Expert System for Faculty Profiles
An early-stage expert-profile system built to improve evidence quality, reduce bluffing, and keep automated summaries aligned with real signals.
Topic
Human-in-the-loop
3 related items across notes, deep dives, spotlights, and projects.
What It Means for AI to Have a Job
The useful unit is not "an AI." It is a bounded role with inputs, tools, authority, review points, and clear failure behavior.
When AI Should Ask Instead of Answer
Strong AI systems are not the ones that always respond. They are the ones that know when the next useful move is a question.