Consistency-based methods are particularly useful when dealing with straightforward errors that can be detected through direct comparison with expected outcomes. On the other hand, abductive diagnosis enables the system to uncover deeper conceptual misunderstandings that may not be readily apparent through consistency-based approaches, leading to more effective remediation strategies (Hoffman et al., 2020). The feedback I received from Sergio, the instructor, and Alamin was encouraging and helped me gain confidence in my understanding of these concepts. I was also pleased to receive a perfect score on my Unit 4 journal assignment, which reflected my growing proficiency in the subject. This positive feedback motivated me to continue engaging deeply with the course material. I successfully implemented an algorithm for truth-table generation in Python code when I was completing the programming assignment for Unit 5. The task required me to apply the concepts of the five propositional logic connectives: negation, conjunction, disjunction, implication, and