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On November 4, 2026, Google Research scientists introduced Agile Deliberation, a framework guiding users through interactive workflows to build subjective AI classifiers. The team evaluated the system across 18 live, 1.5-hour sessions, finding it drastically reduced user fatigue and anxiety while producing models that outperform standard baselines on challenging images.
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