AI introduces new security challenges across the Software Supply Chain, SDLC, and for developers and architects. In this session, we will examine key attack vectors within the supply chain and map them to the OWASP Top 10 for Large Language Models (LLMs). We will also explore how these threats impact CI/CD pipelines. Attendees will gain insight into the vulnerabilities posed by AI in software development and learn actionable techniques to mitigate these risks, safeguard their pipelines, and protect both software and customers from evolving security threats.