Engineers at Nextdoor use Codex to resolve hard-to-reproduce software bugs and build across multiple platforms. The team leverages the model to shift focus from manual coding to product outcomes. This implementation demonstrates a practical, incremental use of LLMs for internal developer productivity rather than a fundamental shift in software architecture.