gradio-tools VS aws-cdk

We leverage Transformers Agent to generate an image to accompany a talk. This was a bit tricky to get going because the example I was working from uses gradio_tools which seems like a great library for LLM agents using Python, however it requires Python 3.8 or greater and the Docker image we were using was last built a year ago on Ubuntu 18 which uses Python 3.6. This is a very frustrating class of problem to have and I spent about a day trying to find a substitute image to work with or (ugh) upgrade Python in our base image. Ultimately I rebuilt the same image using Ubuntu 22 and Python 3.9 and that worked out for us, but it was a bit of a journey to get there.

Gradio tools is an open source library that lets you combine an LLM agent with any gradio app, and it integrates with Langchain. Honestly I can see so many use cases with something like this, just not enough time to build 😢 [Link]

https://github.com/aws/aws-cdk#at-a-glance is the "generate cloudformation using code," and is the AWS version of troposphere as best I can tell

environment: Specifies the environment variable that will be available to our Lambda function. In this case I wrote an environment for RDS Database. Anyway, later I will write about AWS CDK using Python for creating database clusters, etc.

Today, I will show you how to build Amazon Location Service, which allows you to build location-based applications within your AWS environment using AWS Cloud Development Kit (AWS CDK) and AWS CloudFormation. I will also show examples of the recently popular CDK Migrate and AWS CloudFormation IaC generator.

AWS Cloud Development Kit (CDK): is an open-source software development framework to define your cloud application resources using familiar programming languages.

I am not one to build programming languages on a whim. In fact, I've spent the last five years building the AWS CDK, which is a multi-language library that addresses some of the challenges I am talking about by allowing developers to define cloud infrastructure using their favorite programming language.

I recently started exploring SST as an alternative to my favorite full-stack set consisting of Projen, AWS CDK, and React. I have been thoroughly impressed with the experience so far. In this article, I will demonstrate how to create a Next.js App Router S3 Picture Uploader using SST.

AWS CDK

For KMS 🔑, Each key is ~$1/mo, and with CDK, keys are generated on a massive scale, if not centralized.

Here is a github repository containing the code and instructions on how to automate this whole setup using AWS CDK.

Now that you have a working smart contract event listener, we'll deploy the resources to AWS using AWS CDK, which is an Infrastructure as Code (IaC) tool. AWS CDK allows you to configure, deploy, and manage AWS cloud resources using popular programming languages such as TypeScript.