The art of simplicity

GitHub Copilot CLI is my 'go-to' coding agent when I work directly from your terminal. It understands my codebase, proposes edits, runs commands, and helps me move faster without leaving the command line. As I care about privacy, offline workflows, or custom model experimentation, I decided to try Copilot CLI entirely on local LLMs using Ollama. No cloud dependency. No API keys. Just my machine, a local model and my workflow. In this post, I’ll walk through how to set it up, and how to use it effectively. Why combine Copilot CLI with Ollama? Copilot CLI gives you a powerful agentic interface for your codebase. Ollama gives you a fast, local model runtime with support for dozens of open models. Together, you get: Local-first AI coding:  keep your code and prompts on your machine Predictable performance:  no rate limits or network delays Model flexibility : swap between Qwen, Llama, Mistral, Gemma, and more Agentic workflows:  Copilot CLI can edit...

Yesterday I tried deploying a Docker image to Azure Container Apps and hit a wall with a cryptic error about an invalid operating system.  It took me a lot of time to find the root cause and fix it.Here's what happened, why it happens, and the exact command to fix it. The error After pushing an image to Azure Container Registry and pointing a Container App at it, the deployment failed with this message: Selected tag uses an invalid operating system ''. Error when deploying an Azure Container App image. The error is frustrating because it gave me almost nothing to work with; an empty string where the OS name should be. The image built and pushed just fine, so what's going on? Root cause The culprit is provenance attestation — a feature that Docker BuildKit enables by default when using docker buildx . When provenance is enabled, Docker generates an extra manifest layer containing build metadata. This results in a multi-platform image manifest (an OCI image i...

Security vulnerabilities in your dependencies are one of those things where I know that I should address them promptly, but the process of hunting down the right package version, understanding the scope of the issue, and making the change without breaking anything can turn a five-minute fix into a frustrating rabbit hole. With the Visual Studio March 2026 update, that workflow just got a whole lot smoother. GitHub Copilot can now help you fix NuGet package vulnerabilities directly from Solution Explorer, turning what used to be a manual research task into a guided, in-editor experience. What's new? When Visual Studio detects a vulnerability in one of your NuGet packages, you'll now see a Fix with GitHub Copilot link alongside the vulnerability notification in Solution Explorer. One click is all it takes to kick off the process: Copilot analyzes the vulnerability, identifies the appropriate dependency updates, and implements them for you — without disrupting the rest of y...

With the Data API builder, you can easily generate an API on top of an existing database. However typing out the configuration settings in the dab-config.json isn't much fun. The auto-entities features I talked about before can certainly help, but that is not always the right solution. With the integrated GUI in the MSSQL extension for Visual Studio Code, you can replace the manual JSON configuration with a visual interface that handles entity selection, CRUD permission mapping, API type targeting, and Docker-based local deployment — all without leaving the editor. This post covers exactly what the UI does, what it generates, and where it falls short. Entry points The DAB configuration view is accessible from two places: Object Explorer — right-click a database node → Build Data API (Preview)... Schema Designer — Design API button (top-right toolbar) or the Backend icon in the left panel Both open the same configuration surface. Entity selection Tables a...

While creating a workflow system with the Microsoft Agents SDK, I encountered the following error message when testing my workflow: System.InvalidOperationException: Cannot use a Workflow that is already owned by another runner or parent workflow. at Microsoft.Agents.AI.Workflows.Workflow.TakeOwnership(...) at InProcessRunnerContext..ctor(...) at InProcessRunner.CreateTopLevelRunner(...) It's cryptic if you haven't seen it before. But once you understand the ownership model, the fix is straightforward. What's actually happening .NET workflow runtimes treat workflow instances as stateful, non-reentrant objects. When a runner picks up a workflow, it takes exclusive ownership of that instance. No other runner — and no parent workflow — is allowed to touch it while that ownership is held. This is by design. Workflows accumulate state as they execute, and allowing two runners to share that state simultaneously would corrupt it. The runtime enforces ow...

Data API builder 2.0 (currently in public preview) is a major release focused on MCP and AI integration. Among its headline features is the ability to expose stored procedures as custom MCP tools , making them discoverable and callable by AI agents. No glue code, no middleware, no extra plumbing. In this post I'll walk through how the feature works, and show a practical example: wiring up a full-text search stored procedure as its own dedicated tool that any MCP client can discover and call by name. The idea: a dedicated search tool By default, DAB's SQL MCP Server exposes tables and views through generic DML tools — things like list_books , get_book , and so on. These are useful for straightforward CRUD, but they're not designed for complex operations like full-text search. With custom-tool: true , you can go further. Set that flag on a stored-procedure entity and DAB dynamically registers the procedure as a named, purpose-built tool in tools/list . The AI agent di...