Storing and querying for embeddings with Redis
In a previous post, we wrote about using vectorized search and cosine similarity to quickly query a database of blog posts and retrieve the most relevant content to a natural…
21/03/2023
Using Bing Search to ground LLM responses
We often get the question to build an assistant based on the content of a website. These assistants often get implemented in one of two ways:
- Turn-based chat assistant: user can ask a question and follow-up questions
- Enhanced search: user asks a questions without the option to ask…
19/01/2025 Article Bloggers Geert Baeke
You may be interested in
Using your own message broker with Diagrid Catalyst
In a previous post, I wrote about Diagrid Catalyst. Catalyst provides services like pub/sub and state stores to support the developer in writing distributed applications. In the post, we discussed…17/09/2024Using Integrated Vectorization in Azure AI Search
The vector search capability of Azure AI Search became generally available mid November 2023. With that release, the developer is responsible for creating embeddings and storing them in a vector…28/11/2023DNS Options for Private Azure Kubernetes Service
When you deploy Azure Kubernetes Service (AKS), by default the API server is publicly made available. That means it has a public IP address and an Azure-assigned name that’s resolvable…01/07/2021Writing your first flow with Prompt Flow in Visual Studio Code
In this blog post, we will create a flow with Prompt Flow in Visual Studio Code. Prompt Flow is a suite of development tools to build LLM-based AI applications. It…12/12/2023Learn to use the Dapr authorization middleware
Based on a customer conversation, I decided to look into the Dapr middleware components. More specifically, I wanted to understand how the OAuth 2.0 middleware works that enables the Authorization…23/06/2022Create a Copilot declarative agent that calls an API with authentication
In a previous post, we looked at creating a Copilot declarative agent. The agent had one custom action that called the JSONPlaceholder API. Check that post for an introduction to…05/11/2024Draft 2 and Ingress with Web Application Routing
If you read the previous article on Draft 2, we went from source code to deployed application in a few steps: az aks draft create: creates a Dockerfile and Kubernetes…03/06/2022Retrieval with the Azure OpenAI Assistants API
In two previous blog posts, I wrote an introduction to the Azure OpenAI Assistants API and how to work with custom functions. In this post, we will take a look…10/02/2024Trying out WebAssembly on Azure Kubernetes Service
Introduction In October 2021, Microsoft announced the public preview of AKS support for deploying WebAssembly System Interface (WASI) workloads in Kubernetes. You can read the announcement here. In short, that…18/10/2021Kubernetes Blue-Green deployments with Argo Rollouts
In this post, we will take a look at / blue-green deployments in Kubernetes. With blue-green deployments, you deploy a new version of an application or service next to the…01/11/2021Creating an agent with Hugging Face smolagents and Azure OpenAI
Artificial Intelligence (AI) agents have garnered significant attention, with numerous posts discussing them on platforms such as LinkedIn and X/Twitter. In that sense, this post is not different. Instead of…27/01/2025