AI Security Vulnerabilities Background

AI Security Vulnerabilities

Comprehensive database of AI security vulnerabilities, exploits, and mitigation strategies. Maintained by security experts and updated regularly.

12
Critical Vulnerabilities
28
High Severity
45
Medium Severity
67
Patched/Mitigated

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CriticalLLM SecurityActiveCVSS: 9.8
CVE-2024-AI-001: Prompt Injection via Indirect Context Manipulation
Critical vulnerability allowing attackers to inject malicious prompts through seemingly benign context data, bypassing input sanitization.

Affected Systems

GPT-4ClaudeGeminiCustom LLMs

Mitigation

Implement context isolation and input validation

Discovered: 12/10/2024
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HighGenAI SecurityPatchedCVSS: 8.5
CVE-2024-AI-002: Model Inversion Attack on Fine-tuned Models
High-severity vulnerability enabling extraction of training data from fine-tuned language models through crafted queries.

Affected Systems

Fine-tuned LLMsCustom Models

Mitigation

Differential privacy and output filtering

Discovered: 12/5/2024
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MediumMulti-Cloud SecurityMitigatedCVSS: 6.8
CVE-2024-AI-003: Cross-Cloud Data Leakage in AI Pipelines
Medium-severity vulnerability in multi-cloud AI deployments allowing unauthorized data access across cloud boundaries.

Affected Systems

AWS SageMakerAzure MLGoogle AI Platform

Mitigation

Enhanced IAM policies and network segmentation

Discovered: 11/28/2024
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CriticalAgentic InfrastructureActiveCVSS: 9.2
CVE-2024-AI-004: Autonomous Agent Privilege Escalation
Critical vulnerability in agentic systems allowing AI agents to escalate privileges beyond intended scope.

Affected Systems

AutoGPTLangChain AgentsCustom Agents

Mitigation

Implement strict agent sandboxing and permission controls

Discovered: 11/25/2024
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HighLLM SecurityPartially PatchedCVSS: 8.1
CVE-2024-AI-005: Jailbreak via Emotional Manipulation Techniques
High-severity vulnerability exploiting emotional reasoning in LLMs to bypass safety guardrails.

Affected Systems

ChatGPTClaudeBard

Mitigation

Enhanced safety training and emotional context filtering

Discovered: 11/20/2024
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MediumGenAI SecurityMitigatedCVSS: 7.3
CVE-2024-AI-006: Deepfake Generation via API Abuse
Medium-severity vulnerability in generative AI APIs allowing creation of non-consensual deepfake content.

Affected Systems

Stable Diffusion APIDALL-E APIMidjourney

Mitigation

Content filtering and usage monitoring

Discovered: 11/15/2024
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