One unintended consequence of AI-assisted development: many startups now have MVPs that reached the market faster than their engineering foundations matured.
That creates a strange new challenge for founders. The product works, users are arriving, but scaling becomes risky because the architecture was optimized for speed rather than sustainability.
We’re starting to see an emerging service layer around “AI-generated codebase stabilization” —
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