Preprint argues verification circuit impacts LLM architecture, suggesting new training and design methods.
[Preprint] Argues that the verification circuit layer of a cognitive task (physical execution vs. symbolic consistency) determines the optimal LLM agent architecture. Proposes Validation Layer Awareness (VLA), layer-domain multi-agent division, and training signal separation.
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Xiao Qiyun (2026) studied this question.
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