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answer: direct
beat: ai-technology
source: 1 article · updated: October 8, 2026
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Does passing tests make generated code universally correct?

No. Tests cover selected properties and inputs. A formal proof establishes a proposition relative to its formal specification and trusted system, which may not capture the entire real-world requirement.

Answered in

Synthetic Data and Model Collapse: Why Verification Helps but Is Not Enough

Recursive synthetic training can lose distributional diversity. Retaining real data, evaluating coverage and using suitable verifiers can reduce the risk.

Crashtech Editorial October 7, 2026 How AI Actually Works

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