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Research notes, data sovereignty and the making of sovereign Swiss agentic AI.

formative assessment · feedback · self-regulation AI Feedback: Formative Assessment Meets the Bias Test Instant feedback, self-regulation support: AI transforms formative assessment — provided we manage perception biases and autonomy. 9 Aug 20268 min readLearnya editorial team serious games · simulations · generative NPCs Serious Games and Simulations: Generative AI Reshuffles the Deck From non-player characters that converse freely to immersive worlds, generative AI opens new grounds for practising skills. 9 Aug 20268 min readLearnya editorial team RAG · memory · hallucinations Grounding AI in Knowledge: RAG and Memory for Reliable Tutors How to ground an AI tutor in the right content and give it a memory of the learner, without sinking into hallucinations. 9 Aug 20268 min readLearnya editorial team learning analytics · early-warning systems · prediction Learning Analytics: Predicting Success Without Boxing Students In Learning data makes it possible to spot struggling students early. Powerful, but undermined by bias and the question of consent. 9 Aug 20268 min readLearnya editorial team teachers · teaching assistant · workload The Augmented Teacher: What AI Really Changes in the Job AI promises to give teachers time back. Where does real adoption stand, for which uses, and under what conditions? 9 Aug 20268 min readLearnya editorial team equity · accessibility · inclusion AI and Education: Accessibility Lever or New Divide? AI promises more inclusive education for learners with disabilities and multilingual audiences, but equity is not automatic. 9 Aug 20268 min readLearnya editorial team data governance · sovereignty · GDPR Educational Data: Sovereignty and Governance in the Age of AI Educational AI touches minors and learning trajectories. An overview of the rules and governance principles for responsible use. 9 Aug 20269 min readLearnya editorial team pedagogical agents · agentic AI · multi-agent systems Pedagogical Agents: When AI Moves from Assistant to Actor Agentic AI designs courses, coaches tutors and runs dialogues. A tour of the real promises and the grey areas. 9 Aug 20268 min readLearnya editorial team academic integrity · AI detection · plagiarism Academic Integrity: Why AI Detectors Are Not Enough Fallible detectors, unfair accusations, bias against non-native writers: research argues for integrity built on education, not surveillance. 9 Aug 20268 min readLearnya editorial team automated assessment · grading · LLM-as-judge Grading with AI: How Far Can We Trust the Machine? Essay grading, short-answer scoring, 'LLM-as-judge': a status report on a promising automation that still needs humans in the loop. 9 Aug 20268 min readLearnya editorial team adaptive learning · personalization · LLM Adaptive Learning: Personalization at Scale, at Last? Tailored study plans, adjusted difficulty, targeted remediation: AI revives adaptive learning — with new pitfalls to know. 9 Aug 20268 min readLearnya editorial team generative AI · ChatGPT · meta-analysis Does Generative AI Really Help People Learn? Two years after ChatGPT burst into classrooms, research paints a mixed picture of generative AI in learning. 9 Aug 20268 min readLearnya editorial team