AI Security Research Portal
Research Dashboard

AI Security Research Portal

AI security second brain overview: source evidence, priority research questions, concepts, methods, and the topic graph connecting them.

Agent SecurityPrompt InjectionRAGMCPAI SOCBenchmarks
A lightweight map of the main topic clusters. Use the concept and research question pages for deeper reading.
260Sources
11Research Questions
13Concepts
6Methods

Methods

Benchmark-Based Security EvaluationmethodEvidence Grading for AI SecuritymethodMethods IndexindexRed Teaming Agentic AImethodRuntime Monitoring and Agent GatewaysmethodThreat Modeling Agentic Systemsmethod
Raw source catalog preview
\"What Happens Locally, Leaks Globally\": Detecting Privacy Leakage Risks in MCP ServersSourcesA Layered Security Framework Against Prompt Injection in RAG-Based ChatbotsSourcesA Practical Guide for Securely Using Third-Party MCP ServersSourcesA Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligenceraw_captureA Survey on Model Extraction Attacks and Defenses for Large Language ModelsSourcesA user-centric machine learning framework for cyber security operations centerSourcesAdversarial Machine Learning: A Taxonomy and Terminology of Attacks and MitigationsSourcesAECR: Automatic attack technique intelligence extraction based on fine-tuned large language modelSourcesAgent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM AgentsSourcesAgent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agentsraw_captureAgent-Assisted Side-Channel Attacks on Non-Prefix KV Cache in RAGSourcesAgentCanary: A Security Evaluation Framework for Autonomous AI Agents in Real Executable EnvironmentsSourcesAgentCyberRange: Benchmarking Frontier AI Systems in Realistic Cyber RangesSourcesAgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agentsraw_captureAgentDyn: Are Your Agent Security Defenses Deployable in Real-World Dynamic Environments?SourcesAgentEvolver: Towards Efficient Self-Evolving Agent SystemSourcesAgentic AI Security: Threats, Defenses, Evaluation, and Open ChallengesSourcesAgenticCyOps: Securing Multi-Agentic AI Integration in Enterprise Cyber Operationsraw_captureAgenticOS: An Intent-Oriented Secure Operating System Architecture for Autonomous AI AgentsSourcesAgentLens: Interpretable Safety Steering via Mechanistic Subspaces for Multi-Turn Coding AgentSourcesAgentOps: Enabling Observability of LLM AgentsSourcesAgentPoison: Red-teaming LLM Agents via Poisoning Memory or Knowledge BasesSourcesAgentRiskBOM: A Risk-Scoping Security Bill of Materials for Agentic AI SystemsSourcesAgents All the Way Down; A Methodology for Building Custom AI Agents from Substrate to ProductionSources