Google’s engineers harnessed large language models (LLMs) to accelerate complex internal code migrations, reducing project timelines by 50%. In its JUnit3-to-JUnit4 update, AI generated 87% of committed code with minimal human edits. While LLMs proved transformative, Google noted human oversight remains crucial. The approach highlights AI’s growing role in maintaining vast codebases, blending efficiency with innovation in enterprise software development.