The attention bottleneck isn't compute it's memory.. again. Flash Attention tiles computation to SRAM so the N*N matrix never touches HBM.
When models become too large for a single device, we do not replicate computation, we partition mathematics.
SVD is the essential geometric tool that simplifies high-dimensional data by breaking its transformation (sphere to ellipsoid) into rotation and pure scaling.
How a simple content-addressable database with four object types and clever hashing creates the most powerful VCS
Small language models, big potential: TinyTrainer brings industrial AI techniques to consumer hardware.
Structured latent spaces of VAEs to guide GANs for more controlled and realistic generation.
Breaking down diffusion models: how structured noise transforms into high-quality generative outputs.