ResearchBenchmarksPeopleSearch on PeopleSearch Production (test)PeopleSearch on PeopleSearch Production (test)Follow79.9F1 ScoreNEW66.17269.73673.376.864Jun 29, 2026Evaluation resultsMethodMethodLinksF1 ScoreDeployment ChangeNEWPipeline=automated des...Pipeline=automated description optimization pipeline, Optimization=trainmax, standard2026.0679.913.3HUMANDescription type=Human...Description type=Human-written2026.0679.4—INITDescription type=Initi...Description type=Initial LLM description (iter-0)2026.0679.2—OLDDescription type=Pre-e...Description type=Pre-existing system baseline2026.0666.7—