Running Ray on Kubernetes by hand means juggling pods, autoscaling and upgrades yourself. KubeRay from is an open-source operator that manages Ray apps with RayCluster, RayJob and RayService resources, including fault tolerance and zero-downtime upgrades. It works with Prometheus, Grafana,...
October 23, 2026 at 12:18 AM
Running Ray on Kubernetes by hand means juggling pods, autoscaling and upgrades yourself. KubeRay from is an open-source operator that manages Ray apps with RayCluster, RayJob and RayService resources, including fault tolerance and zero-downtime upgrades. It works with Prometheus, Grafana,...
Join my free Microsoft Reactor livestream on Oct. 15 at 11 AM PDT.
We'll use GitHub Copilot to work through a repo, then run Qwen on an NVIDIA T4 with Ray and KubeRay on #AKS. I'll show the GPU check, jobs, and metrics.
Sign up: developer.microsoft.com/en-us/reacto...
We'll use GitHub Copilot to work through a repo, then run Qwen on an NVIDIA T4 with Ray and KubeRay on #AKS. I'll show the GPU check, jobs, and metrics.
Sign up: developer.microsoft.com/en-us/reacto...
From GitHub to GPU: Build an Open Source AI App with Copilot, Azure Linux, and AKS | Microsoft Reactor
Learn new skills, meet new peers, and find career mentorship. Virtual events are running around the clock so join us anytime, anywhere!
developer.microsoft.com
October 15, 2026 at 3:13 AM
Join my free Microsoft Reactor livestream on Oct. 15 at 11 AM PDT.
We'll use GitHub Copilot to work through a repo, then run Qwen on an NVIDIA T4 with Ray and KubeRay on #AKS. I'll show the GPU check, jobs, and metrics.
Sign up: developer.microsoft.com/en-us/reacto...
We'll use GitHub Copilot to work through a repo, then run Qwen on an NVIDIA T4 with Ray and KubeRay on #AKS. I'll show the GPU check, jobs, and metrics.
Sign up: developer.microsoft.com/en-us/reacto...
"Amazon SageMaker HyperPod now supports Ray for distributed ML workloads on EKS, improving workflow efficiency and resilience. 🚀🛠️ #AWS #SageMaker #Ray #ML"
Introducing new Ray capabilities on SageMaker HyperPod | Amazon Web Services
Amazon SageMaker HyperPod now offers managed Ray support on Amazon EKS. Create and monitor Ray clusters, connect JupyterLab and Code Editor notebooks to live clusters, get out-of-the-box observability, and run resilient distributed training and accelerated inference from SageMaker Studio, all with open-source KubeRay and standard Ray APIs.
aws.amazon.com
September 14, 2026 at 6:39 AM
"Amazon SageMaker HyperPod now supports Ray for distributed ML workloads on EKS, improving workflow efficiency and resilience. 🚀🛠️ #AWS #SageMaker #Ray #ML"
AWS and NVIDIA are pushing AI infrastructure integration further.
AWS integrated Ray with SageMaker HyperPod via KubeRay, maintaining Ray APIs while enhancing with node health monitoring and storage features. NVIDIA expanded Vera Rubin and Groq 3 LPX for faster inference…
Read more on Kimbodo:
AWS integrated Ray with SageMaker HyperPod via KubeRay, maintaining Ray APIs while enhancing with node health monitoring and storage features. NVIDIA expanded Vera Rubin and Groq 3 LPX for faster inference…
Read more on Kimbodo:
AI Infrastructure, GPUs & Deployment — August 24, 2026
What Happened Multiple vendor and cloud announcements during 2026 tightened the integration between AI software stacks, cloud managed services, and purpose-built hardware for agentic and large‑context inference workloads: AWS integrated…
kimbodo.com
August 27, 2026 at 9:54 PM
AWS and NVIDIA are pushing AI infrastructure integration further.
