From the course: GenAIOps Foundations
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Protection against vulnerabilities
From the course: GenAIOps Foundations
Protection against vulnerabilities
- [Instructor] How can GenAIOps help with vulnerabilities? GenAIOps should provide a framework to monitor and protect the GenAI application, its artifacts, and data against potential vulnerabilities of GenAI. Let's review the OWASP top 10 vulnerabilities for GenAI. OWASP stands for Open Web Application Security Project. This is a nonprofit organization that helps developers to build secure applications. They have published a list of top 10 vulnerabilities for LLMs. All these vulnerabilities need to be considered on whether they apply for a given GenAI application, and required guardrails need to be enforced to protect against them. First comes prompt injection. Here, the user can provide a malicious prompt that can trick the model to return an unsafe result or expose confidential data. Insecure output can be produced by a model, especially when generating code. The code generated can have vulnerabilities, like cross-site scripting. In training data poisoning, malicious samples can be…
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