German researchers unveiled a novel Transformer that lets the model choose how many reasoning steps to take, pairing this self‑reflection with extra memory. The result is a compact system that beats larger, conventional models on challenging math tasks while keeping everyday knowledge in check.
The Signal
This dual‑focus design could reshape how we build efficient AI.