AWS integrated Ray with SageMaker HyperPod via KubeRay, maintaining Ray APIs while enhancing with node health monitoring and storage features. NVIDIA expanded Vera Rubin and Groq 3 LPX for faster inference…
Read more on Kimbodo:
AWS integrated Ray with SageMaker HyperPod via KubeRay, maintaining Ray APIs while enhancing with node health monitoring and storage features. NVIDIA expanded Vera Rubin and Groq 3 LPX for faster inference…
Read more on Kimbodo:
The latest update for #Kubex includes "#Kubernetes Resource Optimization Platforms: Top Vendor Comparison" and "Inference Optimization Techniques. Ray vs. vLLM vs. KubeRay".
#FinOps #DevOps #Cloud https://opsmtrs.com/2XklwqM
#FinOps #DevOps #Cloud https://opsmtrs.com/2XklwqM
Densify
Densify is a predictive analytics engine that removes the guesswork from optimizing cloud and container environments.
opsmtrs.com
August 26, 2026 at 4:02 AM
The latest update for #Kubex includes "#Kubernetes Resource Optimization Platforms: Top Vendor Comparison" and "Inference Optimization Techniques. Ray vs. vLLM vs. KubeRay".
#FinOps #DevOps #Cloud https://opsmtrs.com/2XklwqM
#FinOps #DevOps #Cloud https://opsmtrs.com/2XklwqM
AWS SageMaker HyperPod adds managed Ray support on Amazon EKS, allowing Ray cluster creation, monitoring, notebook connections, and distributed training with KubeRay.
August 24, 2026 at 8:55 PM
AWS SageMaker HyperPod adds managed Ray support on Amazon EKS, allowing Ray cluster creation, monitoring, notebook connections, and distributed training with KubeRay.
AWS announced new Ray capabilities on SageMaker HyperPod integrating Ray with HyperPod infrastructure for foundation model training and serving.
Source: AWS Machine Learning Blog
Source: AWS Machine Learning Blog
Introducing new Ray capabilities on SageMaker HyperPod | Amazon Web Services
Amazon SageMaker HyperPod now offers managed Ray support on Amazon EKS. Create and monitor Ray clusters, connect JupyterLab and Code Editor notebooks to live clusters, get out-of-the-box observability, and run resilient distributed training and accelerated inference from SageMaker Studio, all with open-source KubeRay and standard Ray APIs.
aws.amazon.com
August 24, 2026 at 8:10 PM
AWS announced new Ray capabilities on SageMaker HyperPod integrating Ray with HyperPod infrastructure for foundation model training and serving.
Source: AWS Machine Learning Blog
Source: AWS Machine Learning Blog
📰 New article by Nilesh PS, Shreyas Adiyodi, Vishal Shahane
Introducing new Ray capabilities on SageMaker HyperPod
#AWS #AI #MachineLearning
Introducing new Ray capabilities on SageMaker HyperPod
#AWS #AI #MachineLearning
Introducing new Ray capabilities on SageMaker HyperPod
Amazon SageMaker HyperPod now offers managed Ray support on Amazon EKS. Create and monitor Ray clusters, connect JupyterLab and Code Editor notebooks to live clusters, get out-of-the-box observability, and run resilient distributed training and accelerated inference from SageMaker Studio, all with open-source KubeRay and standard Ray APIs.
aws.amazon.com
August 24, 2026 at 7:36 PM
📰 New article by Nilesh PS, Shreyas Adiyodi, Vishal Shahane
Introducing new Ray capabilities on SageMaker HyperPod
#AWS #AI #MachineLearning
Introducing new Ray capabilities on SageMaker HyperPod
#AWS #AI #MachineLearning
📅 Starting next week:
Kuberay: Ali Cloud & GKE Love Ray on Kubernetes Deployment Tool https://ku.bz/xF2Bl9RyC
Kuberay: Ali Cloud & GKE Love Ray on Kubernetes Deployment Tool https://ku.bz/xF2Bl9RyC
August 2, 2025 at 2:31 PM
📅 Starting next week:
Kuberay: Ali Cloud & GKE Love Ray on Kubernetes Deployment Tool https://ku.bz/xF2Bl9RyC
Kuberay: Ali Cloud & GKE Love Ray on Kubernetes Deployment Tool https://ku.bz/xF2Bl9RyC
Python 기반 분산형 병렬 애플리케이션 구축을 위한 Ray 프레임워크를 사용한 Ray on GKE 솔루션 템플릿이 공유되었네요. 해당 부분에 대한 설명 및 Stable Diffusion 을 위해 Ray Serve 를 사용한 추론 예제까지 잘 정리되어 있어서 공유드립니다.
