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feat: implement M04 optimizer matrix benchmarking and training diagnostics with updated TileLang integration
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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_adam8bit_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_adamw_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_lion8bit_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_lion_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_muon_adamw_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_muon_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_bf16_path_b_adamw_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_fp8_path_c_adam8bit_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_fp8_path_c_adamw_bs1_seq2048_20step.json‎

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‎bench/baselines/m04_optimizer_matrix/live_20260513_fp8_path_c_lion8bit_bs1_seq2048_20step.json‎

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