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I built a network security analyzer using information geometry (Riemannian manifolds) instead of traditional rule-based detection

published on 2026-02-23 05:35:47 UTC by /u/Former-Oil-4621
Content:

After 30+ years in critical infrastructure security (power grid, banking), I got frustrated with SIEM tools that generate mountains of false positives. So I built something different.
ASAF uses information geometry — specifically Fisher Information Matrices and geodesic analysis on statistical manifolds — to model network behavior. Instead of pattern matching against known signatures, it measures how the "shape" of network traffic deviates from its natural geometry.

Key technical details:

C++17/Eigen3, runs air-gapped (no cloud dependency)
Ihara zeta function for network topology analysis
Geodesic extrapolation via RK4 for predictive threat detection
Maps findings to MITRE ATT&CK framework for actionable reports

The core idea: network traffic lives on a statistical manifold. Normal traffic follows geodesics. Attacks create curvature anomalies that are mathematically detectable before traditional IDS/IPS triggers.
Built for industrial/critical infrastructure environments where air-gap is mandatory.
Happy to discuss the math or architecture. Been running it on real infrastructure in Mexico.

Contact: entfernten.galaxie@gmail.com | https://consultoria.aivoix.mx

submitted by /u/Former-Oil-4621
[link] [comments]
Article: I built a network security analyzer using information geometry (Riemannian manifolds) instead of traditional rule-based detection - published 9 months ago.

https://www.reddit.com/r/netsec/comments/1rc91zq/i_built_a_network_security_analyzer_using/   
Published: 2026 02 23 05:35:47
Received: 2026 02 23 05:50:04
Feed: /r/netsec - Information Security News and Discussion
Source: /r/netsec - Information Security News and Discussion
Category: Cyber Security
Topic: Cyber Security
Views: 5

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