https://cloud.google.com/blog/products/containers-kubernetes/use-ray-on-kubernetes-with-kuberay
https://cloud.google.com/blog/products/containers-kubernetes/use-ray-on-kubernetes-with-kuberay
August 24, 2023 at 11:28 AM
Python 기반 분산형 병렬 애플리케이션 구축을 위한 Ray 프레임워크를 사용한 Ray on GKE 솔루션 템플릿이 공유되었네요. 해당 부분에 대한 설명 및 Stable Diffusion 을 위해 Ray Serve 를 사용한 추론 예제까지 잘 정리되어 있어서 공유드립니다.
https://cloud.google.com/blog/products/containers-kubernetes/use-ray-on-kubernetes-with-kuberay
https://cloud.google.com/blog/products/containers-kubernetes/use-ray-on-kubernetes-with-kuberay
AI-ML on AWS #4 — Building an AI-Ready Amazon EKS Platform with CDK and eksctl (KubeRay Tested) Your AI Platform Gateway — harness the power of LLMs for a wide range of applications. Full IaC a...
#artificial-intelligence #machine-learning #kubernetes #ray-kuberay #amazon-eks
Origin | Interest […]
#artificial-intelligence #machine-learning #kubernetes #ray-kuberay #amazon-eks
Origin | Interest […]
Original post on medium.com
medium.com
April 27, 2026 at 2:59 AM
AI-ML on AWS #4 — Building an AI-Ready Amazon EKS Platform with CDK and eksctl (KubeRay Tested) Your AI Platform Gateway — harness the power of LLMs for a wide range of applications. Full IaC a...
#artificial-intelligence #machine-learning #kubernetes #ray-kuberay #amazon-eks
Origin | Interest […]
#artificial-intelligence #machine-learning #kubernetes #ray-kuberay #amazon-eks
Origin | Interest […]
Running managed Ray on Azure Kubernetes Service A platform for open source AI applications PyTorch is one of the most popular tools for AI model development and tuning. With KubeRay and Ray on AKS,...
#Computers
Origin | Interest | Match
#Computers
Origin | Interest | Match
November 16, 2025 at 7:19 AM
Running managed Ray on Azure Kubernetes Service A platform for open source AI applications PyTorch is one of the most popular tools for AI model development and tuning. With KubeRay and Ray on AKS,...
#Computers
Origin | Interest | Match
#Computers
Origin | Interest | Match
0 and delivering that natively with KubeRay. CNE is an opinionated, platform-enforced policy that strea #AI #redhat
www.redhat.com
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
twp.ai
December 14, 2025 at 3:34 PM
Distributed training deadlocks are tough for ML teams.
Reddit tackled this with smarter Ray job controls and "all-or-nothing" scheduling. They modernized their "Gazette" platform with KubeRay, Kueue, and Google Cloud.
> Blog: www.reddit.com/r/RedditEng...
Reddit tackled this with smarter Ray job controls and "all-or-nothing" scheduling. They modernized their "Gazette" platform with KubeRay, Kueue, and Google Cloud.
> Blog: www.reddit.com/r/RedditEng...
From the RedditEng community on Reddit
Explore this post and more from the RedditEng community
www.reddit.com
December 16, 2025 at 5:30 PM
Distributed training deadlocks are tough for ML teams.
Reddit tackled this with smarter Ray job controls and "all-or-nothing" scheduling. They modernized their "Gazette" platform with KubeRay, Kueue, and Google Cloud.
> Blog: www.reddit.com/r/RedditEng...
