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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Shu-Yu Gan

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#artificial intelligence Preprint Oct 2026

SanSi: A Looped Typed Decision Model for System 1.5 Thinking

Typed decision models answer a declared question without generating text: a decision head returns a probability for each of the declared options in a single forward pass. A single pass is fast, intuitive System 1 thinking. We study what lies between one pass and generated reasoning: looping, in which the same layers ar...

Shu-Yu Gan, Young-Jun Lee, Dongyeop Kang · 0 citations

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