Direct3D 12 aims to reduce CPU overhead and increase scalability across CPU cores by allowing developers greater control over the graphics pipeline. It optimizes pipeline state handling through pipeline state objects and reduces redundant resource binding by introducing descriptor heaps and tables. Command lists and bundles further improve performance by enabling parallel command list generation and reuse of draw commands.