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Ren-Xiong Wang

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#artificial intelligence Preprint Oct 2026

Decoupling Logic from Persona: Structural Immunity of Edge LLM Agents to Context Pollution

Small language-model agents on edge devices must hold a persona and reason correctly at once, inside one context window that fills with conversational history and persona instructions. We study what happens to the logical part of such an agent when that history is long, misleading and persona-heavy (persona-logic inter...

Masaaki Nakatsu, Ren-Xiong Wang · 0 citations

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