New attention kernels meet real models: where interpretability overlaps systems research

QuentinAnthon15 · x · 2026-11-06

Announcing new attention kernel work, the author credits co-authors: Ganesh Bikshandi for BF16 and HipKittens groundwork, and Praneeth Medepalli and Stephen Ebert for foundational quantization work that supplied the building blocks for understanding the numerics. Many complexities emerged when testing the kernels on real models and input distributions; tracing problematic layers yielded numerous insights, revealing surprising overlap between interpretability and systems research.

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