Tag: GPU utilization
Health Checks for GPU-Backed LLM Services: Preventing Silent Failures
Tamara Weed, Mar, 9 2026
Silent failures in GPU-backed LLMs cause performance drops without crashing-costing money and trust. Learn the key metrics to monitor, how health checks differ across platforms, and how to build a simple, effective system to catch problems before users do.
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How to Choose Batch Sizes to Minimize Cost per Token in LLM Serving
Tamara Weed, Nov, 24 2025
Learn how to choose batch sizes for LLM serving to cut cost per token by up to 87%. Real-world examples, optimal batch sizes, GPU limits, and proven cost-saving techniques.
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