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15 pieces of research and writing
Beyond the final answer
What should count as evidence of understanding when a polished artifact can be generated?
Essay / AI & epistemic agencyLeaving room for judgment
AI advice should make a decision more thinkable without making the thinker disappear.
Letter / Adaptive AI tutoringA question before the hint
Draft issue 001: what a tutor should know before it decides how to help.
Note / AI for developmentContext is a design requirement, not a personalization layer
A starting question for AI systems built in development contexts.
Note / AI & epistemic agencyLocal knowledge is not just another input field
Context has an author, a history, and a person who can challenge its interpretation.
Note / Adaptive AI tutoringWhat should an AI tutor observe before intervening?
The timing of a helpful response may depend on what the system has actually seen.
Note / Adaptive AI tutoringFrom programming tutors to physical-world learning companions
A future direction that begins with observation, not with another answer box.
Note / Adaptive AI tutoringWhen relational-looking output no longer implies relational understanding
A polished explanation is an artifact to examine, not a transparent window into understanding.
Note / Adaptive AI tutoringSOLO transition structures and the resolution of adaptation
How fine a change in demonstrated reasoning can a tutor respond to?
Note / Adaptive AI tutoringWhy solution leakage is not enough to measure adaptation
A tutor can withhold the answer and still fail to respond to the learner.
Note / Adaptive AI tutoringStructure is not the same as factual correctness
Two dimensions that a reasoning-adaptation benchmark needs to keep separate.
Project / AI for developmentContext as a Design Requirement
An early research direction on situated AI systems in development contexts.
Project / Adaptive AI tutoringThe Observe-First Adaptive Tutor
A proposed tutor that seeks useful evidence before choosing how to help.
Project / AI & epistemic agencyPICHNET / Epistemic agency
Contextual AI advice, local knowledge, and the human authority to decide.
Project / Adaptive AI tutoringSame Error, Different Learner
A counterfactual benchmark of LLM adaptation to demonstrated learner reasoning.