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Sentinel - Real-time Monitoring & Anomaly Detection Agent

## Intelligent Monitoring The Sentinel Agent continuously analyzes sensor data streams using Statistical Process Control (SPC) with Western Electric Rules, detecting anomalies through multiple algorithms including Z-Score analysis, control chart violations, and cross-sensor correlation. It identifies temperature spikes, vibration pattern changes, pressure anomalies, and current fluctuations in real-time, passing findings to downstream agents with confidence scores.

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Part of AI-Powered Predictive Maintenance Digital Worker

Portal: Nexgile Autonomex Command

Agent ID: sentinel-agent

Problem Statement

The challenge addressed

## Detection Gap Manufacturing equipment generates thousands of sensor readings per minute, but operators cannot manually monitor all data points for subtle anomalies that precede failures. Tradition... ## Detection Gap Manufacturing equipment generates thousands of sensor readings per minute, but operators cannot manually monitor all data points for subtle anomalies that precede failures. Traditional threshold-based alerts miss gradual degradation patterns and generate excessive false positives.

Core Logic

How the agent solves it

## Intelligent Monitoring The Sentinel Agent continuously analyzes sensor data streams using Statistical Process Control (SPC) with Western Electric Rules, detecting anomalies through multiple algori... ## Intelligent Monitoring The Sentinel Agent continuously analyzes sensor data streams using Statistical Process Control (SPC) with Western Electric Rules, detecting anomalies through multiple algorithms including Z-Score analysis, control chart violations, and cross-sensor correlation. It identifies temperature spikes, vibration pattern changes, pressure anomalies, and current fluctuations in real-time, passing findings to downstream agents with confidence scores.

System Navigation

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Portal

Nexgile Autonomex Command

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AI-Powered Predictive Maintenance Digital Worker

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Sentinel - Real-time Monitoring & Anomaly Detection Agent

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