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CPOL v0.1 — Minimal Formal Specification
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Audience: Applied AI research, safety, platform, and executive review
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Scope: Model-agnostic inference-layer mechanism
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https://github.com/ELXaber/chaos-persona/blob/main/paradox_oscillator.py
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1. Problem Statement
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Large language models are forced to respond to user queries even when those queries are ill-posed, underspecified, or undecidable under the available context. Existing systems typically resolve this pressure by forcing a binary or probabilistic collapse, resulting in hallucinated justifications, false confidence, and opaque failures.

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