AI coding assistants amplify existing system patterns rather than improving them. When working on well-architected personal projects with clear ownership, AI extends intentional design decisions and maintains quality standards. In legacy contract codebases with technical debt, the same tools make "good enough" solutions trivially easy, perpetuating dysfunction with clean-looking code. The friction that once forced developers to decide what mattered has been removed, shifting the craft from typing to judgment about when to care and when to ship.

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The Copilot MomentThe Cognitive CalculusThe Pattern ReplicatorThe ContrastThe Ghost in the Machine
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