Logic programming persists a powerful paradigm for developing declarative software. ProLQ, an ambitious endeavor, seeks to enhance the interaction between theoretical foundations and practical implementations. By emphasizing on a integrated approach, ProLQ aims to cultivate greater transparency in logic programming design. Through a combination of