TokenGate teaches LLMs to skim context, speeding prefill up to 11.3x

TokenGate trains LLMs end-to-end to dynamically drop tokens and skim context, accelerating the prefill stage by up to 11.3x, earning a reshare from Ilya Sutskever.

2026-10-23 ~ 2026-10-24 · 2 related posts

• TokenGate e2e-learns to drop tokens on the fly, opening a new frontier for LLM prefill — CShorten30 · 2026-10-23
• TokenGate teaches LLMs to skim context, achieving up to 11.3x faster prefill — berkeley_ai · 2026-10-24