AI Review

Search behaves like reinforcement learning, rewarding confirmation Narrow queries and clicks shrink exposure at scale Break the loop with IV-style ranking and teach students to triangulate queries

Student well-being is falling fast AI chatbots are spreading quickly Without safeguards, risks will escalate

AI’s IMO gold isn’t AGI Deploy it as an instrumented calculator Require refusal metrics and proof logs <

LLMs are not conscious, only probabilistic parrota They often mislead through errors, biases, and manipulations Education must use them as tools, never as advisors