How to Write Test Cases for Code an AI Agent Wrote
Testing AI generated code means assuming it’s wrong somewhere specific, not just running the same smoke test you’d run on anything else.
Best AI Pair Programming Tools for Small Dev Teams
AI pair programming tools work best for small teams when they fit the existing workflow instead of asking everyone to change how they code.
How to Catch Security Vulnerabilities in AI-Written Code
AI code vulnerabilities tend to repeat the same handful of patterns. Knowing them means you can catch most issues in a five-minute scan.
Best Local Dev Setup for AI Coding Agents in 2026
The right AI coding agent setup keeps a model’s changes contained to a sandbox, so a bad suggestion never touches your real environment.
How to Review AI-Generated Code Before It Reaches Production
Reviewing AI generated code needs a different checklist than reviewing a teammate’s pull request. Here’s what actually catches the risky parts.
Best AI Coding Assistants in 2026: GitHub Copilot vs Cursor vs Windsurf
GitHub Copilot, Cursor, and Windsurf compared head-to-head so you can pick the right AI coding assistant for how your team actually works.
Should You Let an AI Coding Agent Touch Your Client’s Live WordPress Site?
Agentic coding tools can edit files and run commands on their own, which is a very different risk profile on a client’s production WordPress install than on a side project. Here’s how to decide, task by task, before you give one shell access.
The Best AI Coding Tools When Your Laptop Can’t Run a Real IDE
Most AI coding tool reviews assume a recent MacBook with 16GB+ of RAM. This one is for the 8GB Windows laptop, the Chromebook, and the machine you’re not replacing this year.
How to Bill Clients for AI-Assisted Coding Work
If an AI coding tool did a third of the work, do you still bill your full rate? This is the pricing and disclosure conversation most freelancer advice skips, written for people who actually send the invoices.
Essential Guide: When to Turn Off Auto-Approve AI Coding
Auto-approve mode feels like a productivity setting until an agent runs a command you would not have approved. This is a practical rule for when to leave it on and when to switch it off.
