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arXiv Paper Formalises Linguistic Illegibility in LLM Security

arXiv Paper Formalises Linguistic Illegibility in LLM Security

FIRST LOOK ATLAS OWASP HIGH Significant risk · Prioritise patching ▲ 8.5 HN AI Security

James Mickens introduces the concept of 'linguistic illegibility' — the structural gap between what an LLM says about its internal state and what it is actually computing — and argues that this makes language-based monitoring mechanisms fundamentally unsound as sole controls. The paper closes a critical conceptual gap for defenders by naming and formalising why chain-of-thought monitoring, constitutional self-critique, and activation probing carry inherent ceiling limitations, and by proposing taint tracking and robust sandboxing as language-agnostic enforcement mechanisms. Realising the proposed controls at enterprise scale will require significant tooling maturity and vendor-side sandbox instrumentation that does not yet exist off the shelf.

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