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In this episode: OpenAI reports that AI helped uncover critical vulnerabilities in PHP, a programming language widely used for websites and applications. The push toward three-year bachelor's degrees is exposing a tension between college affordability and preparation for an AI-shaped job market. Anthropic reports that its internal AI adoption is changing hiring, output, and the allocation of human attention. AI adoption is contributing to shrinking administrative staffing at universities and colleges, according to a College and University Professional Association for Human Resources survey.