Demonstrates a cognitive gating protocol that improves AI agent reliability across multiple benchmarks, indicating enhanced performance.
As AI agents gain the ability to take consequential actions—editing code, managing infrastructure, sending communications—the gap between capability and reliability becomes critical. We introduce the Narrative State Protocol (NSP), a cognitive gating layer that forces agents to articulate understanding, assess confidence, and verify assumptions before taking action. NSP implements belief dynamics via a cusp catastrophe model. We evaluate on three benchmarks: LongMemEval-s (94.5% on hardest categories), the Cognitive Gating Benchmark (100% gate accuracy vs 82% for Mem0+GPT-4o), and the Roleplay Quality Benchmark (648 evaluations across six characters with cross-model validation).
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S.Y. Zhang (2026) studied this question.
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