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Optimize hosting DeepSeek-R1 distilled models with Hugging Face TGI on Amazon SageMaker AI

AWS Machine Learning - AI

Additionally, SageMaker endpoints support automatic load balancing and autoscaling, enabling your LLM deployment to scale dynamically based on incoming requests. Optimizing these metrics directly enhances user experience, system reliability, and deployment feasibility at scale. xlarge across all metrics.

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What Is Observability? Key Components and Best Practices

Honeycomb

Observability starts by collecting system telemetry data, such as logs, metrics, and traces. To gain a more complete picture, observability tools collect data from various components of the software system: logs, metrics, and traces (typically considered the “three pillars of observability” but don’t get us started on that rant ).

Metrics 126
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Curbing Connection Churn in Zuul

Netflix Tech

It seems like a minor change, but it had to be seamlessly integrated into our existing metrics and connection bookkeeping. We had discussed subsetting many times over the years, but there was concern about disrupting load balancing with the algorithms available. Subsetting Success The results were outstanding.

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NetOps for Application Developers: Understanding the Importance of Network Operations in Modern Development

Kentik

As these applications scale, and engineering for reliability comes into the forefront, DevOps engineers begin to rely on networking concepts like load balancing, auto-scaling, traffic management, and network security.

Network 64
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Observability versus monitoring in software development

CircleCI

“Observability” and “monitoring” are two words that can perplex even experienced software engineers. New developers coming into a software engineering or operations role can find it challenging to understand the difference between observability and monitoring. As software has evolved, so has observability.

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Sponsored Post: PerfOps, InMemory.Net, Triplebyte, Etleap, Stream, Scalyr

High Scalability

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Leverage this data across your monitoring efforts and integrate with PerfOps’ other tools such as Alerts, Health Monitors and FlexBalancer – a smart approach to load balancing.

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Sponsored Post: PerfOps, InMemory.Net, Triplebyte, Etleap, Stream, Scalyr

High Scalability

Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Leverage this data across your monitoring efforts and integrate with PerfOps’ other tools such as Alerts, Health Monitors and FlexBalancer – a smart approach to load balancing.