Keeping AI Code in Line: Strategies for Maintaining Conventions Over Time in the Cloud

We've been generating production features with AI for a while now — auth flows, billing hooks, notification handlers. And we've hit a pattern we don't have a good answer to yet. The first feature the AI generates looks great. It reads the codebase, picks up the patterns, and the output looks like so