Amazon Web Services
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AWS adds model caching to cut SageMaker HyperPod inference cold starts
The generally available feature can make cached pods available in seconds, although the first download, per-node storage cost and stale-cache risks remain.
4 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…
4 min read
AWS expands Bedrock and AgentCore with million-token context, 14-day agent sessions
The August update combines longer-context OpenAI models, geographically controlled inference, persistent agent infrastructure, GovCloud expansion and a path from robot training to physical deployment.
3 min read
How AWS designed lifecycle policies for Amazon Bedrock AgentCore memory
A nightly AWS workflow combines TTL expiration, relevance scoring, LLM-based consolidation, regression testing, and deletion controls to keep long-running agents’ memories useful, auditable, and manageable.
9 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…
10 min read
How NVIDIA Cosmos 3 and SageMaker HyperPod Power a Physical AI Model Factory
AWS outlines a persistent, shared GPU architecture for synthetic data generation, distributed post-training, and closed-loop evaluation, with end-to-end GPU goodput—not isolated job throughput—as the central operating…
13 min read
OpenAI GPT-5.6 reaches Australian Amazon Bedrock Regions through global inference
AWS has opened access to GPT-5.6 Sol, Terra, and Luna through Amazon Bedrock endpoints in Sydney and Melbourne, with three API paths, prompt caching, federated Codex…
8 min read
Inside Jamf’s near-real-time controls for per-user Amazon Bedrock spending
Jamf’s production architecture turns Bedrock invocation logs into daily per-user cost estimates, then uses scheduled Lambda processing and IAM Customer Managed Policies to apply tiered model…
8 min read