The Thue–Morse sequence, when expressed in terms of \( \pm 1 \) , exhibits a striking connection to the binary partition function through their respective generating functions, which are mutual inverses. In this paper, we delve deeper into the interplay between these two combinatorial objects. We investigate the structure of binary partitions in greater detail, focusing on partitions of \( n \) into exactly \(k\) parts, as well as those with exactly \( k \) distinct values of the parts. Our analysis uncovers new insights into the relationship between binary partitions and the Thue–Morse sequence, enriching the combinatorial landscape linking these sequences.