Overusing foundation models for tasks requiring deterministic logic remains a primary failure mode. Chip Huyen highlights the tendency of teams to apply generative AI where traditional algorithms suffice. This misalignment wastes compute and degrades reliability. Practitioners must validate that a probabilistic approach is actually necessary before deploying an LLM.