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Research:Question-38-AI-Development-Quality-Impact
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=== Technical Debt Accumulation Patterns === The research identifies distinct patterns of technical debt accumulation in AI-assisted development: '''Design Debt:''' * 28% increase in architectural shortcuts and quick-fix solutions * Reduced investment in upfront design due to perceived implementation speed * Higher tendency toward feature-driven rather than architecture-driven development '''Documentation Debt:''' * 52% improvement in basic code documentation through AI assistance * 31% decrease in high-level design documentation and architectural decisions * Mixed results in API documentation quality and completeness '''Test Debt:''' * 19% increase in code coverage through AI-generated test cases * 26% decrease in test quality and edge case coverage * Reduced manual test design and exploratory testing practices '''Knowledge Debt:''' * 41% decrease in developer understanding of AI-generated code sections * Reduced learning and skill development in complex implementation areas * Increased dependency on AI tools for problem-solving and debugging
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