ResearchBenchmarksWorkbackPlan on Production WorkbackPlan (test)WorkbackPlan on Production WorkbackPlan (test)Follow79.8F1 ScoreOLD78.2478.64579.0579.455Jun 29, 2026Evaluation resultsMethodMethodLinksF1 ScoreDeployment Delta (∆)OLDDescription type=Pre-e...Description type=Pre-existing system baseline2026.0679.8—NEWPipeline=automated des...Pipeline=automated description optimization pipeline, Optimization=trainmax, standard2026.0679.70.1HUMANDescription type=Human...Description type=Human-written2026.0679.4—INITDescription type=Initi...Description type=Initial LLM description (iter-0)2026.0678.3—