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black-box systems

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Architecture and Beyond
Architecture and Beyond
Oct 3, 2026 · R&D Management

Beyond Vibe Coding: What Engineers Must Do When Code Becomes a Black Box

The article analyzes risks of AI-generated 'vibe coding' where engineers lose internal code understanding, detailing consequences like hidden architectural decay, loss of tacit production knowledge, and inability to debug complex failures, then proposes practical strategies: defining white-box boundaries, independent verification, limiting change scope, retaining takeover capability, preserving dark knowledge, and reallocating engineering time toward constraint design and failure recovery.

AI-assisted developmentEngineering Managementblack-box systems
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Beyond Vibe Coding: What Engineers Must Do When Code Becomes a Black Box