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Home/Cloud & DevOps/Reviving a RAG assistant: Overcoming memory leaks on 512MB RAM free tier
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Reviving a RAG assistant: Overcoming memory leaks on 512MB RAM free tier

A few weeks ago, I had a classic "works on my machine" moment. I had built a nice RAG prototype locally using Ollama and PyTorch. But when I tried to deploy it for staging on a Render free-tier instance (which has a brutal 512MB RAM limit), the server instantly crashed with Out-Of-Memory (OOM) error

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