Multi-document synthesis is one of the most failure-prone tasks for AI systems, because it requires maintaining source separation , constraint integrity , and semantic consistency across many inputs
Code review and refactoring are not isolated technical tasks. They are risk-management activities , where correctness, intent preservation, and long-term maintainability matter more than stylistic ele
