How to Safely Use AI Coding Agents in a Real Codebase
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.
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.
Claude Cowork sounds cool, but what would you actually use it for? Here are 14 real, practical use cases that go way beyond chatbot territory.
Votelli is a free, open-source push-to-talk dictation app for Mac. Hold a key, talk, release, and the text lands at your cursor. Transcription runs locally on your Mac, fully offline.
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.