Reddit tackled this with smarter Ray job controls and "all-or-nothing" scheduling. They modernized their "Gazette" platform with KubeRay, Kueue, and Google Cloud.
> Blog: www.reddit.com/r/RedditEng...
- Discord has detailed how it rebuilt its machine learning platform after hitting the limits of single-GPU training.
- By standardising on Ray and Kubernetes, introducing a one-command cluster CLI, and automating workflows through Dagster and KubeRay , the company turned distributed training…
- By standardising on Ray and Kubernetes, introducing a one-command cluster CLI, and automating workflows through Dagster and KubeRay , the company turned distributed training…
December 13, 2025 at 8:45 AM
- Discord has detailed how it rebuilt its machine learning platform after hitting the limits of single-GPU training.
- By standardising on Ray and Kubernetes, introducing a one-command cluster CLI, and automating workflows through Dagster and KubeRay , the company turned distributed training…
- By standardising on Ray and Kubernetes, introducing a one-command cluster CLI, and automating workflows through Dagster and KubeRay , the company turned distributed training…
November 21, 2025 at 7:04 PM
August 3, 2026 at 12:59 PM
Putting the final touches on our session at #KubeConNA 🙌
Join us in room 255B at 11:55AM for an introduction to distributed computing with #Ray on #Kubernetes with @mofi.dev 👋🙏
#GoogleCloud #DevRel #Ray #KubeRay
Join us in room 255B at 11:55AM for an introduction to distributed computing with #Ray on #Kubernetes with @mofi.dev 👋🙏
#GoogleCloud #DevRel #Ray #KubeRay
November 15, 2024 at 6:05 PM
Putting the final touches on our session at #KubeConNA 🙌
Join us in room 255B at 11:55AM for an introduction to distributed computing with #Ray on #Kubernetes with @mofi.dev 👋🙏
#GoogleCloud #DevRel #Ray #KubeRay
Join us in room 255B at 11:55AM for an introduction to distributed computing with #Ray on #Kubernetes with @mofi.dev 👋🙏
#GoogleCloud #DevRel #Ray #KubeRay
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
https://www.redhat.com/en/blog/implementing-best-practices-controlled-network-environment-ray-clusters-red-hat-openshift-ai-30
#redhat #openshift #ai #ray #kubernetes #kuberay
https://www.redhat.com/en/blog/implementing-best-practices-controlled-network-environment-ray-clusters-red-hat-openshift-ai-30
#redhat #openshift #ai #ray #kubernetes #kuberay
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
Learn how Red Hat OpenShift AI 3 enhances the controlled network environment for Ray Clusters, providing a production-ready environment for complex AI workloads with robust security. Discover the 3 pillars of the controlled network environment: network isolation, authenticated backend (mTLS), and controlled access.
www.redhat.com
December 13, 2025 at 2:13 AM
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
https://www.redhat.com/en/blog/implementing-best-practices-controlled-network-environment-ray-clusters-red-hat-openshift-ai-30
#redhat #openshift #ai #ray #kubernetes #kuberay
https://www.redhat.com/en/blog/implementing-best-practices-controlled-network-environment-ray-clusters-red-hat-openshift-ai-30
#redhat #openshift #ai #ray #kubernetes #kuberay
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
www.redhat.com/en/blog/impl...
#RedHat #OpenShift #AI #Ray #Kubernetes #KubeRay
www.redhat.com/en/blog/impl...
#RedHat #OpenShift #AI #Ray #Kubernetes #KubeRay
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
Learn how Red Hat OpenShift AI 3 enhances the controlled network environment for Ray Clusters, providing a production-ready environment for complex AI workloads with robust security. Discover the 3 pi...
www.redhat.com
December 13, 2025 at 2:13 AM
Implementing best practices: Controlled network environment for Ray clusters in Red Hat OpenShift AI 3.0
www.redhat.com/en/blog/impl...
#RedHat #OpenShift #AI #Ray #Kubernetes #KubeRay
www.redhat.com/en/blog/impl...
#RedHat #OpenShift #AI #Ray #Kubernetes #KubeRay