Avoiding false alarms has been one goal for Nick Rutter at FireAngel
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The Test PLA resolves complex privilege decisions in a single evaluation using 148 product terms, with a 3-delay-slot pipeline to overlap checks with useful work. The PTSAV/PTOVRR mechanism lets one shared subroutine serve dozens of callers with different validation rules.，更多细节参见夫子
速度最快 + 体积最小 + 准确率最高 → FunctionGemma（2.7 亿字节，约 126 tok/秒，微调后准确率达 85%）