SageMaker AI is not the right way to use LLMs
If you’ve ever struggled juggling different APIs to interact with multiple LLM providers, Amazon Bedrock’s Converse API might just become your new favorite tool. This post breaks down how you can use a single structured message format to talk to any supported model—from Claude 3 to Amazon Nova.
We’ve created a hands-on video that walks you through:
- How to set up your Bedrock runtime client using Python and boto3
- The Converse API for simple one-shot queries
- The ConverseStream API to enable real-time streaming outputs
- Testing across various models using a single syntax
🎯 Why should you watch the video? Because seeing these APIs in action — especially streamed model responses — makes the benefits instantly clear. Plus, we compare multiple models head-to-head using the same prompt, which is super handy if you’re trying to decide which one to use.
Here is the code:
