A smaller operator. The same behavior?
Our next question is whether compact hidden-state approximations survive inside the complete model.
Can rational updates buy more expression per parameter?
Continued fractions give us a different primitive to explore. Stability and fair comparisons come first.
Grow the graph. Hold the active budget.
A graph that stores more capability without turning every training step into an irregular, expensive traversal.
Small controllers, large generative models.
A fresh control perspective on image generation—and a useful question for modular AI tools.
Coherence needs a memory of the world.
Long-form generation raises a familiar creative-tool problem: keeping one world consistent across many decisions.
Research news edition: 24–30 September 2026. A dated editorial selection; our interpretations are labeled on each piece.