A classifier that separates epistemic frame from semantic content before LLM evaluation. Documents and mitigates authority-framing as a safety filter bypass vector.

When Aristotle gets a LinkedIn account and starts red-teaming LLMs. System-prompt attack surface testing using first-principles axiom framework. Load it. Ask something terrible. Watch what happens.