The useful part of vibe coding is not quickly throwing together a pretty page. It is using real data to find a product shape fast, then leaving behind contracts, fixtures, tests, and handoff notes that engineering can actually pick up.
The hard part of AI code review is not asking a model to read a diff. It is turning trigger, execution, comments, approval, history, cost, and failure recovery into a controlled engineering workflow.
The real heat in tech is no longer just another model release. AI coding agents are entering real development workflows: taking tasks, editing repositories, running tests, opening pull requests, and forcing old questions about context, safety, and review back onto the table.
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