Skip to content

Articles

Thoughts on AI, development, and the future of software.

This Week

Agent Harnesses: Why 2026 Isn't About More Agents — It's About Controlling Them

Enterprises average 12 AI agents with only 27% connected. The real engineering challenge isn't building agents — it's the harness that governs them.

AI Software Architecture Multi-Agent Systems DevOps

Agent Hooks: The Secret to Controlling AI Agents in Your Codebase

Instructions alone aren't enforcement. Here's how I built a hook-based system to make AI agents respect layer boundaries, mock policies, and architecture rules—before code ever hits CI/CD.

AI DevOps GitHub Copilot Software Architecture Developer Experience

Agentic DevOps: Building Agent-Proof Architecture That Lets You Sleep at Night

The real conversation about agentic AI starts in DevOps—before unleashing agents on codebases. Here's how I built layered enforcement that makes agents structurally incapable of shipping untested code.

AI DevOps GitHub Copilot Software Architecture Automation

How Agentic AI Is Transforming Development Teams

Development used to be the bottleneck. Now features are easy. The new constraint? Figuring out what to build — and developers are becoming product owners.

AI Engineering Leadership Developer Experience GitHub Copilot Productivity

Agentic DevOps: The Next Evolution of Shift Left

DevOps protected teams from velocity. Agentic AI creates velocity so extreme we need DevOps designed for agents, not humans.

AI DevOps GitHub Copilot Automation

Agentic Video Editing: A Glimpse into the Future

AI agents are evolving from single-task tools into autonomous video editors that plan, reason, and execute — here's what that means for creators.

AI Automation Multi-Agent Systems Video Editing

AI Fixes Its Own Bugs: The Rise of Self-Healing Software

From Copilot Autofix to SWE-agent, AI systems now detect, diagnose, and repair their own bugs autonomously. Here's how it works and why it matters.

AI Automation Developer Experience DevOps

Agentic-Ops: A Workflow Framework That Brings DevOps to Your AI Agent

Stop blaming AI for messy code. The problem isn't agent velocity — it's that you haven't built the guardrails to match it.

AI DevOps GitHub Copilot Automation Open Source

I Made AI Audit My Entire Codebase for Testability

GitHub Copilot discovered architectural violations I'd been blind to for months. Here's how an AI audit transformed fuzzy test boundaries into a crystal-clear layered architecture.

AI Software Architecture GitHub Copilot Developer Experience DevOps

Azure Weekly: Agentic Cloud Operations and the AI Database Push

Azure goes all-in on agentic AI with Copilot-driven cloud ops, Claude Opus 4.6 in Foundry, and PostgreSQL supercharged for intelligent apps.

Azure AI DevOps Developer Experience

Azure Weekly: OpenAI's GPT-5.3-Codex, Agentic Cloud Ops, and MCP Everywhere

Three new GPT models hit Azure, agentic cloud operations go mainstream, and MCP servers get first-class Azure Functions support.

Azure AI DevOps Developer Experience

Azure Weekly: Python Gets First-Class MCP Support, Custom Agents Hit Azure Boards

Azure MCP Server lands on PyPI, GitHub Copilot custom agents integrate with Azure DevOps, and OpenAI ships GPT-Realtime-1.5 for voice apps.

Azure DevOps AI Developer Experience

Building the Future with AI-Powered Development

How GitHub Copilot and AI-assisted tools are transforming the way we write software, and what it means for the next generation of developers.

AI GitHub Copilot Developer Experience

Choosing the Right AI SDK: Foundry vs Copilot vs OpenAI

A 3-question decision tree for picking between Azure AI Foundry Agent Service, GitHub Copilot SDK, and OpenAI Agents SDK — with real case studies and rewrite risk.

AI Software Architecture GitHub Copilot Azure Developer Experience

Context Engineering: The Key to AI-Assisted Development

Context engineering has replaced prompt engineering as the critical skill for AI-assisted development. Here's how to master it.

AI Developer Experience GitHub Copilot Productivity

GitHub Copilot CLI's Biggest Week Yet: 7 Releases in 10 Days

Seven releases, alt-screen revolution, VS Code integration, and memory fixes. GitHub Copilot CLI just shipped its biggest week yet—and I wrote this article using the tool itself.

