VINDEX3

A CONCEPT · PROJECTED FROM THE VINDEX KNOWLEDGE GRAPH

EFFECTIVE BITS / WEIGHT

the scales are never free

The honest rate: nominal bits plus the shared scales, metadata, and every component preserved at higher precision, divided over all the weights.

NVFP4 is nominally four bits, but sixteen weights share an eight-bit scale — 72 bits per 16 weights, 4.5 effective. Mix in protected BF16 components and the recorded granite map lands at 5.65. A four-bit model is never four bits.

IN THE GRAPH

effective bits / weightderived fromthe precision map