Roy Kim is a Microsoft MVP and independent solutions architect specializing in Azure, AI, SharePoint, and Microsoft 365. With extensive enterprise experience, he designs and delivers secure cloud solutions including Azure Kubernetes architectures, operational infrastructure, and cloud security best practices. Roy has been a Microsoft MVP since 2017 and focuses on achieving real business outcomes through modern cloud platforms.
11 articles from this blog
A technical guide on deploying the KAITO RAG Engine for AI-powered retrieval-augmented generation on Azure Kubernetes Service (AKS).
Explains how to use the KAITO RAG Engine on Azure Kubernetes Service to build a Retrieval-Augmented Generation (RAG) system for querying private documents with LLMs.
A tutorial on building a chatbot UI with Streamlit to interact with a language model inference service deployed on Azure Kubernetes (AKS) using KAITO.
A technical guide to installing KAITO v0.8.x on Azure Kubernetes Service to run the Phi-4 language model for AI inference.
A guide to deploying and comparing open-weight LLM families (DeepSeek, Falcon, Llama, etc.) using the KAITO operator on Azure Kubernetes Service (AKS).
A developer shares a fix for the 'Failed to connect to the remote extension host server' error in VS Code when reconnecting to WSL after sleep.
Troubleshooting guide for resolving 'Unauthorized' and 'DeploymentNotFound' errors in an Azure AI Search indexer connecting to Blob Storage and OpenAI.
A guide to using the Azure Naming Terraform module for generating consistent and unique resource names in Azure infrastructure deployments.
A technical review and code example for deploying Azure Kubernetes Service using the new Azure Verified Module for Terraform.
Analyzing how the Azure Verified Module for AKS aligns with the Well-Architected Framework's pillars for secure, reliable, and cost-optimized Kubernetes deployments.
Explains how to configure Azure Storage Account firewalls and virtual networks using the Azure Verified Module for Terraform.
