ADAPT-AI
Advanced AI Attack Testing Framework - A comprehensive security testing platform implementing state-of-the-art adversarial AI research techniques with machine learning capabilities for continuous improvement and adaptation.
# Initialize ADAPT-AI from adapt_ai import AdaptClient client = AdaptClient(api_key="your-api-key") # Run comprehensive attack suite result = await client.attack.comprehensive({ target="https://api.example.com/chat", techniques=["gradient", "multimodal", "social_engineering"], evasion=True, ml_analysis=True }) # ML-powered analysis analysis = await client.ml.analyze_patterns(result) print(f"Success rate: {analysis.success_rate}") print(f"Vulnerabilities: {analysis.vulnerabilities}") print(f"Recommended defenses: {analysis.defenses}")
Advanced Security Testing Capabilities
Comprehensive AI security testing with state-of-the-art attack techniques and adaptive learning
Advanced Gradient Optimization
State-of-the-art gradient-based attacks with Adam optimizer, momentum, and adaptive learning rates for maximum effectiveness
Comprehensive Multi-Modal Attacks
Cross-modal attack synchronization across text, image, audio, video, and file uploads with steganographic techniques
Sophisticated Social Engineering
10+ psychological manipulation techniques including authority impersonation, emotional manipulation, and trust-building sequences
Advanced Evasion Techniques
9 evasion categories including dynamic obfuscation, fingerprint randomization, and real-time strategy adaptation
ML-Powered Learning System
Ensemble learning with reinforcement learning, genetic optimization, and real-time pattern evolution
Enterprise-Grade Architecture
Production-ready microservices with PostgreSQL, Redis, Docker, and comprehensive monitoring
State-of-the-Art Attack Techniques
10+ advanced attack categories implementing cutting-edge adversarial AI research
Gradient-Based Attacks
- • Adam optimizer with momentum
- • Gradient clipping & adaptive learning
- • Adversarial suffix generation
- • Token-level manipulation
Multi-Modal Attacks
- • Image + text prompt injection
- • Audio manipulation & steganography
- • Video content attacks
- • File upload exploitation
Social Engineering
- • Authority figure impersonation
- • Emotional manipulation techniques
- • Trust building sequences
- • Consensus pressure tactics
Evasion Techniques
- • Dynamic obfuscation
- • Fingerprint randomization
- • Real-time strategy adaptation
- • Defense mechanism detection
ML Learning System
- • Ensemble learning algorithms
- • Reinforcement learning
- • Genetic optimization
- • Real-time pattern evolution
Enterprise Features
- • Docker & Kubernetes support
- • PostgreSQL & Redis
- • Comprehensive monitoring
- • Production-ready architecture
Multi-Layered Architecture
Enterprise-grade architecture designed for scalability and performance
API Gateway Layer
FastAPI-based microservices with authentication, rate limiting, and comprehensive request routing
Core Attack Engine
Advanced attack engine with 10+ attack categories, ML algorithms, and adaptive strategies
ML Learning System
Comprehensive ML system with ensemble learning, reinforcement learning, and genetic optimization
Enterprise Infrastructure
Production-ready infrastructure with PostgreSQL, Redis, Docker, and comprehensive monitoring
Technical Specifications
Enterprise-grade performance and capabilities for production environments
Performance
Reliability
ML Capabilities
Enterprise
Why Choose ADAPT-AI?
Industry-leading capabilities for comprehensive AI security testing
State-of-the-Art Techniques
Implements 10+ cutting-edge adversarial AI research techniques with continuous updates as new attack vectors emerge
Comprehensive Multi-Modal Coverage
Tests across all modalities including text, image, audio, video, and file uploads with cross-modal synchronization
Advanced ML Learning System
Ensemble learning with reinforcement learning, genetic optimization, and real-time pattern evolution
Enterprise-Grade Architecture
Production-ready microservices with PostgreSQL, Redis, Docker, and comprehensive monitoring
Comprehensive Use Cases
ADAPT-AI serves diverse security testing needs across industries
AI Security Assessments
Red Team Operations
Compliance Testing
ML Model Validation
Vulnerability Research
Multi-Modal Security Testing
Social Engineering Simulation
Evasion Technique Testing
Enterprise Security Audits
AI System Hardening
Quick Integration
Get started with ADAPT-AI in minutes using our SDKs and REST API
Python SDK
from adapt_ai import AdaptClient
# Initialize ADAPT-AI client
client = AdaptClient(api_key="your-api-key")
# Run advanced gradient optimization attack
result = await client.attack.gradient_optimize(
target="https://api.example.com/chat",
objective="test_jailbreak",
iterations=100,
learning_rate=0.01,
momentum=0.9
)
# Execute multi-modal attack
multimodal_result = await client.attack.multimodal({
target: "https://api.example.com/vision",
modes: ['text', 'image', 'audio'],
strategy: 'adaptive'
})
# Analyze results with ML
analysis = await client.ml.analyze_patterns(result)
print(f"Success rate: {analysis.success_rate}")
print(f"Detected vulnerabilities: {analysis.vulnerabilities}")
print(f"Recommended defenses: {analysis.defenses}")
JavaScript SDK
import { AdaptAI } from '@adapt-ai/sdk';
const adapt = new AdaptAI({ apiKey: 'your-api-key' });
// Discover AI endpoints
const targets = await adapt.discovery.scan({
domain: 'example.com',
depth: 3
});
// Execute comprehensive attack suite
const result = await adapt.attack.comprehensive({
target: targets[0],
techniques: ['gradient', 'multimodal', 'social_engineering'],
evasion: true,
ml_analysis: true
});
REST API
curl -X POST "https://api.adapt-ai.com/v1/attack" \
-H "Authorization: Bearer your-api-key" \
-H "Content-Type: application/json" \
-d '{
"target": "https://api.example.com/chat",
"attack_type": "comprehensive",
"techniques": ["gradient_optimization", "multimodal", "social_engineering"],
"parameters": {
"iterations": 100,
"learning_rate": 0.01,
"momentum": 0.9,
"evasion": true,
"ml_analysis": true
}
}'
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Start testing your AI systems with the most advanced security framework available