Code Quality, Security, and Culture in the AI Coding Era

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Code Quality, Security, and Culture in the AI Coding Era

AI is writing more of the codebase every quarter. This panel from Ai4 2026 tackles the harder question: who's accountable when it ships, and what does good review even look like. The conversation covers where ownership sits when an agent generates a recommendation or a pull request, what changes about code review as the volume of AI-generated code goes up, and what security and culture look like on a team built around that reality.