A new study reveals that large language models (LLMs) often overestimate their capabilities, leading to ineffective problem-solving. The introduction of Capability Self-Assessment (CSA) through reinforcement learning shows promise in enhancing LLMs' self-awareness and decision-making without degrading their original functions.