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How to Scale vLLM and Avoid Out-of-Memory Errors

Technical context Infrastructure

The AI21 Labs team shared their experience optimizing vLLM – a popular tool for deploying language models that often faces critical errors due to RAM shortages when scaling.

AI21 Labswww.ai21.com Feb 6, 2026

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