The phrase "to knuckle down" means to get serious, focus and apply oneself diligently towards a task or goal. It is often used in the context of studying for exams or working on an important project. The expression comes from the idea that one must bend their fingers (or 'knuckles') to type, write or work hard towards achieving something.