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A growing collection of articles on AI: big questions, useful tools, and ideas that stay with you.

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Glowing braided data conduits pass through a routing junction and branch toward illuminated memory modules in several physical server racks inside a data center.
AI Infrastructure4 min read

Amazon SageMaker adds prefix-aware routing to cut LLM response latency

The largest AWS-reported gains came from long-context workloads with substantial shared prefixes, while effective cache reuse still depends on workload shape and prefix caching in the…

Sep 10, 2026
4 min read
AI-generated editorial illustration: An industrial data center at dusk, a robotic arm carefully rearranging plain unmarked server modules.
AI Infrastructure10 min read

HyperPod InstantStart Turns Complex SageMaker Operations Into Guarded Agent Workflows

The open-source control plane gives infrastructure teams a web interface, REST APIs and an AI agent backed by the same validation, reconciliation and persisted state for…

Sep 06, 2026
10 min read