Early days of foundation models reveal that engineers often misuse generative AI. Chip Huyen cites examples where teams applied generative techniques to non‑generative problems, like energy‑optimization. By examining these pitfalls, developers learn to assess whether generative AI truly adds value. Avoiding unnecessary adoption saves time, cost, and reduces risk. Practitioners should test use‑cases before scaling.