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Embedded AI

Sensor Operations
Problem: Critical security signals are often buried in massive log files; manual reviews miss early attack indicators.
• Solution: LogFileSensor monitors configured log files for defined strings, captures matches, and reports them via syslog in real time.
• Why Different: Integrates ONNX AI models for anomaly scoring, adaptive thresholds, and autonomous learning. Supports mass - match detection, periodic AI summaries, and JSON syslog export.
• Syslog Output Fields: Timestamp, Sitename, Host, Service, FilePath, SearchString, MatchCount, MatchRate, Threat Score, Threat Level, Issue Type, Recommended Action.
Host Resource Requirements
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CPU: < 1%
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Memory(RAM) < 50MB
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Disk: < 1MB per day log writes
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Network: < 1KB/s syslog traffic
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