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Explainable AI (XAI) refers to techniques and frameworks that make AI decisions understandable to humans. Instead of black-box predictions, XAI provides transparent reasoning, feature importance, and decision pathways. With regulations such as the GDPR and AI Act framework, and industry-specific compliance requirements, explain ability is no longer a “nice-to-have.” It is a business and legal necessity. This is where data-agnostic XAI frameworks shine—offering transparency without over fitting to one dataset or domain. Data-Agnostic
