AEGIS — Adversarial Entropy-Guided Immune System.
A physics-based network intrusion detection system that detects adversarial traffic through flow thermodynamics — zero payload inspection. No byte reading. No DPI. Just the mathematics of how automated systems move differently from humans.
- F1: 0.9952 · TPR: 99.50% · FPR: 0.21% · Inference: 262μs
- Architecture: TVD-HL-SSM (Thermodynamic Variance-Guided Hyperbolic Liquid State Space Model) with Mamba-3 core
- Published: arXiv:2604.02149 · Dataset: Vix0007/AEGIS-Adversarial-Corpus (908K sequences, 10GB)
- Organically indexed in English, German, and Chinese within 8 days of publication
| Project | Description | Stack |
|---|---|---|
| AEGIS | Zero-payload adversarial network defense via flow thermodynamics | Python, PyTorch, C++, eBPF, CUDA |
| LinguaSign AI | Real-time Malaysian Sign Language (BIM) translation | MediaPipe, LSTM, TensorFlow |
| DupeChest | Minecraft mod · 1,493 downloads | Java, Fabric |
| Golden Apple Cow | Minecraft mod · 111 downloads | Java, Fabric |
- AEGIS: Adversarial Entropy-Guided Immune System · arXiv:2604.02149 · 2026
First solo-authored undergraduate research preprint from UNIMAS on arXiv.
cs.CR (primary) · cs.LG (cross-list) · CC BY 4.0
Languages Python · Java · C++ · JavaScript
ML/DL PyTorch · TensorFlow · MediaPipe
Systems eBPF · CUDA · Linux · nginx
Infra Hostinger KVM2 · AlmaLinux · GitHub Actions
Research arXiv · HuggingFace · ORCID · ResearchGate
- 🌐 vixdev.cloud
- 🔬 research.vixdev.cloud
- 🤗 huggingface.co/Vix0007
- 📄 arXiv:2604.02149
- 🎮 modrinth.com/user/Vix.
"For Humanity, From Humanity."
Kota Samarahan, Sarawak, Malaysia 🇲🇾