Raw LLM Responses

Assessment shapes behaviour. Change the assessment, change the behaviour. When grades depend mainly on recall, students optimize for recall. No amount of policy is going to change that. Under the present education system, this is what produces “fake learning”: the outward signs of achievement are present, but the underlying mental model remains thin. It is a mismatch between what schools assess and what they claim to value. If students can pass tests without being able to explain, apply, or challenge ideas, then the system is overvaluing memorization and underweighting comprehension. This is not really students faking learning, the system is causing it. In today's information-rich environments, that problem becomes more serious. Learning now depends not only on knowing information, but on judging sources, testing claims, and separating fact from misinformation. Either education doubles down and becomes increasingly optimized for so called measurable and standardized "learning". Or institutions deliberately protect the parts of learning that resist today's widespread automation: judgement, interpretation, mentorship, attention, character, independent thought.