Security Architect | AI/ML Security Specialist | DFIR Expert Creator of AI for the Win - Teaching security practitioners to build AI-powered tools
13+ years architecting security solutions, responding to major incidents, and building detection capabilities. Experienced across endpoint, cloud, and enterprise security platforms at scale.
Specializing in AI-powered security automation, designing solutions that integrate LLMs, machine learning, and data science to accelerate threat detection, incident response, and threat hunting.
50+ hands-on labs teaching security practitioners to build AI/ML tools for threat detection, DFIR, and incident response. From ML basics to production-ready detection systems.
What's included:
- Docker environment with all dependencies
- Google Colab notebooks for cloud execution
- 18 CTF challenges for skill validation
- Production-ready code examples
Free for personal learning | Commercial licensing available for corporate training and bootcamps.
AI/ML
Security Platforms
Adversary Emulation
- Multi-agent systems for automated incident response
- LLM-powered threat hunting and detection engineering
- Building open-source security tooling
- Teaching practitioners to integrate AI into security operations
"ML scales detection, LLMs accelerate analysis, humans drive decisions."