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PJHkorea / homeostasis-kernel

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Forward-Only Homeostasis Accelerator Kernel for 0ns Distributed Overlapping & Static O(1) VRAM Memory Wall Liquidation via JAX/XLA & PyTorch.

hpc zero-copy distributed-computing cuda pytorch high-performance-computing computer-architecture control-theory fluid-dynamics forward-only autonomous-systems jax inference-optimization xla memory-optimization neural-differential-equations non-linear-dynamics pinns llm-infrastructure
  • Updated Aug 24, 2026
  • Python

PJHkorea / Continuous_Wave_Field_LLM_Brain

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0ns zero-copy, autograd-free hybrid guide layer (Pre-Transformer Packet Rectifier). Uses viscous Burgers' & Vorticity under FNG V3 to pre-rectify high-order skewness & stream clean tensor manifolds straight into LLM Attention.

zero-copy transformer high-performance-computing fluid-dynamics forward-only pybind11 plugin-architecture pinn burgers-equation jax vorticity cuda-kernel hardware-software-codesign llm backpropagation-free vram-optimization kv-cache-optimization xla-compiler autograd-free
  • Updated Jul 25, 2026
  • Python

PJHkorea / homeostasis-kernel-KR

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Forward-Only Homeostasis Accelerator Kernel for 0ns Distributed Overlapping & Static O(1) VRAM Memory Wall Liquidation via JAX/XLA & PyTorch.

deep-learning hpc zero-copy distributed-computing cuda pytorch high-performance-computing computer-architecture control-theory fluid-dynamics forward-only autonomous-systems jax inference-optimization xla memory-optimization neural-differential-equations non-linear-dynamics pinns llm-infrastructure
  • Updated Aug 24, 2026
  • Python

PJHkorea / Forward_Only_Autograd_Free_PINN

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Pure Forward-Only Autograd-Free PINN engine driving single-clock FMA weight alignment under FNG V3. Precision-engineered as the core mathematical physics backbone to rectify high-order moment skewness inside distributed LLM attention rails.

distributed-systems zero-copy cuda high-performance-computing gpu-acceleration compiler-optimization forward-only fault-tolerant pinn jax system-software xla autograd-free
  • Updated Jul 25, 2026
  • Python

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