Got a spare or broken-screen MacBook Pro? Here is how I turned mine into an always-on, closed-lid homelab server for running self-hosted AI agents like OpenClaw and Hermes 24/7.
AI coding agents are fast, but an unsupervised one can delete files, leak secrets, or push junk to main. Here are the practical guardrails I use to let agents run hard without wrecking the repo.
How do you test an AI agent when it never gives the same answer twice? Here is a beginner's guide to evals, with practical examples you can copy.
Stop keeping CLAUDE.md and AGENTS.md in sync by hand. One line inside CLAUDE.md imports AGENTS.md so both agents read the same instructions.
AI agentic loops are the shift from using AI as a tool to running it as a process. Here is how they work and why developers are paying attention.
If your AI coding agent keeps spinning up git worktrees and leaving your work somewhere that isn't main, here's what a worktree actually is, why agents love them, and how to stop fighting it.