AWS AI Infrastructure: Inferentia2 vs Trainium vs GPU for Production Workloads

Your AI model runs great on a GPU instance in development. You deploy to production. Then finance asks why you’re spending $15,000/month on compute when AWS says their custom chips cost 70% less. You investigate Inferentia2, discover it requires model compilation, and the tradeoff analysis becomes complicated fast. AWS offers three hardware paths for AI […]

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