Verification loop boosts DeepSeek to match Opus at 1/7 cost

A verification loop increased DeepSeek's coding agent intelligence by 4x, achieving performance comparable to Opus at one-seventh the cost. The technique adds a self-verification step to improve reasoning without additional parameters.