AI Change Impact Analysis System

Core Logic

The Orchestrator manages the end-to-end analysis pipeline across 6 phases: Initialization, Discovery, Deep Analysis, Advanced Intelligence, Planning, and Synthesis. It distributes tasks to specialist agents, aggregates findings, resolves conflicting assessments, calculates overall risk scores, and generates final approval recommendations with confidence levels and conditions.

Core Logic

Atlas maps device dependencies using graph analysis of device inventories and network topology scans. It queries device databases, analyzes protocol connections (OPC UA, Profinet, Modbus, EtherNet/IP), identifies critical paths and circular dependencies, and calculates impact propagation across production zones. Tools: query_device_inventory, scan_network_topology.

Core Logic

Sentinel performs comprehensive security assessment by querying CVE databases for applicable vulnerabilities, analyzing protocol security (encryption, authentication), calculating CVSS scores, identifying exploit availability, and recommending mitigations. Integrates threat intelligence for active campaign awareness. Tools: fetch_cve_database, analyze_protocol_traffic, query_threat_intelligence, analyze_attack_surface.

Core Logic

Auditor validates changes against compliance frameworks by checking applicable requirements, identifying gaps, assessing severity of violations, and recommending remediation actions. Generates compliance reports with requirement-level status and audit trail documentation. Tools: check_compliance_rules.

Core Logic

Oracle performs multi-dimensional risk quantification using Monte Carlo simulation (10,000 iterations) and Analytic Hierarchy Process (AHP) analysis. It calculates success probability, impact distributions, risk scores across categories (security, operational, compliance, financial, technical), and generates risk matrices with mitigation recommendations. Tools: run_risk_simulation.

Core Logic

Prophet predicts performance impact using Holt-Winters exponential smoothing on historical metrics. It analyzes baseline performance, forecasts post-change metrics, identifies potential bottlenecks, and calculates performance improvement/degradation percentages with confidence intervals. Tools: predict_performance.

Core Logic

Validator generates comprehensive test plans covering functional, security, performance, integration, regression, and compliance testing categories. It determines test coverage requirements, creates automated and manual test cases, estimates execution duration, and identifies critical path tests for smoke testing. Tools: generate_test_cases.

Core Logic

Navigator creates optimized deployment plans using topological sort with constraint satisfaction. It generates step sequences with duration estimates, identifies checkpoints requiring validation, creates rollback procedures, and recommends maintenance windows based on production schedules. Tools: create_deployment_plan.

Core Logic

Mirror simulates device behavior changes using digital twin technology. It runs post-change simulations comparing baseline vs predicted metrics (CPU, memory, latency, response time, error rate, throughput), identifies potential anomalies, and validates safe deployment with confidence scoring. Tools: simulate_digital_twin, query_real_time_telemetry.

Core Logic

Nexus analyzes supply chain impacts including spare parts inventory status, supplier risk scores, lead times, procurement risks (single-source, geographic, geopolitical), and vendor delivery performance. Identifies inventory shortages that could affect rollback capability and recommends restocking actions. Tools: analyze_supply_chain, check_supplier_risk.

Core Logic

Gaia evaluates sustainability impact including carbon footprint analysis (Scope 1/2/3 emissions), energy efficiency changes, ESG compliance against frameworks (GRI, SASB, ISO 14001), and circular economy metrics. Calculates emission reductions, energy savings, and alignment with Science Based Targets initiative. Tools: calculate_carbon_footprint, assess_esg_impact.