Research questionHow can open-ended discovery agents choose what to investigate while keeping claims calibrated to accumulated evidence?Open-ended discovery requires agents to pursue promising phenomena without a predefined question or analysis plan. As evidence accumulates over successive investigations, deciding what to explore next and how strongly to state a claim becomes difficult because emerging interpretations can exceed what the analyses support.