Jin Han, Mingfeng Xin, Feng Liang, Jingtao Yu · 2026 · arXiv
DOI: 10.48550/arXiv.2610.25985 · open-access PDF
يقدمنا NIOCIS ، طبقاً لقرارات استخدام الأدوات: في كل انخفاض ، يقرر نموذج لغة إعادة قراءة الوضع وتفكير لمدة ثانية ، على الرغم من أن إجراءاتها محدودة ونتائجها تتكرر.
Machine translation (Meta M2M100); the English original follows.
Tool-use agents pay per decision: at each hop a language model re-reads the state and thinks for seconds, though its actions are finite and decisions recur. We present NIOCIS, a routing layer that folds execution logs into a loop-collapsed action graph (forward transitions plus recovery back-edges) answering one typed question: which declared option at a state, plus stop, does the fleet take next? A small model reads a calibrated distribution over them in one pass, emitting no text. On 1,615 production security-operations episodes we measure what the layer replaces, returns and is bounded by.
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