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For code smells, which relate primarily to maintainability, most issues were distributed across the ‘MAJOR’ and ‘MINOR’ categories for all models. In contrast, Claude Sonnet 4 and Llama 3.2 90B presented the highest proportion of ‘BLOCKER’ bugs (approximately 14%), which represent defects that can prevent application functionality. This section analyzes the proportional distribution of severity