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 traditional optimization or deterministic logic. This mismatch leads to inefficiency and instability. Practitioners should prioritize simple heuristics over LLMs when precision and reliability outweigh creative generation.