Clausal Prolog: A Neurosymbolic Prolog Built on Python (github.com)

Clausal Prolog, a new neurosymbolic programming platform, merges the strengths of neural network AI with the logic of Symbolic AI by facilitating seamless interoperability between Python and Prolog. This innovative system allows developers to utilize Python's extensive libraries directly within Prolog logic programs, fostering enhanced creativity in designing AI models. With three syntactical formats available—cut-free Prolog for core logic, ISO Prolog for compatibility, and a unique Pythonic 'Seam' syntax—users can choose the best approach for their applications while preserving the robustness of Prolog's properties. The significance of Clausal Prolog lies in its ability to transcend traditional boundaries between symbolic reasoning and neural computation, offering extensive features such as constraint logic programming, tabling, and DCGs. As it adheres to ISO Prolog standards while ensuring a cut-free environment, it encourages adherence to best practices in logic programming. The platform, which can be easily installed via Python's package manager, supports enhanced error handling and modularity, thus appealing to a wide range of programmers interested in leveraging both machine learning and symbolic reasoning for complex problem-solving.