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Running 1.58-bit LLMs on AWS Lambda - When Serverless Meets Extreme Quantization

· 6 min read
Manu Mishra
Solutions Architect & Applied Software Engineer

BitNet on AWS Lambda

What you'll learn (tl;dr) In ~12 minutes you'll see how to deploy Microsoft's BitNet 1.58-bit quantized LLM on AWS Lambda, the container-based architecture, and performance benchmarks across different memory configurations using the microsoft/bitnet-b1.58-2B-4T model.

Big idea: 1.58-bit quantization enables LLM deployment on Lambda's CPU infrastructure. At ~1.1GB, the model fits within Lambda's constraints for serverless AI inference.