Vibe coding goes mainstream
Vibe coding has moved from meme to mainstream builder workflow. The useful framing now is not “AI replaces coding” — it is “AI changes where engineering judgment is needed.”
Why it matters
More teams are using AI to generate prototypes, internal tools, and first versions of products. That creates leverage, but also a review burden: generated systems still need architecture, debugging, data handling, and security ownership.
Watch next
The next wave of useful tools will likely help builders review, secure, explain, and maintain AI-generated code — not just generate more of it.