ares-entropy-shaping

Calibrate exploration effort in reasoning traces based on problem difficulty by detecting high-entropy windows and applying hierarchical entropy rewards. Reduces unnecessary reasoning on easy tasks while increasing exploration on hard tasks.

Independent GitHub snapshot · Automated classification · Original documentation governs