Vibe coding with overzealous AI: Lessons from treating Google AI Studio like a teammate

Vibe coding with overzealous AI: Lessons from treating Google AI Studio like a teammate

By Doug Snyder
Publication Date: 2026-02-28 08:00:00

In most discussions of vibe coding, generative AI is positioned as a backing singer rather than a frontman: useful as a performer to push ideas forward, sketch out early code structures, and explore new directions more quickly. Caution is often required regarding suitability for production systems where determinism, testability and operational reliability are non-negotiable.

However, my latest project taught me that achieving quality work with an AI assistant requires more than just going with the flow.

I set myself a clear and ambitious goal: to build a complete production-ready business application by controlling an AI in a Vibe coding environment – without writing a single line of code myself. This project would test whether AI-driven development combined with conscious human oversight can deliver real, operational software. The application itself explored a new category of MarTech that I “Advertising Marketing Intelligence.’ It would integrate…