Nextdoor engineers build features end-to-end with AI coding tool
Nextdoor, the social networking platform with over 110 million users, has shifted how engineers work by adopting OpenAI's Codex. Individual engineers now own complete features from design to deployment, rather than handing work between specialized teams.
The change is structural. Engineers spend less time writing code line-by-line and more time defining what they want to build. They translate product mockups into working features, hit performance targets, and test ideas faster.
From specialist roles to outcome engineering
Cory Dolphin, Nextdoor's Head of Engineering, said the tool has become essential to how the company operates. "Codex has fundamentally changed how we think about engineering, to the point that we can't even imagine engineering without it," he said.
The shift means engineers take on more product responsibility. One engineer recently built Nextdoor's Opportunity Alerts feature with a map view for service providers-work that previously required coordination across mobile, frontend, and backend teams. That single engineer owned the entire feature.
"As engineers start to shift up the stack, they get to be more responsible for the product that they're building. You really see individual engineers start to drive products," Dolphin said.
Debugging complex systems faster
The platform team uses Codex for debugging embedded Rust databases and systems prone to race conditions. Engineers feed the tool controlled environments and use it to diagnose issues ranging from Kubernetes pod startup failures to data analysis problems.
Speed matters. "A lot of the team are addicted to it. When you have a quick feedback loop with the problem that you're working on, the feeling is exhilarating as an engineer," Dolphin said.
That speed has shifted what constrains the company. Engineering execution is no longer the bottleneck. Strategic decision-making-choosing which features to build-is.
For product development teams looking to adopt similar tools, Generative Code Courses and AI Coding Courses cover how these systems work and how to integrate them into existing workflows.
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