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  1. Traditional product-based assessments are obsolete in an AI-enabled environment because final outputs can be easily generated by machines. This renders the grading of final products ineffective as a measure of student competence.

    Impact: Educational institutions must redesign evaluation frameworks to focus on process metrics, such as reasoning steps and verification skills, to maintain academic integrity.

    — from AI in Education: Process Over Product · Kollegin KI· Feb 17, 2026