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Advanced technologies are increasingly being utilized in K-12 classrooms. However, challenges exist for teachers to effectively integrate technologies into their pedagogical practice. Obstacles facing inservice middle school science teachers were investigated using a comprehensive thematic analysis. Teachers participated in interviews, focus groups, virtual check-ins, and shared student anecdotes and artifacts. The findings and themes from these data were synthesized within Ertmer’s first-order and second-order barriers. Unlike relevant prior research, our findings show that teachers’ beliefs regarding AI and its role in society play a more substantial role in their implementation practices and sometimes result in challenges with implementing AI in their curricula.