GitHub Copilot Developer Experience AI Open Source

Copilot CLI Weekly: VS Code Integration and the Agentic Workflows Era

GitHub shipped VS Code integration, SDK APIs for multi-agent workflows, and three releases this week. The terminal just became your command center.

GitHub Copilot Developer Experience AI Open Source

Copilot CLI Weekly: Cross-Session Memory and Remote Plugins Land

GitHub shipped cross-session memory and remote plugin sources this week. The CLI now remembers past work and plugins can live anywhere.

GitHub Copilot Developer Experience AI Open Source

Copilot CLI Weekly: General Availability Has Landed

GitHub Copilot CLI is now generally available, marking the end of preview and the start of enterprise production. Here's what changed.

GitHub Copilot Developer Experience AI Open Source

Copilot CLI Weekly: Safety, Personal Hooks, and GPT-5.4

Three post-GA releases bring shell safety prompts, personal hooks support, and GPT-5.4. The focus shifts from shipping features to hardening the foundation.

GitHub Copilot Developer Experience AI Open Source

GitHub Copilot Boosts Developer Fulfillment by 60-75%

The most important Copilot metric isn't speed — it's that 60-75% of developers feel more fulfilled. Here's what the research actually says.

AI GitHub Copilot Developer Experience Engineering Leadership

Building Cryptographic Approval Gates for AI Agents

How I used digital signatures and Copilot hooks to force AI agents to get human approval before writing code — and why instructions alone will never be enough.

AI GitHub Copilot DevOps Automation Software Architecture

GitHub Agentic Workflows: A Hands-On Guide to AI-Powered CI/CD

I wrote GitHub automation in Markdown instead of YAML. Here's what I learned building 4 AI-powered workflows in 30 minutes.

AI GitHub Copilot DevOps Automation GitHub Actions

The GitHub Copilot SDK: Agents for Every App

GitHub's Copilot SDK lets you embed production-grade AI agents in any app with a few lines of code. Here's how it works, with real examples.

GitHub Copilot AI Developer Experience Open Source

The Complete Guide to GitHub Copilot in Visual Studio: Every Feature, Every Shortcut, Every Pattern

From inline completions to agent mode and MCP servers — a hands-on guide to every Copilot feature in Visual Studio with real workflow patterns.

GitHub Copilot Developer Experience Productivity AI

GitHub Weekly: Agentic Workflows Hit Technical Preview, Actions Gets Autoscaling

GitHub's biggest week in months: Agentic Workflows go live, Actions gets custom autoscaling, and repository controls get a major upgrade.

GitHub Copilot DevOps Developer Experience AI

GitHub Weekly: Agentic Workflows Hit Tech Preview, Gemini 3.1 Pro Arrives

GitHub ships Agentic Workflows, Gemini 3.1 Pro for Copilot, and major platform updates. Here's what matters for developers.

GitHub Copilot DevOps Developer Experience AI

GitHub Weekly: Copilot Coding Agent Levels Up, Enterprise AI Gets Real Governance

Model selection, self-review, security scanning, and enterprise agent controls all shipped this week. Here's what just changed.

GitHub Copilot DevOps Developer Experience AI

Introducing vidpipe — My AI Video Editor That Does Everything

I built an agentic video pipeline that turns recordings into shorts, captions, and posts. Now it's open source.

Open Source AI Automation GitHub Copilot

Lessons from 500+ GitHub Migrations

Eight hard-won lessons from migrating 500+ repos to GitHub — and the open-source framework that cut migration time from hours to minutes.

DevOps GitHub Automation Open Source

GitHub Copilot Plan Mode vs Custom AI Agents: A Surprising Discovery

I built a custom article-writing agent, then discovered GitHub Copilot's plan mode was already better. Sometimes the best engineering decision is knowing what NOT to build.

AI GitHub Copilot Multi-Agent Systems Developer Experience Productivity

Self-Healing Infrastructure with Agentic AI: From Monitoring to Autonomous Resolution

How GitHub Copilot and Claude Code with Azure MCP server are enabling self-healing DevOps environments that detect and fix issues autonomously.

