Rotate one highlighted relationship to 0° while the graph topology stays fixed.
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.
Past → Now → Frontier is the single spine of the site.
Every project has a temporal position. Nothing else becomes a competing architecture.
Past
Foundations already established
Now
Active research and systems
Frontier
Deliberate direction
Operate the idea
Change one thing. Watch the consequence propagate.
The live object is the explanation: problem → intervention → measured response → real-world meaning. The paper or source record remains the evidence.
01 / 06
Opening the 3D view
The six numbered nodes form two connected cycles.
- Least eigenvalue
- 0.000
- Cycle state
- Balanced
- Minimum edge repair
- 0
Cycle: balanced · least eigenvalue 0.000 · minimum edge repair 0.
The finite network again admits a globally consistent assignment.
About this visualizationComputed six-vertex gain graph. Its matrix and eigenvalues are recalculated, not prerecorded.
Navish’s contribution
A normalized Laplacian framework for complex unit gain graphs, with spectral bounds and structural characterizations that support later extremal analysis.
Co-author; contributed to the operator definitions, spectral analysis, examples, and exposition.Open the full workOpening the 3D view
A persistent three-dimensional mountain laboratory. The same objects survive the next instruction.
Frontier · spatial intelligence
Language should change a world—not throw the last one away.
This is where 3D earns its place. A command becomes typed objects, relations, coordinates, revision history, and situated action inside one persistent state.
- 01Say what should exist.
- 02Inspect the interpreted objects and relations.
- 03See them occupy persistent world coordinates.
- 04Edit the same objects with the next instruction.
- 05Let an agent act on the current revision.
Real WebGL depth and persistent state; deterministic local parser; no claim of unrestricted scene generation or learned embodiment.
Complete record
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.