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cuda: Bonsai 2 27B at the full 262k window with the MTP head on 12 GB Ada: #218 + #215 hybrid PTQ1_0 dispatch, in-place q4_0/q8_0 K/V flash attention (integration checkpoint) - #221

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cuda: Bonsai 2 27B at the full 262k window with the MTP head on 12 GB Ada: #218 + #215 hybrid PTQ1_0 dispatch, in-place q4_0/q8_0 K/V flash attention (integration checkpoint)#221
bri-prism merged 27 commits into
PrismML-Eng:prismfrom
professorpalmer:bonsai-combo

cuda: restore warp-reduce epilogue under BATCH_INVARIANT so MTP-on ma…

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