UC Berkeley CS course failure rates soar

AI is a cognitive crutch that masks student incompetence until they face a pen-and-paper exam.

* **The LLM Illusion of Competence:** Copy-pasting AI-generated code creates an illusion of understanding, which completely crumbles in proctored, paper-and-pencil environments.

* **Foundational Math is Non-Negotiable:** Advanced computer science still demands rigorous mathematical proof and logical reasoning, skills that cannot be bypassed via chatbot prompts.

* **Pedagogical Shift Required:** Universities must move away from "open-internet/open-AI" homework policies and return to offline, concept-first evaluations to ensure authentic learning.

* **The Support Gap:** Departmental understaffing exacerbates the issue, leaving struggling students with fewer human resources and pushing them further toward AI assistance.