Code Quality, Security, and Culture in the AI Coding Era
Code Quality, Security, and Culture in the AI Coding Era
jgroh
Wed, 09/16/2026 - 12:28
Topic
Artificial Intelligence
Summary
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.
Promo Image ai4 large display graphic
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.
Promo Image ai4 large display graphic