Beginner
LLM Security
Prompt Injection Lab
Explore instruction conflicts, prompt leakage, and simulated secret exposure in controlled LLM environments.
Direct Prompt Injection
Instruction Conflict
Secret Extraction
+200 XPStart Lab →
AI & LLM SECURITY RESEARCH
Exploring the Securityof Intelligent Systems.
Researching LLM security, prompt injection, adversarial behavior, AI agents, context security, and trustworthy autonomous systems.
Multi-Agent SystemsLLM SafetyAdversarial Testing
LIVE RESEARCH PROTOTYPE
Agentic World
A living multi-agent environment where autonomous agents observe, reason, plan, act, remember, and respond to changing security conditions.
8
Agents
5
States
3
Scenarios
∞
Interactions
AI Security Training & Research Platform
AI Security Lab Hub
Learn, attack, observe, defend, and investigate security failures across modern AI systems.
12
Labs
08
Challenges
06
Research Areas
20
Lessons
Intermediate
RAG Security
RAG Security Lab
Investigate poisoned retrieval context, malicious documents, and knowledge-base trust failures.
RAG Poisoning
Context Manipulation
Knowledge Integrity
+350 XPStart Lab →
Advanced
Agentic AI
Agent Security Lab
Test unsafe tool use, privilege boundaries, and agent workflow manipulation in sandboxed scenarios.
Tool Misuse
Agent Hijacking
Privilege Boundaries
+500 XPStart Lab →
Intermediate
Red Teaming
AI Red Teaming Lab
Perform structured adversarial evaluation against simulated AI systems and security controls.
Attack Simulation
Behavior Testing
Defense Evaluation
+400 XPStart Lab →
Advanced
Privacy
LLM Privacy Lab
Study data exposure, sensitive context leakage, and privacy failure modes in AI systems.
Data Leakage
Sensitive Context
Privacy Attacks
+450 XPStart Lab →
Advanced
AI Forensics
AI Forensics Lab
Reconstruct attack paths, analyze behavioral evidence, and investigate AI-assisted incidents.
Attack Replay
Evidence Analysis
Incident Reconstruction
+500 XPStart Lab →
Research Artifacts
Building research artifacts,not just publishing ideas.
The lab focuses on reproducible experiments, structured security evaluations, attack analysis, and practical AI security tooling.
INTERACTIVE
LLM Security Threat Model
An architecture-aware, evidence-informed assessment for LLM applications covering deployment, data, prompt/context security, RAG, tools, downstream outputs, controls, and residual risk.
Threat ModelingLLM SecurityRisk Assessment
Launch AssessmentPrompt Injection Research
Research focused on direct, indirect, contextual, and multi-turn prompt injection behavior.
Prompt InjectionLLM SecurityAdversarial Testing
Explore TopicAgent Security Research
Investigation of unsafe tool use, agent manipulation, privilege boundaries, and autonomous attack paths.
AgentsTool SecurityAI Red Teaming
Explore TopicContext Attack Analysis
Analysis of instruction conflicts, malicious context, context poisoning, and dependency-based attacks.
Context SecurityDetectionDefense
Explore TopicINTERACTIVE
Agentic World
An interactive multi-agent security simulation exploring cognition, trust dynamics, malicious context, rogue agents, and threat propagation.
Multi-AgentLLM SafetySecurity Simulation
Launch Simulation