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Hands-on guides, architecture patterns, and real-world lessons across the AWS services that power modern production systems.
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AWS, end to end
From the compute layer to identity, networking, and observability — the services I write about most.
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Latest AWS articles
SageMaker HyperPod simplifies Slurm provisioning with AMIs
SageMaker HyperPod's continuous provisioning now supports AMI-based node configuration, reducing setup complexity for Slurm clusters.
SageMaker Data Lineage Now Supports IAM Domains
SageMaker Unified Studio adds OpenLineage support for IAM-based domains, but with caveats.
SageMaker Studio integrates Hugging Face: Faster ML, fewer quotas
One-click deployment from Hugging Face to SageMaker Studio bypasses manual setup and quota requests for select instances.
SageMaker HyperPod splits LLM inference for better latency
Disaggregated Prefill and Decode (DPD) separates LLM inference phases onto dedicated GPU pools, aiming for consistent per-token latency.
SageMaker Studio Adds Terraform Support for IaC
Provisioning SageMaker Unified Studio domains now integrates with Terraform, simplifying infrastructure-as-code workflows.