AI Doesn't Ship Software. You Still Do.

Short summary

AI collapses the scaffolding phase of software development but leaves the hard 90%—race conditions, idempotency, security, scale—entirely human. The engineers pulling ahead treat AI like a fast junior: delegate boilerplate, retain ownership of production-critical decisions. Understanding how systems break under pressure is now more valuable, not less.

• •AI handles the easy 90% (scaffolding, CRUD) but the hard 90% (edge cases, production resilience) remains human
• •Language models produce competent-looking code but lack mental models of failure under load
• •Engineers who delegate boilerplate to AI while owning production-critical decisions are pulling ahead

Generated with AI, which can make mistakes.