This paper introduces a novel hot-casted-droplet batch fabrication method for polydimethylsiloxane (PDMS) templates, designed for the robotic transfer of two-dimensional (2D) materials. The method achieves highly uniform templates with ultra-smooth surfaces and precisely controllable thermomechanical responses, crucial for advanced AI-driven material assembly.