pp. 9-15 Published: 2025-08-18 AI-AUGMENTED FRAMEWORKS FOR DATA QUALITY VALIDATION: INTEGRATING RULE-BASED ENGINES, SEMANTIC DEDUPLICATION, AND GOVERNANCE TOOLS FOR ROBUST LARGE-SCALE DATA PIPELINES View Article