A governance guide for shared Amazon SageMaker HyperPod clusters reports that AccessDenied errors on training jobs are almost always caused by a missing or misaligned IAM permission at the project lev…
Google consolidated its cloud migration and modernization tools under a new Google Cloud Modernize umbrella, adding an EKS-to-GKE Migration Agent that analyzes Amazon EKS environments, translates Kube…
A developer used Anthropic's Claude as a pair engineer to take a Spring Boot application from code to a live deployment on Amazon EKS, documenting the process as a repeatable set of one-script-per-ste…
Uniopen, the digital communication and membership platform from Taiwan's Uni-President Enterprises Group, adapted Amazon Nova 2 Lite to its retail moderation policies using supervised fine-tuning in A…
A September 28, 2026 guide details a cloud-native streaming architecture for SpaceX's Starship telemetry, designed to handle a 30-minute launch burst exceeding 5 Gbps of raw downlink and roughly 2 TB …
Amazon Web Services and Qumulo reported that a SageMaker HyperPod training cluster in the US West (Oregon) Region (us-west-2) reading data remotely from the US East (Ohio) Region (us-east-2) through Q…
Amazon Web Services announced Amazon SageMaker HyperPod Inference Gateway, a Kubernetes-native, GPU-aware routing system that deploys as a single EKS managed addon on existing HyperPod infrastructure …
A developer detailed the operational failures that surface when moving agentic GenAI and MCP servers from local demos to production on AWS, arguing that containerizing MCP servers on ECS or EKS inheri…
A developer documented a step-by-step process for installing Kubeflow on Amazon EKS, using eksctl to provision the cluster, VPC, subnets, and a managed node group in a single command. The guide notes …
NVIDIA's Resiliency Extension (NVRx) can be integrated into PyTorch Fully Sharded Data Parallel training on Amazon Elastic Kubernetes Service to cut idle GPU time, with synchronous checkpointing consu…
CAST AI's guide to Karpenter best practices for production clusters on Amazon EKS details 10 configuration tips, including running the controller on dedicated nodes, using mutually exclusive NodePools…
The Python Software Foundation (PSF) reported that its AWS spending increased 69% from July 2025 to July 2026, driven by growth in Python usage and AI agents installing packages, after eight years of …
A developer proposes NEXUS (Mesh Intelligence Hub), an architecture combining an LLM agent with an Istio service mesh on Amazon EKS to enforce read-only access and explicit deny policies, preventing A…
Kagent, an open-source Kubernetes operator for AI agents, lets users define agents as custom resources and reconcile them into running workloads, with the operator owning the workload, reasoning loop,…
Amazon Web Services (AWS) announced that Amazon Bedrock AgentCore Observability now supports monitoring AI agents deployed on-premises or in multi-cloud environments, including Google Cloud Platform (…
Moonshot AI released Kimi K3, a 2.8 trillion parameter Mixture of Experts (MoE) model, on July 27, 2026, making it the first open-weight system to reach the 3 trillion parameter class. The model requi…
A developer built a production-safe AI remediation firewall for Amazon EKS, demonstrating how to spread a service across simulated availability zones so that losing an entire zone drops zero requests.…
Karpenter v1.14.0 can autoscale GPU inference on Amazon EKS by provisioning spot GPU nodes on demand, bin-packing a vLLM v0.25.1 model server, and deleting nodes when traffic drops, eliminating static…
Modern QA teams must master AWS to test cloud-native, microservices, serverless, containerized, and AI-driven applications. The guide covers architecture, key services, workflows, security, cost, obse…
Couchbase built a multi-model AI architecture for its Capella iQ developer assistant using Amazon Bedrock, adopting Anthropic's Claude family of models to support database query generation, index reco…