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ptx

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Spatial AI and procedural knowledge research: a GPU-native reference implementation for concepts proposed to PM-KR, exploring shared knowledge for human and AI clients.

  • Updated Oct 29, 2026
  • Python

Custom PTX INT4 GEMM kernel with Tensor Cores (WMMA) and end-to-end Qwen2 integration on NVIDIA Turing (SM75). Register-level dequantization, mma.sync.aligned intrinsics, and automatic M-padding wrapper. Delivers 14.7% VRAM reduction on Qwen2-0.5B with coherent generation quality.

  • Updated Jul 30, 2026
  • Python

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