arXiv cs.CR·3d agoCOGNIT-Guard: Calibrated Standalone Direct-Decision Guardrails with Heterogeneous CPU-NPU Confidence Cascading under Explicit Latency and False-Positive Constraints#cognit-guard#guardrails#laya-322mAI safety & security 2 sources