Beyond the final answer
What should count as evidence of understanding when a polished artifact can be generated?
Adaptive AI tutoringMake space for an argument.
Sustained explorations of learning, reasoning, and the systems we build around them.
Leaving room for judgment
AI advice should make a decision more thinkable without making the thinker disappear.
AI & epistemic agency