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  1. README: add novsmooth_linmant stress-probe row

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  2. stress probe: V-smooth OFF + 100% linmant (no collapse; p250 23.76 / p692 15.32 dB)

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  3. Update retimed 1+3 peak steady and locked benchmarks

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  4. Wan2.2 QK-INT8xPV-FP8 attention ablation 2026-07-21: results table + 15 sample videos

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  5. Add INT32 Direct FP8-Code Softmax report

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  6. Add V-smooth implementation and scheduling report⁠

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  7. Add B200 LongCat 37k attention accuracy and speed report⁠

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  1. Update agenda in nunchux_low_bit_attention_blackwell_bundle.zip

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  2. Update agenda in nunchux_low_bit_attention_blackwell.html

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  3. Update agenda in nunchux_low_bit_attention_blackwell.pdf

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  4. Upload self-contained slides zip bundle

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  5. Add B300 vsmooth on video: b300_vsmooth_on_A_dynamic_and_lively_00025.mp4

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  6. Add B300 vsmooth on video: nunchux_low_bit_attention_blackwell.html

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  7. Add B300 vsmooth on video: nunchux_low_bit_attention_blackwell.pdf

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  8. Embed B300 videos: b300_vsmooth_off_A_dynamic_and_lively_00025.mp4

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  9. Embed B300 videos: ground_truth_A_dynamic_and_lively_00025.mp4

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  10. Embed B300 videos: nunchux_low_bit_attention_blackwell.html

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  11. Embed B300 videos: nunchux_low_bit_attention_blackwell.pdf

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  12. Update B300 visual comparison slide in nunchux_low_bit_attention_blackwell.html

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  13. Update B300 visual comparison slide in nunchux_low_bit_attention_blackwell.pdf

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  14. Add B300 QK8 PV16 fake quant comparison to nunchux_low_bit_attention_blackwell.html

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  15. Add B300 QK8 PV16 fake quant comparison to nunchux_low_bit_attention_blackwell.pdf

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  16. Add B200 v-kmeans vsmooth ablation results to nunchux_low_bit_attention_blackwell.html

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  17. Add B200 v-kmeans vsmooth ablation results to nunchux_low_bit_attention_blackwell.pdf

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  18. Remove rel_l2 from slides in nunchux_low_bit_attention_blackwell.html

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  19. Remove rel_l2 from slides in nunchux_low_bit_attention_blackwell.pdf

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  20. Add B300 section and blank B200 vsmooth table in nunchux_low_bit_attention_blackwell.html

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  21. Add B300 section and blank B200 vsmooth table in nunchux_low_bit_attention_blackwell.pdf

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  22. Add B200 v-smooth ablation slides to nunchux_low_bit_attention_blackwell.html

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  23. Add B200 v-smooth ablation slides to nunchux_low_bit_attention_blackwell.pdf

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  24. Add substitution step to approximation formula in nunchux_low_bit_attention_blackwell.html

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  25. Add substitution step to approximation formula in nunchux_low_bit_attention_blackwell.pdf

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  26. Render formulas as HTML math in nunchux_low_bit_attention_blackwell.html

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  27. Render formulas as HTML math in nunchux_low_bit_attention_blackwell.pdf

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  28. Compact math derivation slide for nunchux_low_bit_attention_blackwell.html

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  29. Compact math derivation slide for nunchux_low_bit_attention_blackwell.pdf

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  30. Clarify variables in derivation slide for nunchux_low_bit_attention_blackwell.html

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  31. Clarify variables in derivation slide for nunchux_low_bit_attention_blackwell.pdf

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  32. Update derivation slide in nunchux_low_bit_attention_blackwell.html

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  33. Update derivation slide in nunchux_low_bit_attention_blackwell.pdf

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  34. Update simplified nunchux_low_bit_attention_blackwell.html

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  35. Update simplified nunchux_low_bit_attention_blackwell.pdf

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  36. Upload nunchux_low_bit_attention_blackwell.html

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  37. Upload nunchux_low_bit_attention_blackwell.pdf

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  38. Upload ground_truth/A_dynamic_and_lively_00025.mp4 with huggingface_hub

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  39. Upload A_dynamic_and_lively_00025.mp4 with huggingface_hub

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  40. Render latency progress as continuous best-so-far curves⁠

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  41. Refresh agent-token latency ablation plots⁠

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  42. Correct latency-vs-token plots to use agent session usage⁠

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  43. Add kernel ablation latency comparison plots⁠

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