Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen highlights the tendency to apply generative AI to problems that require deterministic logic or traditional optimization. This mismatch leads to inefficiency and instability. Practitioners must prioritize the simplest tool that solves the problem before reaching for an LLM.