Developer Tools

Mac Mini desk setup server
AI Tools, Developer Tools

Mac Mini AI Agent Server: The Complete 24/7 Setup Guide (2026)

Mac Mini has become the unexpected hero of AI automation. With its compact size, energy efficiency, and surprising performance, it’s perfect for running AI agents 24/7. But recent demand spikes—partly fueled by the OpenClaw project—have created shortages worldwide. This guide walks you through building your own Mac Mini AI agent server, from hardware selection to deployment.

code testing best practices beginners avoid
Developer Tools, How-to Guides

Code Testing Best Practices Beginners Must Know

Testing feels overwhelming when you’re starting out. You write code, push it live, and hope nothing breaks. But the real problem isn’t complexity—it’s avoiding the same mistakes every junior developer makes. In this troubleshooting guide, we’ll walk through 7 common testing pitfalls beginners face: skipping edge cases, writing tests that don’t actually verify behavior, ignoring test isolation, and more. Each mistake comes with a practical fix you can implement today.

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