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From Vibe Coding to Agentic Engineering: Why AI-Generated Product Specs Matter

· 9 min read
Codalio Team
AI app builder team

The software industry spent eighteen months solving the wrong half of the problem.

AI made code generation nearly free. Copilot, Cursor, and a wave of prompt-to-app tools let anyone turn a sentence into a running application in minutes. We called it "vibe coding," and it was genuinely exciting. But it solved the generation problem while quietly introducing a far more dangerous one: generating the wrong thing, confidently, at scale.

The fix isn't better code generation. It's the layer that comes before the code — the product specification. This is the shift from vibe coding to agentic engineering, and it's the difference between a demo that wows on Tuesday and a product that survives Wednesday.