When AI Argues With Itself: Why Self‑Contradiction Is Becoming a Feature, Not a Bug
Opening — Why this matters now Multimodal large language models (MLLMs) are getting dangerously good at sounding right while being quietly wrong. They caption images with confidence, reason over charts with poise, and still manage to contradict themselves the moment you ask a second question. The industry’s usual response has been more data, more parameters, more alignment patches. ...