What I Learned Building a Testing Infrastructure for AI-Driven CLI Development
· 6 min read
Over the past few months building skillshare, I've been experimenting with letting AI agents (Claude Code, mainly) handle more and more of the development cycle — writing features, fixing bugs, even running verification.
Along the way I learned some things about what makes AI agents productive (and what doesn't). Sharing here in case it's useful to others building CLI tools.