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Beyond the Attention Wall: How Isometric Associative Memory (ISOM) Achieves Infinite Context with Constant Memory

This story is from 2026-09-09. It is preserved in the archive; the latest stories are on the live feed.

Attention Is All You Need — Until Your VRAM Hits Zero For seven years, the AI industry has treated the quadratic and linear scaling of Transformers as an inevitable law of physics: We are spending millions of dollars buying high-end GPUs just to store historical key-value matrices that grow with ev…

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  1. 2026-09-09 20:29 · r/deeplearning
    Beyond the Attention Wall: How Isometric Associative Memory (ISOM) Achieves Infinite Context with Constant Memory

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