Overusing foundation models for simple tasks remains a primary failure mode for developers. Chip Huyen highlights the tendency to apply generative AI to problems better solved by traditional heuristics or optimization algorithms. This mismatch often leads to inefficient systems. Practitioners should prioritize deterministic logic over probabilistic outputs when precision is the primary requirement.