Adversarial Validation in CTEM Frameworks
Exploring how continuous threat exposure management integrates adversarial validation for comprehensive security posture assessment.
Cybersecurity & AI Security Research
Tracking the Threats
AI Is Rewriting
André da Silva — 17+ years on the front lines of cybersecurity. Researching how artificial intelligence is reshaping the threat landscape: LLM attacks, AI red teaming, adversarial ML, deepfake social engineering, and the defences being built against them. Practical intelligence for security professionals.
LLM Security
AI Red Teaming
Deepfake Threats
Adversarial ML
MITRE ATT&CK
17+
Years in Cybersecurity
4
AI Security Domains
20+
Research Articles
500K+
Threats Analysed
AI Security Focus Areas
The four domains where AI is most aggressively reshaping attack and defence
LLM & Prompt Injection
How attackers manipulate large language models through prompt injection, jailbreaking, and context hijacking. Covers indirect injection, data exfiltration via LLM outputs, and RAG poisoning techniques.
Prompt Injection
Jailbreaking
RAG Attacks
AI Red Team Operations
Adversarial testing of AI and ML systems: model evasion, adversarial examples, data poisoning, and model extraction. Mapping AI-specific TTPs to MITRE ATLAS and traditional ATT&CK frameworks.
MITRE ATLAS
Model Evasion
Data Poisoning
AI-Powered Threat Detection
Leveraging ML for blue-team operations: anomaly detection in SIEM pipelines, AI-assisted threat hunting, behavioural baselines, and automated triage. Operationalising AI defensively without adding new attack surface.
Anomaly Detection
AI-SIEM
Behavioural Analysis
Deepfakes & Social Engineering
AI-generated voice cloning, video deepfakes, and synthetic identity fraud used in CEO fraud, spear phishing, and MFA bypass. Detection methods and the rapidly shrinking window for human verification.
Voice Cloning
Synthetic Identity
CEO Fraud
Core Cybersecurity Expertise
17+ years across the full security lifecycle — the foundation behind the AI security research
Security Architecture & BAS
Designing enterprise security validation frameworks, breach and attack simulation architectures, and continuous threat exposure management programmes.
BAS
CTEM
Validation
Digital Forensics & DFIR
Advanced incident response, memory forensics, evidence acquisition, and post-breach investigation across enterprise environments.
Memory Forensics
IR
Evidence Chain
Threat Hunting & Intelligence
Proactive adversary detection, SIEM operations, IOC analysis, and MITRE ATT&CK-mapped hunts across large-scale enterprise telemetry.
MITRE ATT&CK
SIEM
IOC
Security Validation & CTEM
Continuous exposure management, attack surface reduction, and security control validation — measuring what actually works against real adversary techniques.
Attack Surface
Control Validation
Risk Reduction
Latest Insights
Professional perspectives on security validation and threat management
Zero Trust Architecture Implementation
Practical approaches to implementing Zero Trust security models in enterprise environments with continuous verification.
AI-Enhanced Blue Team Defense
Leveraging artificial intelligence and machine learning for advanced threat detection and automated defensive operations.
Let's Deliver Results Together
Breach and Attack Simulation, threat hunting, and comprehensive security validation frameworks — trusted by 100+ enterprise clients for measurable outcomes and strong ROI.