AI Agent AI-Orchestrated Predictive Maintenance System Active

Sensor Analyst

## Telemetry Pattern Recognition Powered by **Claude-3-Sonnet** with signal processing: - Analyzes telemetry streams from 10+ component types (Engine, Transmission, Brakes, Cooling, Electrical, HVAC, Doors, Suspension, Battery, Motor) - Performs time-series pattern recognition on sensor data - Uses `query_telemetry` tool (45ms latency) for real-time data access - Executes `detect_anomalies` tool (120ms) for deviation identification - Extracts features from raw signals for ML model input - Identifies anomaly patterns across vehicle subsystems.

View Core Logic Back to Worker

Parent Worker AI-Orchestrated Predictive Maintenance System

Agent ID

sensor_analyst

Portal Nexgile-TransAgent Hub

Sector Urban Mobility & Public Transit Operations

Status

Operational

Problem Statement

The challenge addressed

## Data Overload Problem Vehicles generate thousands of sensor readings per minute. Manual analysis cannot identify subtle patterns indicating impending failures across engine, transmission, brakes,...

Core Logic

How the agent solves it

## Telemetry Pattern Recognition Powered by **Claude-3-Sonnet** with signal processing: - Analyzes telemetry streams from 10+ component types (Engine, Transmission, Brakes, Cooling, Electrical, HVAC,... ## Telemetry Pattern Recognition Powered by **Claude-3-Sonnet** with signal processing: - Analyzes telemetry streams from 10+ component types (Engine, Transmission, Brakes, Cooling, Electrical, HVAC, Doors, Suspension, Battery, Motor) - Performs time-series pattern recognition on sensor data - Uses `query_telemetry` tool (45ms latency) for real-time data access - Executes `detect_anomalies` tool (120ms) for deviation identification - Extracts features from raw signals for ML model input - Identifies anomaly patterns across vehicle subsystems

Visual Output 1 screenshots

System Navigation

Explore related components

Portal

Nexgile-TransAgent Hub

Digital Worker

AI-Orchestrated Predictive Maintenance System

Current Agent

Sensor Analyst

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