Artificial Intelligence
5 articles
AI Can Write the PR. Seniors Still Own the Spec.
AI can draft the PR, but seniors still own the specification, characterization tests, review gates, and incident outcomes.
AI Wrote My Unit Tests. They All Passed. The Bug Still Shipped.
AI-style unit tests can stay green while buggy pricing rules ship. Learn how characterization tests and mutation testing expose the gap.
AI Refactored My .NET API. It Broke the Business Rules
I let AI refactor a messy legacy Orders API for production readiness. The code looked cleaner, but hidden business rules broke - here are the failures, fixes, and regression checklist.
Setup OpenCode in VS Code with Free AI Models - No Credit Card! (2026)
Set up OpenCode in VS Code with free AI models in under 10 minutes - no credit card needed. Step-by-step guide with OpenCode Zen, Beta extension, and real C# examples.
Run AI Locally in VS Code (FREE Copilot Alternative) | Ollama + DeepSeek Setup
Learn how to run AI locally in VS Code for free using Ollama and DeepSeek. Build a Copilot-like coding assistant with no API, no cost, and full offline support.