Logic programming persists a powerful paradigm for developing declarative software. ProLQ, an ambitious project, seeks to strengthen the relationship between theoretical foundations and practical implementations. By emphasizing on a unified approach, ProLQ aims to promote greater clarity in logic programming design. Through a combination of formal