Overusing foundation models for simple tasks remains a primary error for developers. Chip Huyen highlights the tendency to apply generative AI where traditional logic or optimization algorithms suffice. This misalignment wastes compute and increases latency. Practitioners must evaluate if a deterministic solution outperforms a stochastic model before committing to an LLM-based architecture.