Artificial intelligence learns to reason

Reproduced with permission of author. Mitchell surveys recent advances in large language model reasoning capabilities, examining what it means for AI systems to engage in logical deduction and multi-step problem solving. Using family-relationship reasoning puzzles as a case study, the piece highlights where current LLMs fall short on tasks humans find natural—and what those limitations reveal about the boundaries of machine "understanding."