44. Pick the right tool for the AI job
Choose the right AI approach for a new problem by comparing rules, search, classical ML, deep learning, foundation models, retrieval, fine-tuning, and human-in-the-loop workflows. This chapter builds the judgment to avoid overbuilding or using AI where it does not belong.