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Clean Architecture in the Age of AI: Preventing Architectural Liquefaction
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Clean Architecture in the Age of AI: Preventing Architectural Liquefaction

via Dev.toVasiliy Shilov

AI has made execution cheap; models optimize locally, not for architecture. In many teams the side effect is not bad code or broken builds, but something more structural: architectural liquefaction . Architectural liquefaction is the progressive loss of structural boundaries under sustained probabilistic code generation and accelerated change cycles. It does not happen in one PR — layer boundaries soften, dependencies cross the wrong way, contracts drift, invariants weaken, "temporary" shortcuts pile up. Everything still works. Until the cost of change quietly multiplies. Without explicit constraints, entropy grows as we ship faster. Clean Architecture is often described as a layering discipline. But in the context of AI-assisted development, it may serve a different purpose: a deterministic shell around probabilistic execution. Not dogma, not aesthetic preference — a stabilizing mechanism. When boundaries are explicit and dependency direction is enforced: The solution space narrows .

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