Taught myself to code 5 months ago and built a live 7-layer AI defense system

A developer who learned to code five months ago built a live 7-layer AI defense system that runs on internet-facing infrastructure, detecting and responding to real attackers autonomously. The system features interconnected layers with no dead ends or silent failures, and its Point Tron tool allows users to probe their own LLM endpoints for vulnerabilities.

Seven layers of autonomous defense running on live internet-facing infrastructure. Real attackers. Real data. A system that gets harder to beat the longer it runs. Each layer has a distinct role. Every layer signals every other. No dead ends. No silent failures. Point Tron's Disk at your own LLM endpoint. See exactly where it opens — and what it says when it does.