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  4. Overcoming Abstraction Debt When Scaling Vibe-Coded Prototypes to Production
Tools & releases

Overcoming Abstraction Debt When Scaling Vibe-Coded Prototypes to Production

Software architect Mark Seemann examines the dilemma of developers building complex architectures with LLMs beyond their own foundational comprehension. As prototypes move to production, cascading edge cases demand mastery of adjacent abstraction layers rather than blind prompting.

September 16, 2026· 2 min read
OKCurated by Oleksandr Kuzmenko, AI Product Engineer·Updated September 16, 2026·Sources cited on every story
AI-assisted · editor-reviewed·How we use AI
Overcoming Abstraction Debt When Scaling Vibe-Coded Prototypes to Production

Why it matters

Software architect Mark Seemann examines the dilemma of developers building complex architectures with LLMs beyond their own foundational comprehension. As prototypes move to production, cascading edge cases demand mastery of adjacent abstraction layers rather than blind prompting.

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