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Break the Loop: Why Search Behaves Like Reinforcement Learning—And How to Fix It
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 Th…
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No Ghost in the Machine: Why Education Must Treat LLMs as Instruments, Not Advisors
LLMs are not conscious, only probabilistic parrota They often mislead through errors, biases, and manipulations Education must use them as tools, never as advisors In August 2025, researchers conduct…
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