Research

Questions before conclusions.

Open questions, working frameworks, and early research directions. These notes are intentionally unfinished.

Working framework · Ongoing

From 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 · Ongoing

Cognition 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 · Ongoing

The 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.

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