Education AI

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The Algorithmic Turn: The Emerging Evidence On AI Tutoring
The Algorithmic Turn: The Emerging Evidence On AI Tutoring

If we take learning to be a durable change in long-term memory and if we take instruction as the key lever of that and if AI can teach better than humans, not as some distant possibility but as an emerging reality, then we must reckon with what that reveals about teaching itself.

The lesson here is not that AI has discovered a new kind of learning, but that it has finally begun to exploit the one we already understand.

But let’s be clear. Again, the history of Edtech is a story of failure, very expensive failure. This is not merely a chronicle of wasted resources, though the financial cost has been considerable. More troubling is the opportunity cost: the reforms not pursued, the teacher training not funded, the evidence-based interventions not scaled because capital and attention were directed toward shiny technological solutions. As Larry Cuban documented in his work on educational technology, we have repeatedly mistaken the novelty of the medium for the substance of the pedagogy.

The reasons for these failures are instructive. Many EdTech interventions have been solutions in search of problems, designed by technologists with limited understanding of how learning actually occurs. They have prioritised engagement over mastery, confusing students’ enjoyment of a platform with their acquisition of knowledge. They have ignored decades of cognitive science research in favour of intuitive but ineffective approaches. They have failed to account for implementation challenges, teacher training requirements, and the messy realities of classroom practice.

·carlhendrick.substack.com·
The Algorithmic Turn: The Emerging Evidence On AI Tutoring
AI Tools in Society: Impacts on Cognitive Offloading
AI Tools in Society: Impacts on Cognitive Offloading
The proliferation of artificial intelligence (AI) tools has transformed numerous aspects of daily life, yet its impact on critical thinking remains underexplored. This study investigates the relationship between AI tool usage and critical thinking skills, focusing on cognitive offloading as a mediating factor. Utilising a mixed-method approach, we conducted surveys and in-depth interviews with 666 participants across diverse age groups and educational backgrounds. Quantitative data were analysed using ANOVA and correlation analysis, while qualitative insights were obtained through thematic analysis of interview transcripts. The findings revealed a significant negative correlation between frequent AI tool usage and critical thinking abilities, mediated by increased cognitive offloading. Younger participants exhibited higher dependence on AI tools and lower critical thinking scores compared to older participants. Furthermore, higher educational attainment was associated with better critical thinking skills, regardless of AI usage. These results highlight the potential cognitive costs of AI tool reliance, emphasising the need for educational strategies that promote critical engagement with AI technologies. This study contributes to the growing discourse on AI’s cognitive implications, offering practical recommendations for mitigating its adverse effects on critical thinking. The findings underscore the importance of fostering critical thinking in an AI-driven world, making this research essential reading for educators, policymakers, and technologists.
·mdpi.com·
AI Tools in Society: Impacts on Cognitive Offloading
The K-12 Gap That Matters Most: Developing Student Builders in the Age of AI
The K-12 Gap That Matters Most: Developing Student Builders in the Age of AI
While educators debate the boundaries of student chatbot use, a growing number of students are skipping past that conversation entirely—building with AI rather than just prompting it.
·stefanbauschard.substack.com·
The K-12 Gap That Matters Most: Developing Student Builders in the Age of AI
College students, professors are making their own AI rules. They don't always agree
College students, professors are making their own AI rules. They don't always agree
For English professor Dan Cryer, using generative artificial intelligence to write a college essay is like bringing a forklift to the gym."If all we needed was the weights moved, then that would be great," says Cryer, who teaches at Johnson County Community College outside Kansas City, Kansas."But we
·flip.it·
College students, professors are making their own AI rules. They don't always agree
Canvas Unrolls AI Teaching Agent
Canvas Unrolls AI Teaching Agent
Weeks after an outside agentic artificial intelligence tool called Einstein caused an uproar over its ability to complete entire courses in the learning management system Canvas, Canvas has unveiled …
·flip.it·
Canvas Unrolls AI Teaching Agent
More teachers and students are using AI despite potential risks
More teachers and students are using AI despite potential risks
AI is being introduced to K-12 classrooms faster than evidence and understanding can support.K-12 teachers and students across the country are increasingly using AI in and out of classrooms, whether it is teachers turning to AI to refine lesson plans or students asking AI to help them research a part
·flip.it·
More teachers and students are using AI despite potential risks
AI is forcing a complete reimagining and reconfiguration of education
AI is forcing a complete reimagining and reconfiguration of education
A little more than three years after ChatGPT went public, the argument over artificial intelligence is no longer just about better tools or faster work. In a new paper, Professor Yilei Shao of East China Normal University argues that AI is starting to reopen a question many once thought was settled:
·flip.it·
AI is forcing a complete reimagining and reconfiguration of education
Affirming the Right to Use AI
Affirming the Right to Use AI
Resolution to Affirm the Right of Students and Faculty to Use Generative AI and to Refuse the CCCC Whereas in 2026 College Writing Programs reflect the sustained labor required to support scholarly exchange across writing and rhetoric ; and whereas this exchange must now include the digital flue...
·docs.google.com·
Affirming the Right to Use AI