Engineers at Nextdoor utilize Codex and GPT-5.5 to resolve hard-to-reproduce technical bugs. The team leverages these models to accelerate cross-platform development and prioritize product outcomes over manual coding. This incremental application of LLMs streamlines the debugging pipeline. Practitioners can expect faster iteration cycles when integrating such models into existing enterprise workflows.