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AI-Ready Data: A Paradigm Shift From Traditional Data Governance To Agent-Driven Intelligent Enablement

Article by Tina Chakrabarty: “…Intelligent agents—autonomous software entities that can learn, act and collaborate to maintain and enhance data ecosystems—are shaping the next frontier of enterprise data. These agents can:

  • Continuously scan datasets for drift, bias and integrity issues.
  • Auto-classify data based on use-case sensitivity.
  • Generate enriched metadata and context.
  • Recommend access controls based on behavioral patterns.
  • Validate whether data is fit for use for LLMs.
  • Trigger alerts and remediation without human intervention.

Instead of humans managing data tasks manually, agents become active co-pilots—ensuring that every data element is AI-ready. This shift from passive governance to proactive enablement is already transforming how AI models scale globally…(More)”.

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