Mykola Pechenizkiy

Frontier LLMs fail to reliably identify high-value training data or accurately predict performance gains, highlighting a critical gap in their self-improvement potential.

Group-structured counterfactuals provide concise, muscle-level guidance that aligns with clinical reasoning, transforming how rehabilitation data is interpreted.