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AI Systems: Reliability, Evaluation, and Data Management

Evidence-backed work and emerging research questions in reliable AI systems, LLM-assisted data management, validation, and system evaluation.

How can an AI system produce evidence that its work is correct and complete?

Evidence-backed work and emerging research questions in reliable AI systems, LLM-assisted data management, validation, and system evaluation.

Representative evidence

  • Emerging Self-Verifying AI Systems agenda
  • GenRewrite research on LLM-assisted query rewriting
  • Systems research emphasizing verification, constraints, and measurable behavior

The linked research programs, papers, systems, and impact stories provide the technical context for this area.