AI Development OS
Active DevelopmentA structured framework for AI-assisted software development. Defines roles, memory, approval gates, and collaboration behaviour across all projects.
Stefan Cringusi
I build practical systems and document the work. My background spans the French Foreign Legion, cybersecurity, infrastructure, and AI. Today I focus on learning, building, and creating a structured record of that journey.
Cybersecurity, infrastructure, and AI systems. I document real projects, lab experiments, technical learning, and practical implementation as I build them.
Selected work
A structured framework for AI-assisted software development. Defines roles, memory, approval gates, and collaboration behaviour across all projects.
A cybersecurity project focused on practical threat awareness, investigation, and defensive thinking.
A voice-to-memory system designed to capture thoughts, transcribe them, and support personal knowledge building.
Networking, servers, VPNs, Docker, security segmentation, and infrastructure documentation.
Currently building
Active threads across projects, documentation, and knowledge systems.
Areas of practice
Threat analysis, defensive systems, investigations, and security principles.
Servers, Docker, VPNs, and operational systems design and documentation.
System administration, configuration, and command-line proficiency.
TCP/IP, routing, firewalls, and network architecture principles.
Language models, automation, and applied AI tools and workflows.
Technical frameworks, communication skills, and career preparation.