Logic programming persists a powerful paradigm for crafting declarative systems. ProLQ, an ambitious project, seeks to deepen the relationship between theoretical foundations and practical implementations. By focusing on a integrated approach, ProLQ aims to cultivate greater transparency in logic programming design. Through a combination of formal