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Teaching computational thinking (CT) in K-12 curricula requires supporting teachers in developing relevant knowledge and skills. In this paper, we present a participatory design approach for in-service teachers' professional development which takes a distributed expertise stance in engaging teachers as co-designers of their learning. Our qualitative analysis revealed that teachers valued the learning community that emerged, their evolved perceptions regarding integrating CT in subject matter, and their transformative agency in reimagining teaching CT.