AI Engine (NyXIA) — Overview¶

NyXIA is the local AI engine inside Nyroxis, designed to analyze security events without sending any data to the cloud.
It brings intelligent behavioral detection to personal and professional devices while preserving privacy and operating fully offline.

Purpose of NyXIA¶

NyXIA provides: - Behavioral analysis of events
- Detection of unusual or suspicious patterns
- Local anomaly detection
- Lightweight on-device inference
- Zero data sharing outside the device

It is engineered to enhance visibility without compromising privacy.

How NyXIA Works¶

NyXIA processes: - Process sequences
- Network behaviors
- File activity
- Privilege actions
- Time-based patterns

Instead of analyzing each event independently, NyXIA groups short sequences of activity to reveal hidden behaviors.

This makes it capable of detecting: - Slow attacks
- Multi-step intrusions
- Persistence techniques
- Lateral movement indicators

Key Capabilities¶

1. Sequence-Based Analysis¶

NyXIA evaluates windows of events rather than single entries.
This helps identify suspicious behavior chains that traditional tools may miss.

2. Local Behavioral Profiles¶

NyXIA maintains a private behavioral baseline for each device: - Normal daily patterns
- Usual processes
- Typical network endpoints

Deviations are flagged as anomalies.

All baselines are stored locally and encrypted.

3. Lightweight AI Models¶

Models are optimized for: - Low CPU impact
- On-device processing
- Minimal memory use

Perfect for laptops, home devices, and sensitive environments.

4. No Cloud, No Uploads, No Tracking¶

NyXIA never: - Sends data to servers
- Uploads event logs
- Uses online AI APIs ( Optional )

Everything is computed locally and encrypted.

Full Privacy Guarantee¶

NyXIA respects full user privacy by design: - Offline-only
- Encrypted input/output
- Local inference
- No telemetry

The AI engine belongs entirely to the user’s device.

Summary¶

NyXIA brings intelligent, privacy‑preserving behavioral detection to Nyroxis — offering real security insights without cloud dependency or data exposure.