AI-assisted coding has quickly moved from experimental to being implemented in everyday workflows. However, the narrative has shifted into AI-generated code being "just a trend" and not fully considering operational risks and structural limitations. Read this whitepaper to explore the current state of AI-assisted coding, the technology hype cycle surrounding automated development, and an evaluation of the barriers to adoption in Federal and Defense environments.