DyCon introduces a training-free framework that enhances Large Reasoning Models by dynamically controlling reasoning depth to reduce inefficiencies caused by overthinking. This approach significantly improves reasoning efficiency across various tasks without compromising accuracy, potentially benefiting AI development and applications.