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Clif Kussmaul Urges Cautious Use Of Generative AI
7.1
AI expert Clif Kussmaul delivered the keynote at the International Conclave of Generative AI and the Future of Education 3.0 on January 16, 2026, urging generative AI be treated as a powerful but limited tool, not a substitute for human thinking. He warned such systems often produce obsolete or incorrect responses due to older web training data, and urged educators to redesign assessments.
Key Points
- 1Warns generative AI is powerful yet limited, often producing obsolete or incorrect outputs.
- 2Notes tools are trained on older internet data, causing unchecked inaccuracies and lack of uncertainty signals.
- 3Urges educators to redesign assessments so AI-resolvable tasks don't replace higher-level critical thinking.
Scoring Rationale
Expert keynote provides actionable guidance for educators; limited technical novelty and shallow empirical evidence reduce broader impact.
Sources
Public references used for this report.
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