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The SEMLA project seeks to make the development of software systems more resilient, secure, and cost-effective. SEMLA leverages recent advancements in machine learning (ML) and artificial intelligence (AI) to automate critical yet common & time-consuming tasks in software development that often lead to catastrophic security vulnerabilities. SEMLA aims to achieve the following three objectives: (i) quickly learning about new vulnerabilities, (ii) enabling developers to generate secure code, (iii) realizing resilient infrastructure.