Recommender systems have become a cornerstone of personalized user experiences.A new paradigm called Dataset-Agnostic Recommender Systems (DAReS) has been introduced.DAReS enables a single codebase to adapt to multiple datasets without manual fine-tuning.The system utilizes a Dataset Description Language (DsDL) for automated dataset management.