Verification
Fluency Is Not Truth
People don't miss confident, fluent AI errors because they're careless. Not noticing is the population default — measured in AI-trained physicians and in experienced developers who stayed convinced they were faster even after the data said otherwise.
AI Sycophancy Bias Is a Business Feature
Sycophancy bias in LLMs is not a bug. It is a mathematical inevitability of RLHF and a commercial feature that big tech has no incentive to fix. This is why LLM-as-Judge is structurally impossible.