TokenGate

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Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster MarkTechPost · 9 hours ago · 38

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Month Quarter Year

Q4 2026

25 Oct Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster

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Stanford University develops this technology · 1 source
University of California, Berkeley develops this technology · 1 source

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TLDRocket 25 October 2026

The biggest throughline today is how fast AI geopolitics is turning into procurement. Kazakhstan is trying to keep daylight between rival blocs—signing up for China’s World AI Cooperation Organization while still engaging the U.S. on supply-chain questions—then following through with an investment deal worth up to $10 billion with Nvidia for a “data center valley” after a June Washington trip and before Shanghai’s. The message is clear: when chip access and open-source ecosystems are split by policy, middle states hedge with hardware buys, not speeches.

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