The normal development loop is write, run, debug. AI-assisted development makes that loop worse. Generated code looks correct but hides subtle failures. Debugging stochastic output is slower than debugging code you wrote yourself. The fix is verification. Acceptance tests before implementation. Mutation testing that attacks the code. Coverage gates, complexity limits, and structural constraints. By the time the system executes, it has already survived adversarial validation. Verification beats debugging. Every time.
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