ResearchBenchmarksCode Generation on HumanEval Binary SearchCode Generation on HumanEval Binary SearchFollow50Completion RateEntropy Gate47.548.755051.25Jun 2, 2026Evaluation resultsMethodMethodLinksCompletion RateSemantic ErrorTask Preservation RateEntropy GateModel=Claude Opus 4.8,...Model=Claude Opus 4.8, Tokens=1282026.06500.897—