Knowledge representation is crucial for enabling machines to interpret and manipulate information effectively in artificial intelligence (AI). It involves encoding knowledge in formats that facilitate reasoning and decision-making, but faces challenges such as complexity and accuracy. Future advancements aim to enhance AI's ability to understand context, making knowledge representation a key focus for developing more capable AI systems.