Work

Validation-Circuit-LLM

Year: 2026
Type: preprint
Abstract: [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.
Author: Xiao Qiyun
Language: English
Open Access status: gold
OpenAlex ID: W7170083545
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Cited by: 1
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