AI Detections¶

The AI Detections module shows insights produced by NyXIA — the local AI engine — when it identifies unusual or suspicious activity on the device.
All detections are generated locally, without cloud processing or data sharing.

Purpose of AI Detections¶

NyXIA detects: - Behavioral anomalies
- Suspicious event sequences
- Rare or unexpected patterns
- Indicators of compromise (IoCs)
- High-risk deviations from the device’s normal profile

These detections help users see threats early.

Types of AI Detections¶

1. Anomaly-Based Detections¶

Triggered when behavior significantly deviates from the usual device baseline.

Example cases: - Unusual process activity
- Irregular network connections
- Unexpected file modifications
- Activity outside typical time periods

2. Behavioral Sequence Alerts¶

NyXIA examines short windows of events to detect: - Multi-step intrusion attempts
- Script + privilege escalation sequences
- Process chains indicative of malware

3. Rare Event Patterns¶

Highlighted when: - A process behaves differently than normal
- A new rare endpoint appears
- Activity resembles early-stage compromise

4. Persistent Suspicious Behavior¶

Long-term anomalies, such as: - Repeated failed connections
- Slow privilege escalation
- Unusual background activity

Detection Details¶

Each AI detection includes: - Description of the anomaly
- Affected processes or paths
- Related network activity
- Severity rating
- Contextual explanation
- Recommendations (if enabled)

Nyroxis ensures these insights remain understandable for non-technical users.

100% Local & Private¶

All AI detections are: - Computed offline
- Stored locally
- Derived from encrypted logs
- Never uploaded to servers

Your data never leaves your device.

Summary¶

AI Detections provide intelligent, privacy-preserving alerts that help users identify dangerous or abnormal activity early — with full local processing and no cloud dependency.