Vibe coding dramatically lowers the barrier to software creation, benefiting both non-programmers and experienced developers, though it's best suited for prototyping and personal projects rather than large collaborative codebases.

Not all AI-assisted coding workflows are created equal, and the variance across foundation models is substantial. With different available tool integrations and prompting strategies for each model, there's a lot of confusion around how to best use them, and, whether the benefits are real at all, or just