{"slug": "how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions", "title": "How do you prevent AI-generated code from drifting away from your conventions over time?", "summary": "A developer building Kumiko, an opinionated SaaS framework, describes the challenge of AI-generated code drifting from project conventions over time. While initial AI-generated features match codebase patterns, subsequent features accumulate subtle inconsistencies that linting and code review fail to fully prevent. The team is exploring framework constraints as a partial solution but acknowledges the problem remains unsolved.", "body_md": "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.\n\nThe first feature the AI generates looks great. It reads the codebase, picks up the patterns, and the output looks like something a senior dev wrote.\n\nThe tenth feature? Less so. Small inconsistencies creep in:\n\nNone of it is wrong. All of it is subtly inconsistent.\n\n**AGENTS.md / CLAUDE.md** — helps, but gets stale and doesn't scale with the codebase\n\n**Code review** — catches it, but defeats some of the speed advantage\n\n**Linting + formatting** — catches easy stuff, misses semantic drift\n\nWhat we haven't solved: giving the AI a \"living\" representation of your conventions that stays current as the codebase evolves.\n\nWe're building Kumiko — an opinionated SaaS framework — partly as an answer to this. If the framework constrains what's possible, drift has less surface area. But I'm not convinced that fully solves it either.\n\nWhat's your approach?", "url": "https://wpnews.pro/news/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions", "canonical_source": "https://dev.to/marc_kumiko/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions-over-time-4b3l", "published_at": "2026-06-28 10:52:37+00:00", "updated_at": "2026-06-28 11:33:32.460356+00:00", "lang": "en", "topics": ["artificial-intelligence", "generative-ai", "developer-tools", "ai-agents", "ai-products"], "entities": ["Kumiko", "AGENTS.md", "CLAUDE.md"], "alternates": {"html": "https://wpnews.pro/news/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions", "markdown": "https://wpnews.pro/news/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions.md", "text": "https://wpnews.pro/news/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions.txt", "jsonld": "https://wpnews.pro/news/how-do-you-prevent-ai-generated-code-from-drifting-away-from-your-conventions.jsonld"}}