Same Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.
Adaptive AI tutoringQuestions made tangible.
Research objects that evolve: from a question and a working hypothesis to methods, experiments, and artifacts.
PICHNET / Epistemic agency
Contextual AI advice, local knowledge, and the human authority to decide.
AI & epistemic agencyThe Observe-First Adaptive Tutor
A proposed tutor that seeks useful evidence before choosing how to help.
Adaptive AI tutoringContext as a Design Requirement
An early research direction on situated AI systems in development contexts.
AI for development