activationactiveadaptiveadvantageagentagenticagentsalgorithmsalignmentanalysisapproachattentionbasedbayesianbehavioralbellmanbetterbeyondbiascapabilitiescausalchainchoicecocollaborativecomputeconjointcontextcontrastivecoordinationcoveragedatadecisiondecodingdeepdescentdesigndiffusiondiscoverdistillationdistributiondiversedrivendynamicsefficientelicitationembeddingsemergentenablesendengineeringestimationevaluatingevaluationevolutionevolvingexperienceexplorationfastfeedbackfinefinetuningfirmflowfoundationframeworkfrontierfuturegeneralgeneralizationgenerationgenerativegoalgradientguaranteesguidedhumanhypothesisimplicitimprovementimprovinginferenceinformationintelligenceinterpretableinverseiterativejudgeknowledgelanguagelargelatentlearnlearninglesslinearllmllmslongmakingmarkovmatchingmattersmemorymetamethodmethodsminimizationmodelmodelingmodelsmultimultimodalnaturalneedneuralnextofflineonlineoptimaloptimizationparallelpersonalizationpersonalizedperspectiveplanningpolicypositionpostpoweredprepredictionpreferencepreferencespretrainingprocesspromptpromptingprovableprovablyreasonreasoningregressionreinforcementreliablerepresentationrepresentationsrethinkingretrievalrewardrewardsrlrlhfsamplesamplingscalablescalingsearchselfsequenceshotsimplespacesparsestatisticalsteeringstepstudysupervisedsupervisionsurveysystemstasktesttexttheoreticaltheorythinkingthoughttimetokentooltraintrainingtrajectorytransformertransformerstuningturnuncertaintyunderstandingunifieduseuserusingvalueviavisionwithoutworld