Essay: layered quality management keeps bugs down while AI coding doubles output
Author reports output rising 2-2x while bug counts stayed flat or fell, using spec-driven development where AI reviews requirements and tech designs for gaps and edge cases. Pre-AI, teams spent up to a third of total effort on post-development polishing.
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