If you've spent any time around AI builders, researchers, or Twitter threads masquerading as technical insight, you've probably heard the word "eval." It's short for evaluation, but these days it’s become a kind of shorthand for “how we claim models are improving” and more cynically, “how we justify another leaderboard screenshot.”