The Art of Refining Vibe Code

Starting from Mitchell Hashimoto's anti-slop sessions, the piece argues that AI coding doesn't end simply at the "generation stage." The core of vibe coding is first getting working code quickly, but that must be followed by a refining process that strips away unnecessary complexity.

Continue compares this process to sculpting. The CLI is a jackhammer that quickly breaks through large chunks, a tool for validating ideas and architecture, and on top of that output, the developer goes back in and plays the role of a chisel, cleaning up structure, fixing names, and removing excessive abstraction.

This refining stage isn't mere cleanup—it's a process of understanding. By splitting functions, removing over-abstraction, cleaning up meaningless tests, and giving things better names, you come to grasp the code's actual intent, and only then does vibe coding turn into vibe engineering.

The problem is that as AI-driven development speed increases at the team level, this refining step becomes a bottleneck. So the article proposes inspection as a third stage.

• Automated inspection checks criteria like naming, abstraction, tests, security, and documentation quality on a per-PR basis.
• Standards that used to rely solely on senior engineers' instincts are now repeatedly enforced by agents within CI/CD.
• Humans focus on architecture and design, while automation systematically verifies whether the code is "well-refined."

In the end, the message is clear: code only becomes production-ready when the CLI is used to build, humans do the refining, and Mission Control ensures consistency.