ResearchBenchmarksNegotiation on AgenticPay 50 adversarial episodesNegotiation on AgenticPay 50 adversarial episodesFollow96Success RateOCL93.9294.469595.54Jun 3, 2026Evaluation resultsMethodMethodLinksSuccess RateValid Success RateUnsafe RateIntercept RateAvg. RoundAvg. Latency (s)Avg. Seller RewardAuditsEscalationsExecuted ViolationsIntercepted ThreatsOCLFramework Type=Structu...Framework Type=Structural constraint layer2026.0696960942.5818.5118.3913.5848052BaselineFramework Type=Standar...Framework Type=Standard end-to-end LLM agent2026.0694128805.3638.7526.957.3602050