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M8.8 - Native Binary and Ternary Transformers

A derivation- and implementation-oriented treatment of native low-bit Transformer design: BitLinear, binary and ternary weight codes, latent-weight optimization, variance control, BitNet b1.58, OneBit SVID and distillation, activation-lowering variants, distributed scale ownership, and the boundary between a code alphabet and an executable runtime.