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X (formerly Twitter) March 7, 2026

Chayenne Zhao (@GenAI_is_real) on X

My Thoughts

It has to be on everyone's minds at the moment: how well can a codebase or an application be built with minimal to no human oversight? Anecdotally, from my use of Claude Code, we aren't quite at the point where generative AI can implement a cohesive, well-designed system on its own—especially in large codebases lacking sufficient human checkpoints. But we're probably not far off. ​There are still a couple of missing pieces, though. Codebases where high volumes of core code are pushed with minimal quality control from experienced engineers are inevitably going to accumulate a lot of technical debt. Maybe AI will eventually get good enough to resolve that debt on its own, but the compounding effects of unnecessary complexity could easily become overwhelming first.
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