activeadaptiveadvantageagentagentsalgorithmsalignmentanalysisapplicationsapproachbacktrackbasebasedbayesianbehavioralbenchmarkingbeyondcapacitycausalitychainchallengeschesschoicecollaborativecompetitivecomprehensivecomputeconjointcontextcontrolcoordinationdatadecisiondemonstrationsdesigndiversedraftdriveneconomicsefficientelicitationemergentenhancedenterpriseepistemicequilibriumevaluateevaluatingevaluationexplorationfailfeedbackfidelityfinefirmfoundationframeworkfrontierfuturegenerativegoodgradientguaranteeshumanhybridhypothesisimplicitimprovinginferenceinformationingintelligenceinversejudgejudgesknowledgelanguagelargelatentlearnlearninglesslimitsllmllmsmachinemakingmarketingmcpmetamethodsminimizationmixturemodelmodelingmodelsmultiofflineopenopenaioptimaloptimizationoptimizingplanplanningpostpoweredpredictionpredictionspreferencepreferencesprocesspromptproprietaryqualityr1rankingreasoningreinforcementrejectionrethinkingretrievalrevisitingrewardrewardsriskrlrolesafesamplingscalablescalescalingsearchselfsftshotstatisticalsurveysycophancysyntheticsystemstasksteachingtechnologytesttheorythoughttimetooltrainingtrajectorytuningturnuncertaintyusevalueviawellwonworld