype from technical debt.