The current disclosure describes a metal surface chemical mechanical polishing technique. A complex agent or micelle is included in the metal CMP slurry. The complex agent bonds with the oxidizer contained in the CMP slurry to form a complex, e.g., a supramolecular assembly, with an oxidizer molecule in the core of the assembly and surrounded by the complex agent molecule(s). The formed complexes have an enlarged size.