A good technical interface does not pretend the system is simple. It makes the right complexity visible at the right time.
That is the thread connecting research dashboards, model-evaluation tools, backend observability, and portfolio sites like this one: the interface should expose the structure of the work, not bury it.
This is a placeholder for notes on designing UIs for technical audiences without making them feel sterile or overdesigned.