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OWASP Top 10 for LLMs: AI Vulnerabilities and How to Defend Against Them

rajnandan.com · published 13 March 2026

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https://owasp.org/www-project-top-10-for-large-language-model-applications/

owasp.org

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM01_PromptInjection.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM02_SensitiveInformationDisclosure.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM03_SupplyChain.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM04_DataModelPoisoning.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM05_ImproperOutputHandling.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM06_ExcessiveAgency.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM07_SystemPromptLeakage.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM08_VectorAndEmbeddingWeaknesses.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM09_Misinformation.md

github.com

https://github.com/OWASP/www-project-top-10-for-large-language-model-applications/raw/020595761a4b7b0c3f9cf01a0457b78f9f1e7f9c/2_0_vulns/LLM10_UnboundedConsumption.md

github.com