How this channel uses the term In this channel's material, an external verifier is a check on an AI system's output that lives outside the model itself — something the model cannot simply assert about its own answer. The term appears in the context of a larger argument: LLMs are architecturally awkward for mission-critical work precisely because they lack this kind of outside check, while an alternative approach — energy-based models (EBMs) — is presented as a bet that verifiable, inspectable AI can fill a gap LLMs can't. [^c10ebe98-0850-5dfe-8c53-b988c268c606@0]