Research Summary: Can education set the agenda for AI? Simulated innovation and pedagogical direction-setting in teacher education

An analysis published in Frontiers in Education argues that generative artificial intelligence (GenAI) presents an inflection point requiring education to abandon its historically reactive posture toward technological innovation. Because GenAI can produce artefacts resembling genuine educational performance—such as texts, explanations, feedback, and assessments—the sector is forced to proactively define what constitutes authentic learning, authorship, judgement, and evidence, rather than merely adapting to externally developed commercial tools.

Why it matters

This development matters because generative AI threatens the integrity of traditional educational evaluation by producing outputs that look indistinguishable from demonstrated human competence. Without institutional direction-setting, education risks outsourcing its normative standards of learning and intellectual performance to commercial technology developers. Educational governance must therefore transition from passive technology adoption to active pedagogical governance.

Key insights

• Educational systems have historically operated reactively, adapting teacher training and pedagogy belatedly to external technological developments.
• Generative AI creates a critical inflection point because its outputs closely mimic genuine indicators of educational performance, including explanations, feedback, and assessment artefacts.
• The proliferation of GenAI compels the educational sector to explicitly redefine core pedagogical constructs, notably valid evidence, learning, judgement, and authorship.
• The research introduces the concept of 'simulated innovation' to examine and contest passive integration in teacher education and pedagogical direction-setting.

Source

Frontiers in Education — https://www.frontiersin.org/articles/10.3389/feduc.2026.1897627