2026-04-25•4 min readAI Tutors Need a CalculatorThe UK's 450k-student AI tutoring program will expose a structural bug in pure-LLM STEM tutors. The fix is architectural, not a bigger model.#edtech#ai-tutoring#hallucination#deterministic-systems#stem