When the Judge Fakes the Grade

The LLM-as-judge paradigm has quietly become load-bearing infrastructure. You use GPT-4 to score your model's outputs. You use Claude to red-team your chatbot. You run automated eval loops, nightly, to track regression. LMSYS Arena, AlpacaEval, MT-Be...