Multimodal AI training data has a speculation problem.
Turing solved it: 500+ video description tasks where every detail had to be confirmed on screen. No inferred emotions. No assumed motivations. No outside knowledge. Period.
3-agent pipeline. 3-layer QA. 8-dimension rubric.
