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Add AutoEP example
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add autoep example
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update verfication
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update hyperparameters
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update comparison
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Refresh AutoEP expert-parallel validation
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Refresh expert-parallel docs for 8-layer validation
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Restore 12-layer expert-parallel validation docs
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feat(autoep): add current qwen3.5 verification sample
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Document Qwen3.5 kernel requirements
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docs: record Qwen3.5 verification environment
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Update AutoEP example observed results
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Fix Mixtral AutoEP router logits capture
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Document Llama4 reduced-layer results
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Simplify AutoEP example metrics
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Trim AutoEP example helpers
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Polish AutoEP example presets and layout
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Clarify AutoEP example requirements
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