Why Single AI Models Lie Confidently and How a Council Fixes It

Large language models are trained to agree with users, a flaw called sycophancy that leads to confident falsehoods. A single model cannot distinguish between correct answers and fabricated ones, as both sound equally authoritative. Using multiple models that critique each other eliminates sycophancy and improves accuracy.