◆ AI Security Intelligence Division

AI Security Intelligence

Evidence-graded AI security intelligence — prompt injection, AI supply chain, agentic & MCP exploitation, RAG attacks, model theft — collected on a dedicated pipeline and mapped to OWASP LLM Top 10 and MITRE ATLAS. Community leads are corroborated before publication; every item carries a confidence and evidence label.

Doctrine: Evidence First · Verification First · Never invent · Always assign confidence
9
Published
0
P1 Priority
5
Leads Held
5/6
Sources Live

OWASP LLM Top 10 Coverage

LLM01Prompt Injection
LLM02Insecure Output Handling
LLM03Training Data Poisoning
LLM04Model Denial of Service / Data & Model Poisoning
LLM05Supply Chain Vulnerabilities
LLM06Sensitive Information Disclosure / Excessive Agency
LLM07Insecure Plugin / System Prompt Leakage
LLM08Vector and Embedding Weaknesses
LLM09Misinformation
LLM10Unbounded Consumption / Model Theft
P3 PUBLISHED RESEARCH LOW confidence
Refusal is Not Safety! Benchmarking Latent Safety Risks of LLM-Driven Content Humorization
arXiv cs.CR (LLM security) · no CVE · impact 20/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
Context Contamination in LLM Analysis of Network Security Logs: Poison with Passive Prompt Injection and Mitigation Evaluation
arXiv cs.CR (LLM security) · no CVE · impact 20/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
NetInjectBench: Benchmarking Indirect Prompt Injection in Tool-Using Large Language Model Agents for Network Operations
arXiv cs.CR (LLM security) · no CVE · impact 20/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
How Jailbreak Attacks Inform Safety Alignment: A Defender-Centric, Shapley-Based Evaluation of Jailbreak Contributions
arXiv cs.CR (LLM security) · no CVE · impact 10/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
Agent Skill Security: Threat Models, Attacks, Defenses, and Evaluation
arXiv cs.CR (LLM security) · no CVE · impact 10/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
PVDetector: Detecting Prompt Injection Attacks on Purpose-Specific LLM Agents through Policy-Violation Concept Analysis
arXiv cs.CR (LLM security) · no CVE · impact 10/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
Securing LLMs in the Wild: Privacy and Security Challenges at the Edge
arXiv cs.CR (LLM security) · no CVE · impact 10/100
LLM01AML.T0051Prompt Injection
P3 PUBLISHED RESEARCH LOW confidence
How Do You Choose Your AI Component? An Interview Study of Secure AI Integration in Practice
arXiv cs.CR (LLM security) · no CVE · impact 0/100
LLM06AML.T0057Sensitive Information Disclosure
P3 PUBLISHED RESEARCH LOW confidence
Bulkhead: Automated Semantic Detection and Remediation of Container Escape Vulnerabilities
arXiv cs.CR (LLM security) · no CVE · impact 0/100
LLM05AML.T0010AI Infrastructure / Inference Server
Machine-readable feed: /api/intel/ai-security.json  ·  Generated 2026-07-21T10:26:53.214Z  ·  CYBERDUDEBIVASH® SENTINEL APEX™ AI Security Intelligence Division