Create an AI Assistant with your own data

The current large language models, like GPT-4, GPT-4 Turbo and GPT-4o are great when you need some output generated based on data you feed in the prompt. Even the small language models, like Phi-3, are doing a great job at this. However, these models often don’t know a lot about the data within your company. Because of this, they can’t do a good job at answering questions that required data from your organization. Read more →

Let Azure API Management its identity authenticate with your backend services

Aside from Azure Traffic Manager, Azure Functions, and Azure Service Bus, Azure API Management (APIM) is one of my favourite services to use in just about any solution. A useful little nugget for APIM is it’s able to have its own Managed Identity. You can choose to use a System Managed Identity or a User Managed Identity. Both options have pros and cons. When you have configured APIM with a managed identity, this identity can be used to authenticate with the backend services. Read more →

Create and configure Azure Traffic Manager using Bicep

There are a ton of useful Azure resources, and one that I don’t read or hear a lot about is Azure Traffic Manager. According to the docs: Azure Traffic Manager is a DNS-based traffic load balancer. This service allows you to distribute traffic to your public facing applications across the global Azure regions. Traffic Manager also provides your public endpoints with high availability and quick responsiveness. Meaning it’s a very good service to make sure the requests to your backend are routed to the backend that’s able to respond the fastest. Read more →

Use Azure API Management (APIM) to rewrite a response

Have you ever been on a project where an API returns a response that you can’t, or don’t want to, handle in your own application? Or a customer asks to generate a different response? Yeah, me neither… If you ever come across a project, where they want you to return a response like this: HTTP/1.1 200 OK Connection: Keep-Alive Transfer-Encoding: chunked Content-Type: application/json Date: Wed, 10 Jan 2024 20:59:21 GMT { "error": 404, "status": "NotFound", "description": "Could not find the object" } This post is for you! Read more →

Adding Open AI to an existing solution with Semantic Kernel

For those of you who are reading my posts from time to time, you probably know one of my side projects is a URL minifier solution. It’s one of those services which I’ve created to learn about specific Azure services. I’m still making improvements to it and sometimes adding new features to it altogether. With the focus on AI and large language models in just about everything nowadays, it is time for me to add it to the URL minifier too. Read more →