ResearchBenchmarksCode Generation on HumanEval FibonacciFollow55Completion Rate (CR)Entropy Gate52.2553.6255556.375Jun 2, 2026Evaluation ResultsMethodMethodLinksCompletion Rate (CR)Semantic Error (SE)Task Preservation RateEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=862026.06550.897—