Yibo Wu

Sub-quadratic linear attention no longer requires full-precision state caching: 8-bit recurrent states can match FP32 accuracy while delivering up to 3.70× kernel speedups without any retraining.

Turning published scientific figures back into executable Python remains a brittle frontier for top VLMs, with even frontier models routinely failing on multi-component layouts, precise axis semantics, and domain typography.