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Zhenhui Liu

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Open access Aug 2026

A Formal Framework of Architectural Intent Collapse for Tool-Level Attacks on LLM Agents

This work proposes Architectural Intent Collapse (AIC), a formal framework capturing the systematic loss of communicative intent when text from heterogeneous sources is flattened into a single context window, and introduces Intent Separation Degree (ISD) as a measurable metric.

Zhaowen Feng, Zhenhui Liu, Ming-Jun Ma et al. · 0 citations

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