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The first large-scale measurement of skill name hallucination is conducted, evaluating 15,000 prompts across 12 configurations and revealing a systemic vulnerability: every configuration hallucinates.
The architectural patterns validated here, including layer-as-budget compression, semantic-locality scheduling, and separation of generation and review, transfer to the broader class of knowledge-intensive, multi-agent LLM applications.
Public reports and open-source resources expose many EDR evasion techniques, but it remains unclear whether commercial Endpoint Detection and Response (EDR) systems can withstand these documented attacks. Evaluating them requires turning fragmented security knowledge into working payloads and refining those payloads fr...
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