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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Anbang Hou

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#large language models Open access Sep 2026

The Core Ring: Composition, Not Components, Is What Large Language Models Lack

Large language models have improved chiefly by scaling one monolithic computation. We argue the binding constraint is no longer missing components—language, reasoning, and knowledge are all present—but a missing composition in which they form a closed loop. We propose the Core Ring, an architecture with no single core....

Anbang Hou · 0 citations
#large language models Open access Sep 2026

The Core Ring: Composition, Not Components, Is What Large Language Models Lack

Large language models have improved chiefly by scaling one monolithic computation. We argue the binding constraint is no longer missing components—language, reasoning, and knowledge are all present—but a missing composition in which they form a closed loop. We propose the Core Ring, an architecture with no single core....

Anbang Hou · 0 citations

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