README: add novsmooth_linmant stress-probe row

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

Update retimed 1+3 peak steady and locked benchmarks

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

Add INT32 Direct FP8-Code Softmax report

Add V-smooth implementation and scheduling report

Add B200 LongCat 37k attention accuracy and speed report

Update agenda in nunchux_low_bit_attention_blackwell_bundle.zip

Update agenda in nunchux_low_bit_attention_blackwell.html

Update agenda in nunchux_low_bit_attention_blackwell.pdf

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Add B300 vsmooth on video: b300_vsmooth_on_A_dynamic_and_lively_00025.mp4

Add B300 vsmooth on video: nunchux_low_bit_attention_blackwell.html

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Embed B300 videos: b300_vsmooth_off_A_dynamic_and_lively_00025.mp4

Embed B300 videos: ground_truth_A_dynamic_and_lively_00025.mp4

Embed B300 videos: nunchux_low_bit_attention_blackwell.html

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Update B300 visual comparison slide in nunchux_low_bit_attention_blackwell.html

Update B300 visual comparison slide in nunchux_low_bit_attention_blackwell.pdf

Add B300 QK8 PV16 fake quant comparison to nunchux_low_bit_attention_blackwell.html

Add B300 QK8 PV16 fake quant comparison to nunchux_low_bit_attention_blackwell.pdf

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

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

Remove rel_l2 from slides in nunchux_low_bit_attention_blackwell.html

Remove rel_l2 from slides in nunchux_low_bit_attention_blackwell.pdf

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

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

Add B200 v-smooth ablation slides to nunchux_low_bit_attention_blackwell.html

Add B200 v-smooth ablation slides to nunchux_low_bit_attention_blackwell.pdf

Add substitution step to approximation formula in nunchux_low_bit_attention_blackwell.html

Add substitution step to approximation formula in nunchux_low_bit_attention_blackwell.pdf

Render formulas as HTML math in nunchux_low_bit_attention_blackwell.html

Render formulas as HTML math in nunchux_low_bit_attention_blackwell.pdf

Compact math derivation slide for nunchux_low_bit_attention_blackwell.html

Compact math derivation slide for nunchux_low_bit_attention_blackwell.pdf

Clarify variables in derivation slide for nunchux_low_bit_attention_blackwell.html

Clarify variables in derivation slide for nunchux_low_bit_attention_blackwell.pdf

Update derivation slide in nunchux_low_bit_attention_blackwell.html

Update derivation slide in nunchux_low_bit_attention_blackwell.pdf

Update simplified nunchux_low_bit_attention_blackwell.html

Update simplified nunchux_low_bit_attention_blackwell.pdf

Upload nunchux_low_bit_attention_blackwell.html

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Upload ground_truth/A_dynamic_and_lively_00025.mp4 with huggingface_hub

Upload A_dynamic_and_lively_00025.mp4 with huggingface_hub

Render latency progress as continuous best-so-far curves

Refresh agent-token latency ablation plots

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

Add kernel ablation latency comparison plots