Antitrust breakups miss the real battleground: AI assistants, not blue links Prioritize interoperability and open defaults to keep markets contestable Track assistant-led discovery, not just search s…

Europe’s schools rely on foreign AI infrastructure, creating vulnerability A neutral European stack with local compute and governance can secure continuity This ensures resilient, interoperable educa…

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…

Student well-being is falling fast AI chatbots are spreading quickly Without safeguards, risks will escalate In the 2023–24 academic year, only 38% of U.S. college students exhibited "positive mental…

AI’s IMO gold isn’t AGI Deploy it as an instrumented calculator Require refusal metrics and proof logs In July 2025, two advanced AI systems achieved "gold medal–level" results in the International…

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…