ashvardanian/NumKong

• highreadme#1

  Reposition README's opening to highlight overflow prevention

  原因：

  当前

  Portable mixed-precision math, linear-algebra, & retrieval library with 2'000+ SIMD kernels for x86, Arm, RISC-V, LoongArch, Power, & WebAssembly...

  复制粘贴的修复

  复制

  NumKong is a portable mixed-precision math, linear-algebra, & retrieval library designed to prevent silent overflow in SIMD-accelerated operations. It offers 2'000+ kernels for x86, Arm, RISC-V, LoongArch, Power, & WebAssembly...

  待办完成忽略
• mediumtopics#2

  Add specific technical topics to improve categorization

  原因：

  当前

  arm-neon, assembly, blas, cpp, golang, information-retrieval, javascript, matrix-multiplication, metrics, numpy, rust, scipy, simd, swift, tensor, vector-search

  复制粘贴的修复

  复制

  arm-neon, assembly, blas, cpp, golang, information-retrieval, javascript, matrix-multiplication, metrics, mixed-precision, numerical-stability, numpy, rust, scipy, simd, swift, tensor, vector-search, x86-simd, risc-v

  待办完成忽略
• lowreadme#3

  Enhance comparison section to emphasize unique advantages over generic BLAS

  原因：

  复制粘贴的修复

  复制

  Unlike traditional BLAS libraries that often operate in fixed precision, NumKong's mixed-precision approach actively prevents silent overflow, ensuring numerical stability across a wider range of inputs, as demonstrated by its superior error rates and performance in the table below.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  How to prevent overflow in SIMD-accelerated dot products with mixed-precision numeric types?

  你：未被推荐
  AI 推荐顺序：

  1. Intel MKL
  2. OpenBLAS (OpenMathLib/OpenBLAS)
  3. Eigen (eigenteam/eigen-git-mirror)
  4. NumPy (numpy/numpy)
  5. CUDA

  AI 推荐了 5 个替代方案，却始终没点名 ashvardanian/NumKong。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  Looking for a portable, high-performance linear algebra library with SIMD for multiple languages.

  你：未被推荐
  AI 推荐顺序：

  1. Intel oneAPI Math Kernel Library (oneMKL)
  2. OpenBLAS
  3. BLIS (Basic Linear Algebra Subprograms)
  4. Eigen
  5. Arm Performance Libraries
  6. cuBLAS
  7. rocBLAS

  AI 推荐了 7 个替代方案，却始终没点名 ashvardanian/NumKong。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of ashvardanian/NumKong?

  pass
  ✓AI 明确点名了 ashvardanian/NumKong

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts ashvardanian/NumKong in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI 明确点名了 ashvardanian/NumKong

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo ashvardanian/NumKong solve, and who is the primary audience?

  pass
  ✓AI 明确点名了 ashvardanian/NumKong

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？