actionactiveadaptiveadvantageagentagenticagentsalgorithmsalignmentanalysisapproachattentionautoregressivebasedbayesbayesianbenefitsbetterbeyondbiascapabilitiescausalchainchoicecocollaborativecomputeconjointcontextcontinualconversationcoveragedatadecisiondecodingdeepdemystifyingdescentdesigndiffusiondistillationdistributiondiversedrivendynamicseffectsefficientelicitationembeddingsemergentenablesendengineeringestimationevaluatingevaluationevolutionevolvingexperienceexplorationfastfeedbackfinefinetuningfirmfoundationframeworkfrontierfuturegeneralgeneralizationgenerationgenerativegoalgradientguidedhumanhypothesisimplicitimprovementimprovinginferenceinformationintelligenceinterpretableinverseiterativejudgeknowledgelanguagelargelatentlearnlearnerslearninglesslinearllmllmslongmakingmatchingmemorymetamethodsminimizationmodelmodelingmodelsmultimultimodalnaturalneedneuralnextofflineonlineopenoptimaloptimizationparallelpersonalizationpersonalizedperspectiveplanningpolicypositionpostpoweredprepredictionpreferencepreferencespretrainingprocesspromptpromptingprovableprovablyqualityreasonreasoningregressionreinforcementreliablerepresentationsrethinkingretrievalrewardrewardsrlrlhfsamplesamplingscalablescalingsearchselfsemanticshotsimplespacesparsestatisticalsteeringstepstrategiesstudysupervisedsurveysystemstasktemporaltesttexttheorythinkingthoughttimetokentokenstooltowardstraintrainingtransformertransformerstuningturnuncertaintyunderstandingunifieduseuserusingvalueviavisionwithoutworld