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The AI development landscape is evolving rapidly, and developers are discovering that while vibe coding is fun, frameworks provide the structure needed for reliable, cost-effective outcomes.

During my 13 years as CTO, I spent most of my time untangling data integration nightmares. Not the sexy kind you see in tech conferences—I'm talking about the 3 AM calls when someone's ERP system suddenly can't talk to their e-commerce platform. The kind where you realize a company has built their entire operation around a vendor's promise, only to discover they're now hostage to someone else's business model.