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AIAI-generated summary NVIDIA introduces Alpamayo 2 Edge, an adaptive reasoning vision-language-action model designed for real-time operation on NVIDIA DRIVE AGX Thor. NVIDIA says the model improves closed-loop driving performance by 48.9% through reinforcement learning in NVIDIA AlpaGym.

AIAI-generated summary NVIDIA introduces NVIDIA Snapshot as an open-source component of the NVIDIA DSX AI Factory Platform to restart and restore GPU workloads on Kubernetes in seconds. NVIDIA says the system captures fully initialized CPU and GPU memory states for tools like vLLM, SGLang, and NVIDIA TensorRT LLM to skip cold starts.

AIAI-generated summary NVIDIA says open source Agent Substrate pairs with NVIDIA Dynamo and KAI Scheduler in the NVIDIA DSX AI factory platform to coordinate agent execution, inference, and shared cluster resources. NVIDIA says Agent Substrate is an open-source, security-hardened, zero-trust runtime for sandboxed agents, engineered to safely run millions of agents and tools with 10x higher density than standard containers.

AIAI-generated summary Black Forest Labs offers the FLUX 3 Image Klein model trained on NVIDIA GB200 NVL72 and optimized for NVIDIA GPUs. NVIDIA says combined optimizations delivered up to 3.46x faster text-to-image generation and 4.45x faster image-to-image generation for FLUX 3 Image Klein Base.

AIAI-generated summary NVIDIA discusses the Reshard collective to address weight refit challenges during reinforcement learning post-training when running inference and training in parallel on separate GPU resources. NVIDIA states that NCCL M2N Reshard is available as an open source reference implementation through the NVIDIA/nccl-extensions GitHub repository.

AIAI-generated summary NVIDIA released the NVIDIA DSX AI Factory Platform and NVIDIA DSX OS as open source software licensed under Apache 2.0 to help configure and maintain accelerated Kubernetes infrastructure. NVIDIA says the open source software layer includes tools such as AICR, NVCRE, and NVSentinel to manage cluster baselines, workload validation, and ongoing health monitoring.

AIAI-generated summary NVIDIA says its Vera Rubin NVL72 delivers up to thirty times the throughput per megawatt of GB300 NVL72 at one hundred sixty tokens per second per user on SemiAnalysis AgentX. NVIDIA says NVFP4 reduces the model footprint by approximately three point five times relative to FP16 and one point eight times relative to FP8.

AIAI-generated summary NVIDIA says the NVIDIA Factory Operations Blueprint provides a reference architecture for adding a factory manager agent to existing factory systems. NVIDIA says developers can connect data and tools, configure specialized agents, and define which decisions require operator review.

AIAI-generated summary NVIDIA released Cosmos, a platform of world foundation models and development tools designed to address physical AI challenges. NVIDIA says Cosmos Framework provides agent skills and recipes for training, while Cosmos NIM microservices support GPU-accelerated serving.

AIAI-generated summary NVIDIA releases NVIDIA CUDA 13.5 to deliver general availability for NVIDIA Vera Rubin support across major new platforms. NVIDIA says the update provides innovations across libraries, compilers, NVIDIA CUDA Tile, and developer tools to improve scheduling and performance.

AIAI-generated summary NVIDIA releases NVIDIA Recovery, an open-source, workload-level service that automates recovery across a cluster's training jobs around the clock. NVIDIA says the automated recovery loop handles concurrent interruptions, reduces manual intervention, and helps sustain training goodput.