Intelligent systems.
Seen from within.
I’m Navish Kumar, a machine-learning researcher and systems builder at the University of Basel.
My work moves from mathematical structure, through continual adaptation and evidence-grounded systems, toward persistent spatial interfaces.
Select any project. Its explanation opens in the same place below.
Past
Foundations already established
Now
Active research and systems
Frontier
Deliberate direction
Every project gets the same way in.
Choose any work in Past, Now, or Frontier. The selected work becomes a guided, computed explanation here; its paper or source record remains the evidence.
Choose any project in the timeline above.
Nothing is preselected. The work you choose becomes the focus without creating a second project hierarchy.
Every project remains inspectable without crowding the main story.
The work atlas holds the full ten-work record. Publication status, sources, and limitations stay available as evidence layers rather than a second navigation system.