Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen warns against applying generative AI to problems better solved by traditional optimization or deterministic logic. This tendency often stems from the perceived versatility of LLMs. Practitioners must prioritize problem-fit over tool novelty to avoid unnecessary complexity and cost.