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162 summarised stories about AWS, each linking back to the original source. Browse all topics →

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Friday, 25 September 2026

Accelerate multimodal RL training with SkyRL on Amazon SageMaker HyperPod

Amazon Web Services 2 weeks ago 43 ● 2 sources

Amazon SageMaker HyperPod runs SkyRL on a Ray cluster to post-train a Qwen3-VL-8B vision-language model with GRPO for maze navigation while using checkpointing and automatic node replacement to survive hardware failures. The maze solve rate increases from 43.75% to more than 95% on a fixed 64-maze evaluation set. The setup changes to colocate vLLM rollout generation and FSDP policy training on the same GPUs with LoRA adapter syncing through /shared storage on HyperPod.

Multi-Region training with Amazon SageMaker HyperPod and Qumulo

Amazon Web Services 2 weeks ago 21 ● 2 sources

SageMaker HyperPod was paired with Qumulo Cloud Native Qumulo and Cloud Data Fabric so training compute in one AWS Region can read datasets stored in another Region without replicating the data or changing training code. In a cross-Region test using a 1.02 billion-parameter LLaMA v3 setup with hub data in us-east-2 and a spoke in us-west-2, the spoke reached the hub’s throughput of about 115–117 samples per second after warming despite 60 ms network latency. After the initial NeuralCache warmup, remote-region training converged to single-region performance with sub-5 ms cached data operations and GPU utilization near the co-located baseline.

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