Model escalation tracks the budget per remaining task: Evidence from a shared-budget undergraduate coding assessment

Some courses limit how much generative-AI help students can obtain in assessed work, expecting scarcity to prompt careful use. A budget shared across tasks also requires students to hold resources back for later needs, and how this shapes their decisions is unclear. In a graded coding-repair task, 1