Machine Heart

Nov 1, 2026 · Artificial Intelligence

Lev: Looped Decision Models Adapt Compute Depth Per Query

Lev introduces looped decision models that reuse the same weights across multiple reasoning depths, with a lightweight halting mechanism to allocate more computation to hard questions, achieving better accuracy-latency trade-offs than cascading or chain-of-thought approaches.