Quantum devices are physical systems operating in complex and noisy environments, making it essential to find effective strategies that, while simplifying the description of the environment, keep unchanged the predictions concerning the quantum system of interest. The project QBETTER aims to advance AI-based methodologies to mitigate decoherence stemming from interactions with complex and diversified sources of noise.