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mamba
mamba-3
ssm
muon
muonclip
qk-clip
adamw
optimizer
nope
hybrid-architecture
activation-checkpointing
3d-vision-language
depth-perception
point-cloud
diffusion
stable-diffusion
mixture-of-experts
kohonen
som-attention
random-forest
deep-neural-network
knowledge-distillation
bidirectional-distillation
engram-memory
multimodal
multi-token-prediction
dpo
rlhf
hh-rlhf
pcgrad
long-context
lra-qvit
engineer-agent
integral-state
cython
jev-classifiers
gumbel-softmax
quantization
riemannian-optimization
stiefel-manifold
cython-kernels
gradient-accumulation
vector-quantization
grayscale-detection
joint-perception
self-regulation
signal-table
abmo
ciar
growing-som
pt-br
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KHTST v21 — fonte única do IPC (Rust removido por DRY; layout com _Static_assert compile-time + auditoria import-time); Newton-Schulz com normalização espectral CERTIFICADA (min(sqrt(|A|inf)/1.2, |X|F), janela invariante 1.255 provada, nunca pior que v20, Teos 33.3-33.6); imagem adaptativa (letterbox+LANCZOS+janela saliente+upscale limitado, Teos 33.7-33.10); hot-paths Cython (conv causal fundida com gradiente analítico exato, ganho 2.3-7.6x; top-k parcial do roteador, Teos 33.11-33.13); tabela v17 de 18 sinais FECHADA no treinador com 8 produtores reais (Teo 33.14); A/B/C/D pareado real 48 passos (ganhos 1.10-1.12x, leitura honesta); doc 33 + PLANO/RELATORIO/README; suíte v21 40/40, regressão v1-v20 zero, verificar_tudo 49✓; deprecados removidos
20672ab verified