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Reinforcement learning: Why alignment of numerics and MoE routing matter

Fireworks

Frontier training requires co-optimized training and inference: Fireworks develops and validates the trainer and rollout engine together so teams can scale reinforcement learning with alignment across numerics, kernels, and MoEs.

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Blogs Fireworks

BlogsReinforcement Fine Tuning: Train expert open models to surpass closed frontier modelsFireworks BlogsIntroducing Llama 3.1 inference endpoints in partnership with MetaFireworks BlogsDistillation with Reasoning: Can DeepSeek R1 Teach Better Than Humans?Fireworks BlogsHow Fireworks evaluates quantization precisely and interpretablyFireworks BlogsFirefunction-v2: Function calling capability on par with GPT4o at 2.5x the speed and 10% of theFireworks BlogsDeepSeek V4 Pro: Tops SWE-Bench & Cuts Cost per Task by 3x vs. Fable 5Fireworks BlogsFrom Line To Layout: How Past Experiences Shape Your Design Career — Smashing MagazineSmashingmagazine ResearchCritical Learning Periods: Leveraging Early training Dynamics for Efficient Data PruningCohere ResearchBAM! Just Like That: Simple and Efficient Parameter Upcycling for Mixture of ExpertsCohere ResearchAdaptation Odyssey in LLMs: Why Does Additional Pretraining Sometimes Fail to Improve?Cohere ResearchThe Multilingual Alignment Prism: Aligning Global and Local Preferences to Reduce HarmCohere BlogsState of Agentic AI Report: Key FindingsDocker BlogsLearning JavaScript with Free Code CampNetlify BlogsTiny Screens, Big Impact: The Forgotten Art Of Developing Web Apps For Feature PhonesSmashingmagazine BlogsMuseum Hack Uses Automated Workflows with Base CRM to Leave Manual Work BehindZapier ResearchMetadata Archaeology: Unearthing Data Subsets by Leveraging Training DynamicsCohere ResearchContrastive Policy Gradient: Aligning LLMs on sequence-level scores in a supervised-friendly fashionCohere ResearchInvestigating Continual Pretraining in Large Language Models: Insights and ImplicationsCohere NewsIstio Brings Future Ready Service Mesh to the AI Era with New Ambient Multicluster, Gateway APICncf Products & ServicesLlama 4 Scout 17B 16E Instruct API & PricingVercel