Engineers at Nextdoor now use Codex and GPT-5.5 to debug complex, non-reproducible software issues. The team leverages these models to accelerate cross-platform development and prioritize product outcomes over manual coding. This implementation shows how LLMs reduce technical friction for established engineering teams. It is a standard enterprise adoption story.