AI is dramatically increasing developer productivity, but many enterprises are struggling to translate those gains into measurable business outcomes. In a TechVoices interview, GitLab Chief Product and Marketing Officer Manav Khurana explained that AI-assisted coding is creating unprecedented speed, but also introducing new issues around reliability, security, governance, infrastructure scale, and cost control.