Working framework · OngoingFrom retrieval to understanding
Search systems are usually evaluated by whether they return relevant results. Human understanding depends on more: the quality of context, the relationship between sources, and the ability to connect an answer to a larger mental model.
Research direction · OngoingCognition in an accelerating technical world
When tools, models, and methods change faster than habits can stabilize, how does the mind maintain continuity? This direction connects time perception, memory, learning, and technological change.
Research direction · OngoingThe changing value of technical skill
As software production becomes more automated, the scarce capabilities may shift toward framing problems, making judgments, building trust, and understanding systems as a whole.