… Nemotron 3 Ultra is available through an ecosystem of partners: Model customization services: Applied Compute , Prime Intellect , Unsloth Inference software: SGLang , TRT-LLM , vLLM Cloud service providers: Amazon SageMaker JumpStart , Google Cloud, Microsoft Foundry , Oracle Cloud Inference servic… …
… The challenge of numerical disagreement in RL RL pipelines typically use separate engines: vLLM for rollouts and NVIDIA Megatron Core for training. …
… At this stage, you can inspect how the policy behaves when its own actions affect the next state of the environment. uv run alpasim wizard deploy=local topology=1gpu driver=alpamayo1 CLRL wizard.log dir=$PWD/tutorial alpamayo CLRL scenes.scene ids= clipgt-9ea70552-6dcb-4ee8-a368-9a906a333f6e A clos… …
… Post-training datasets : 40 million new supervised and alignment samples, covering reasoning, instruction following, coding, safety, and multi-step agent tasks across supervised fine-tuning, preference data, and RL trajectories about 7 million used directly for SFT RL tasks and environments : Inter… …
… Inference service providers such as Baseten , Canonical , Clarifai , DeepInfra , Eigen AI , fal.AI, FriendliAI , and Fireworks AI . NVIDIA Cloud Partners, including Bitdeer AI , Crusoe , DigitalOcean , GMI Cloud , Lightning AI , Nebius , Together AI, and Vultr . …
… Scaling your runs AlpaSim adapts to fit your hardware configuration through coordination and parallelization of services, efficiently facilitating large test suites, perturbation studies, and training. alpasim wizard +deploy=local scenes.test suite id=public 2507 ex failures wizard.log dir=$PWD/tut… …
… Discuss 0 Discuss 0 Tags Agentic AI / Generative AI | Networking / Communications | Telecommunications | NeMo | TensorRT-LLM | Intermediate Technical | Tutorial | AI Agent | featured | Retrieval Augmented Generation RAG | Training AI Models About the Authors About Aiden Chang Aiden Chang is a solut… …
Agentic AI / Generative AI How to Eliminate Pipeline Friction in AI Model Serving May 12, 2026 By Lovina Dmello Discuss 0 Discuss 0 L T F R E AI-Generated Summary Like Dislike Pipeline friction in AI model serving arises from issues like model export problems, unsupported operations, dynamic input … …
… It expresses all roles in a single PodCliqueSet: apiVersion: grove.io/v1alpha1 kind: PodCliqueSet metadata: name: inference-disaggregated spec: replicas: 1 template: cliqueStartupType: CliqueStartupTypeExplicit terminationDelay: 30s cliques: - name: router spec: roleName: router replicas: 2 podSpec… …
… Running a model After the image is built and the container is started, you can go to the app directory, /app/dl-lowlat-infer , and run, for example, 10-second executions of a single instance of the small model using the persistent algorithm: ./nvLstmInf lstm s data/lstm s data/lstm s.npy 10 Run fou… …