Add all remaining operator guides and complete README docs hub#4

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sunway513 merged 6 commits into

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docs/gemm-quant-guides-and-readme

Feb 7, 2026

Commits on Feb 7, 2026

Add GEMM and Quantization guides, update README with documentation hub

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Add Normalization, RoPE, KV-Cache, and Elementwise guides; update README

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Consolidate README operator table to 1-to-1 guide mapping

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Clean up README: table-first layout, proper section structure

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Add precompiled kernel installation instructions to README

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Clarify Triton communication install section in README

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