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Embedded AI

Sensor Operations
Problem: Compromised endpoints may run with high CPU, RAM, or network activity long before AV detects them.
• Solution: NodeBeacon continuously monitors CPU, memory, disk usage, processes, and NIC throughput, raising alerts for abnormal patterns.
• Why Different: Embeds ONNX AI anomaly detection with adaptive thresholds, inline assessments, model hot -swap support, and registry -driven configuration.
• Syslog Output Fields: Timestamp, Sitename, Host, OS, User, CPU%, Memory%, Disk%, Top CPU Processes, Top Memory Processes, NIC throughput stats, Alerts, Threat Score, 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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