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Author

John F. Ryder

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#federated learning Open access Sep 2026

Beyond the AI Classroom: Epistemic Judgement Under Machine Advantage in Federated AI-Native Education

Most discussion of artificial intelligence in education treats AI as a tutor, writing assistant, assessment tool or means of personalisation while leaving the underlying educational architecture intact. This conceptual paper develops a different model. It distinguishes substitution AI, which performs an existing learne...

John F. Ryder · 0 citations
#federated learning Open access Sep 2026

Beyond the AI Classroom: Epistemic Judgement Under Machine Advantage in Federated AI-Native Education

Most discussion of artificial intelligence in education treats AI as a tutor, writing assistant, assessment tool or means of personalisation while leaving the underlying educational architecture intact. This conceptual paper develops a different model. It distinguishes substitution AI, which performs an existing learne...

John F. Ryder · 0 citations
#large language models Open access Sep 2026

The Evidence You Do Not Give the AI: Holdout Asymmetry and Epistemic Self-Correction Under Model Mismatch

This work introduces holdout asymmetry: the epistemic asymmetry created when a human evaluator can reserve evidence outside a language model's conversational context and later reveal it after the model has committed to an explanatory position. It develops the associated concepts of prediction vacancy and degenerating a...

John F. Ryder · 0 citations
#software testing Open access Sep 2026

International Automation Rent and Destination Equalisation Accord: A Treaty Working Draft with an Optional Robotic Public and Consumer Safety Protocol

Advanced automation can increase productive output and economic rent while weakening the historic connection between production, labour income, household demand and the domestic tax base. This working paper develops an institutional response for the post-post-automation economy through two separately adoptable instrume...

John F. Ryder · 0 citations

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