Beyond prompting: How KubeStellar reached 81% PR acceptance with AI agents

A solo developer built KubeStellar Console with two AI coding agents and found that more autonomy alone led to failures.

Adding repo-level instructions, deeper testing, and PR quality metrics improved the workflow.

Over 82 days, the project reached an 81% pull request acceptance rate for AI-generated changes.

The case suggests AI-assisted development works best with strong guardrails and test-driven feedback loops.