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failure reproduction

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Data Bricklaying Diary
Data Bricklaying Diary
Nov 10, 2026 · R&D Management

Training Engineering Judgment When AI Writes the Code

The article argues that AI-generated code hides junior developers' understanding, and proposes a training loop of prediction, failure reproduction, condition variation, and scheduled mentorship within real tasks to build engineering judgment rather than relying on code volume or delivery completeness.

AI-assisted developmentGoogle SREengineering judgment
0 likes · 10 min read
Training Engineering Judgment When AI Writes the Code