The tension you describe between students’ reliance on AI and their distrust ofLLM Hallucinations in 2026 its accuracy feels spot-on. What strikes me most is how much these hallucinations stem from the way we test and reward models—benchmarks push them to guess confidently instead of acknowledging uncertainty. It seems like the real progress will come not just from smarter models, but from reshaping the incentives we use to measure them.