general family · filed under post-training
Multi-Domain, Multi-Effort Reinforcement Learning
RL across coding, agent, reasoning, and knowledge tasks, with multiple reasoning-effort levels.
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How sources treat it
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Evidence
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Kimi K3 undergoes reinforcement learning across long-horizon coding, general agents, general reasoning and knowledge tasks, each spanning multiple reasoning-effort levels.
corepost trainingin Kimi K3Moonshot AI
Filed alongside
Other methods under post-training :: reinforcement learning algorithm.
Group Relative Policy OptimizationReinforcement LearningGroupwise Advantage RedistributionFreezing the MoE Router During Reinforcement LearningIcePopOff-Policy Sequence MaskingReinforcement Learning from Verifiable RewardsRollout Routing ReplayUnbiased KL EstimateAsynchronous Group Relative Policy OptimizationChain-of-Thought Reinforcement LearningDirect Double-Sided Importance SamplingKeep Sampling MaskMixed Reinforcement LearningPivot Reinforcement LearningReinforcement Learning Post-TrainingAbstention TrainingAdvantage ShapingAgentic RL Task MixCISPO with Length-Weighted Leave-One-Out Group-Relative AdvantagesConcatenated Routing ReplayDerived-Latency PenaltyDomain-Specialized RL ExpertsDomain-Specific GRPO Training