AI DevOps Azure GitHub Copilot Automation

Specs = Tests: Why Spec-Driven Terraform Starts With Tests, Not Documents

Everyone says start with specs. I say specs ARE tests. Here's why Terraform IaC with AI agents needs test-first thinking, not more documents.

AI DevOps GitHub Copilot Automation

Stanford Study: AI's Real ROI in Software Engineering

A Stanford study of ~120K developers across 600+ companies reveals AI's median productivity gain is 10-15%, not 60%. Here's what the data actually shows.

AI Productivity Engineering Leadership Developer Experience

Test Enforcement Architecture for AI Agents: When You Make the AI Build Its Own Guardrails

I built test coverage enforcement that blocks AI agents from shipping untested code. Then watched the architecture catch an invalid import on the first try.

AI DevOps GitHub Copilot Software Architecture Automation

Tests Are Everything in Agentic AI: Building DevOps Guardrails for AI-Powered Development

Without comprehensive test coverage, agentic AI will fail. Here's how to build DevOps guardrails that prevent AI from shipping broken code.

AI DevOps GitHub Copilot Automation Developer Experience

Top 5 Mistakes When Creating Custom Agents for GitHub Copilot

I built a multi-agent system and learned the hard way. Here are the mistakes that'll sink your custom GitHub Copilot agents before they ship.

GitHub Copilot AI Multi-Agent Systems Developer Experience

How I Turned an AI Skeptic and a 13-Year-Old Into Believers

Two conversion stories that prove AI literacy isn't about technical skills—it's about showing people the right use case.

AI GitHub Copilot Developer Experience Career Productivity

20 Minutes, Two Prompts, a Complete Video Pipeline

How I used GitHub Copilot CLI's /fleet mode to build a 14-stage video processing pipeline in 20 minutes with just two prompts.

AI GitHub Copilot Automation Developer Experience

VidPipe: I Built an Agentic Video Editor with GitHub Copilot CLI

An open-source AI-powered video editing pipeline built with GitHub Copilot CLI. Drop a video, get shorts, captions, social posts, and a blog — all automated by AI agents powered by the GitHub Copilot SDK.

devchallenge githubchallenge cli githubcopilot

Visual Studio Weekly: AI-Powered Symbol Search and Testing Just Changed Development

Visual Studio 18.3 brings language-aware symbol search to Copilot agents and GA for .NET test generation. Plus 25% more screen space.

Developer Experience AI Visual Studio Productivity

Visual Studio Weekly: Copilot Memories, AI-Powered Testing, and Custom Agents

Visual Studio 2026 18.3 ships Copilot memories, GitHub Copilot Testing for .NET going GA, custom agents, and productivity wins across the board.

Developer Experience AI Visual Studio Productivity

VS Code's January 2026 Update Turns Your Editor Into an AI Agent Platform

VS Code 1.109 ships multi-agent workflows, Claude integration, Copilot Memory, and terminal sandboxing. Here's everything that changed.

GitHub Copilot VS Code AI Developer Experience

VS Code Weekly: Claude Agents Get Images, Message Queueing Ships

February Insiders brings image analysis to Claude, message queueing for smoother workflows, and a wave of accessibility improvements.

Developer Experience AI Open Source VS Code

VS Code Weekly: The Browser Just Joined Your Agent Team

February Insiders brings native browser integration, Claude MCP support, and a wave of multi-agent UX improvements that signal where VS Code is heading.

Developer Experience AI Open Source VS Code

VS Code Weekly: Agent Plugins Go Private, Terminal Gets Kitty Keyboard

Late February brought private agent plugin support, terminal protocol upgrades, and quality-of-life improvements that show VS Code's multi-agent platform is maturing fast.

Developer Experience AI Open Source VS Code

Your God Prompt Is the New Monolith

The god prompt antipattern mirrors the monolithic backend failures we solved a decade ago. Here's how multi-agent patterns fix it.

AI Software Architecture Multi-Agent Systems

Visual Studio Weekly: AI Agents Go Deep Into the IDE

Custom agents, GA testing tools, and WinForms expertise — Visual Studio's February update turns AI from a chat assistant into a full workflow partner.

Developer Experience AI Visual Studio Productivity