Enterprise Crisis Response Digital Worker

Core Logic

Coordinates multi-agent workflow using Claude-3.5-Sonnet at temperature 0.3 with 4,096 max tokens. Manages task delegation through workflow_engine and agent_router tools. Tracks execution across 15 steps from input validation through executive summary compilation. Monitors token usage against 128K limit and aggregates agent outputs.

Core Logic

Integrates three data collection tools: OPC-UA Client (125ms latency) for real-time sensor data from 847 sensors, TimescaleDB Query (85ms) for historical records from 15,000+ entries, and Kafka Consumer (15ms) for real-time event streams. Validates data quality and handles missing values. Correlates data from CMMS and ERP systems.

Core Logic

Applies FFT analyzer (250ms) for frequency domain pattern detection, Isolation Forest (180ms) for unsupervised anomaly detection, and statistical tests (45ms) for hypothesis validation. Extracts features from time-series data and classifies anomaly severity. Correlates patterns across multiple sensor streams for comprehensive analysis.

Core Logic

Constructs hierarchical fault trees using Fault Tree Builder (320ms) with Bayesian probability calculations. Applies Bayesian Network inference (450ms) for causal analysis. Runs FMEA Analyzer (280ms) for failure mode effects assessment. Outputs root causes with contributing factors, confidence levels, and probability-weighted impact scores.

Core Logic

Executes Weibull Analyzer (150ms) for reliability and time-to-failure prediction. Applies Prophet Forecast (380ms) for time-series prediction with seasonality decomposition. Runs Monte Carlo simulation (520ms) with thousands of iterations for risk quantification and scenario probability assessment.

Core Logic

Applies Resource Optimizer (220ms) using linear programming for optimal resource allocation. Calculates ROI using financial analysis tool (85ms) including downtime costs, labor, and parts. Checks real-time inventory via API (65ms, /api/inventory endpoint). Generates prioritized action plans with cost-benefit rankings and resource assignments.

Core Logic

Executes Policy Checker (95ms) for enterprise policy validation. Applies Safety Validator (120ms) for OSHA protocol compliance verification. Runs Budget Validator (45ms) for financial constraint checking. Filters and adjusts recommendations to ensure all outputs are policy-compliant, safe, and financially feasible.

Core Logic

Maintains synchronized digital twin using Twin Sync Engine (45ms, 99.7% accuracy). Runs Physics Simulator (320ms) for equipment behavior modeling. Executes State Predictor (180ms) for future state projection. Tracks sync status (synchronized/syncing/stale/disconnected) and identifies component anomalies. Provides real-time OEE, throughput, and availability metrics.

Core Logic

Calculates carbon footprint using Carbon Calculator (95ms) across Scope 1, 2, and 3 emissions. Analyzes energy efficiency via Energy Analyzer (110ms) including renewable percentage and power factor. Generates ESG Reporter output (150ms) for ISO 14001, EU ETS, and GRI Standards compliance. Produces Environmental (76), Social (85), and Governance (91) scores.

Core Logic

Manages autonomous action queue with confidence-based auto-approval (>98% confidence for low-risk actions) and role-based approval routing for high-impact decisions. Implements feedback learning with 0.03 learning rate and 91.2% model accuracy. Tracks 847 optimized decisions with positive/negative/neutral feedback loops. Applies parameter tuning, model updates, and workflow optimizations based on outcomes.