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Google's EmbeddingGemma on AWS Lambda - A Curiosity-Driven Experiment

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

EmbeddingGemma on AWS Lambda

Note: This is a curiosity-driven experiment, not a production recommendation. For real workloads, Amazon SageMaker is the right choice. This project explores what's possible when you push serverless boundaries.

1. The idea

After my BitNet Lambda experiment, I kept thinking: what about embeddings? I had text generation working on Lambda, but what about the other half of modern AI applications?

Google's EmbeddingGemma caught my attention—300M parameters, multilingual, designed for efficiency. Could it work on Lambda? Only one way to find out.

So I fired up Amazon Q Developer and started experimenting.