The RISE program called RRREMAKER aims to develop an AI-based maker platform that designs and produces handcrafted, rapidly prototyped, and reconditioned products using used goods and recyclable waste from various sources. This program will establish a hybrid management model based on communities of knowledge, ecodesign, and democratization of invention, integrating orange, sharing, and circular economies. The proposed platform will integrate cutting-edge algorithms of generative design, machine learning classifiers, algorithms for big data, cloud computing, and experimental data to predict structures, forms, materials, colors, ornaments, etc., based on traditional artisan and innovative design parameters and recycling materials. During the digital design process, the platform will direct the prototyping process based on the disciplines of handcrafted production, providing automatic design solutions according to the function of the object, affecting the structure -shape prediction, recommendations, self-construction- and materials. The platform will connect and interface with other web platforms, leading to potential market opportunities in the field of creative and culture industry and green economy. The ultimate goal is to apply AI and machine learning to improve the principles and action in the circular economy within the design, craft, rapid prototyping, and smart manufacturing sectors, promoting the protection and development of the natural environment, also favoring the “3R – Reduce, Reuse, Recycle” principle.