Teaching assistants in introductory computational and quantitative labs frequently observe students pasting confusing syntax or stack traces directly into search bars or chat tools without examining what the compiler error actually signifies. While quick diagnostic tools can unblock a stuck syntax error, relying exclusively on automated bug fixes can prevent novice coders from building mental models of memory allocation, scope, and algorithmic flow.
When facilitating live lab hours, what specific coaching protocols or questioning techniques do you use to prompt students to articulate what their code is doing line-by-line before they reach for automated diagnostic shortcuts?
