Large language models restructure complex codebases in hours yet struggle with basic everyday questions. This gap suggests a fundamental limit in how LLMs process formal logic versus intuitive human knowledge. The disparity proves that high benchmark scores in math do not equal general intelligence. Practitioners should expect continued fragility in non-technical, casual interactions.