lamba_cpu: cuda-guvenli (GQACPU._rope arange + Mamba3CPU.forward zeros device=)

lamba_cpu.py: --int8 dynamic quant (~2x kucuk bellek 708->325MB, ~1.2x hiz, ciktilar birebir)

lamba_cpu.py: decode-cache (step/KV-cache) — CPU uretim O(L), ~6x hizli, full-recompute ile birebir

lamba_cpu: fix GatedMLP gate order (silu(a)*b -> y*silu(gate)) — CPU port now matches fork to 0.06-0.09 logit

lamba_cpu: GQA _rope dtype fix (bf16 uyumu)

lamba_cpu: EXP_E=True default (Mamba mixer KALIBRE, maxdiff 0.14)

lamba_cpu: EXP_E bayragi (alpha base-e vs base-2 decay)

lamba_cpu: BETA_SHIFT bayragi (fwd trap_shifted) + 4-grid

lamba_cpu: beta alpha-cikar bayragi (fwd kernel beta=DT(1-trap))

lamba_cpu RoPE: angle=tanh(ang)*DT*pi + interleaved (fork referans)

lamba_cpu: kalibre bayraklari (ANG_SIGN/ANG_DT/ROPE_INTER) grid-search icin

lamba_cpu kalibre 1: angle birikim isareti negatif

v1.1 lamba_cpu.py: saf-PyTorch CPU iskelet (load+forward calisiyor, matematik kalibrasyon bekliyor)