Engineering is becoming a commodity. Seniority isn't.
- Tokens
- ~834kTokens
- API cost
- ~€18API cost
- Lunch break
- 1Lunch break
This site (architecture, components, i18n scaffolding, A11y pass, mobile navigation) was built with AI assistance during a single lunch break. The tools write code. The architecture, the trade-off calls, the question of what to build at all, and whether the code is clean and maintainable on Clean Code and SOLID principles: that stays human work. Six years of enterprise delivery before this current tool cycle make the point: I deliver without AI too. With AI I'm just faster.
At these speeds the failure mode is not slow code. It is fragmentation. Context drifts across dozens of AI-generated files nobody fully read. Specs written before the first token is generated are the countermeasure. They hold the architecture together when every change takes minutes instead of days.