If you ask an LLM to help you architect a modern full-stack app with an AI agent layer, you'll almost certainly get some version of: "put your Next.js app on Vercel, your background workers on Cloud Run or Lambda, and call it a day." That advice was fine in 2024. It's increasingly wrong in 2026, and most models don't know it yet, because the...