M8.1 - Quantized Numbers: Scales, Zero Points, Error, and the Kernel Contract
A derivation- and implementation-oriented foundation for model quantization: affine maps, error, scale shapes, quantized matrix multiplication, accumulator bounds, packed storage, kernel execution, and effective memory cost.