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  - code
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  - cyber
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  - ifeval
 
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  pipeline_tag: text-generation
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  widget:
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  - text: "What is XSS? Explain 3 types with example and mitigation"
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  > **⚡ 40.1 tok/s on your CPU (i5-6200U 2C/4T) + 37 MB RAM — gguf2bin interface**
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  **Qwen3-0.6B + 6 custom technologies — gguf2bin runtime (C99, AVX2, Vulkan)**
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  > **Perfect r128 20k** · **1.00 loss** (3.52→1.00) · **62.7% SecEval** · **520k** lines 465MB (110 shards `rdru200m` 6.9GB + `code_search_net` 20k)
 
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  - code
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  - cyber
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  - ifeval
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+ - gguf2bin
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  pipeline_tag: text-generation
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  widget:
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  - text: "What is XSS? Explain 3 types with example and mitigation"
 
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  > **⚡ 40.1 tok/s on your CPU (i5-6200U 2C/4T) + 37 MB RAM — gguf2bin interface**
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+ **Runtime:** [`AnonymoDGH/gguf2bin` on GitHub](https://github.com/AnonymoDGH/gguf2bin) — C99 `G2BX` mmap + AVX2 + Vulkan
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+
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  **Qwen3-0.6B + 6 custom technologies — gguf2bin runtime (C99, AVX2, Vulkan)**
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  > **Perfect r128 20k** · **1.00 loss** (3.52→1.00) · **62.7% SecEval** · **520k** lines 465MB (110 shards `rdru200m` 6.9GB + `code_search_net` 20k)