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Enterprise Risk Engine (ERM-X)

A working prototype demonstrating unified risk telemetry, business impact quantification, and Agentic AI governance for payroll and financial systems.

Purpose

This project normalizes disparate risk sources (cloud, vendor, vulnerability, AI) and weights them against mission-critical services.

Architecture

┌─────────────────────────────────────────────────────────────────┐
│                    DATA SOURCES (Simulated)                     │
│  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌──────────┐        │
│  │ Security │  │  Vendor  │  │    AI    │  │   Ops    │        │
│  │ Scanner  │  │  TPRM    │  │ Registry │  │Incidents │        │
│  └────┬─────┘  └────┬─────┘  └────┬─────┘  └────┬─────┘        │
└───────┼─────────────┼─────────────┼─────────────┼──────────────┘
        │             │             │             │
        ▼             ▼             ▼             ▼
┌─────────────────────────────────────────────────────────────────┐
│              INGESTION & NORMALIZATION LAYER                    │
│   (Python scripts: 01_ingest.py, ingest_*.py)                   │
│   Maps heterogeneous schemas → unified risk_portfolio schema    │
└──────────────────────────┬──────────────────────────────────────┘
                           │
                           ▼
┌─────────────────────────────────────────────────────────────────┐
│                    DATA STORE (SQLite)                          │
│  ┌────────────────┐  ┌────────────────┐  ┌────────────────┐    │
│  │ business_      │  │ risk_          │  │ ai_            │    │
│  │ services       │  │ portfolio      │  │ controls       │    │
│  └────────────────┘  └────────────────┘  └────────────────┘    │
│  ┌────────────────┐  ┌────────────────┐  ┌────────────────┐    │
│  │ risk_history   │  │ control_tests  │  │ audit_log      │    │
│  └────────────────┘  └────────────────┘  └────────────────┘    │
└──────────────────────────┬──────────────────────────────────────┘
                           │
                           ▼
┌─────────────────────────────────────────────────────────────────┐
│               ANALYTICAL ENGINE (Python/pandas)                 │
│   Weighted residual risk calculation                            │
│   Business impact weighting                                     │
│   Monte Carlo simulation (optional)                             │
│   Stress-test scenario engine                                   │
└──────────────────────────┬──────────────────────────────────────┘
                           │
                           ▼
┌─────────────────────────────────────────────────────────────────┐
│              PRESENTATION LAYER (Streamlit)                     │
│   Executive KPI cards                                           │
│   Prioritization queue                                          │
│   AI risk spotlight                                             │
│   Business service reference                                    │
└─────────────────────────────────────────────────────────────────┘

Quick Start

git clone https://github.com/hibdiop/erm-x.git
cd erm-x
python -m venv venv
source venv/bin/activate  # or venv\Scripts\activate on Windows
pip install -r requirements.txt
python scripts/01_ingest.py
streamlit run app.py 

Reference Frameworks

Framework Purpose Link
NIST CSF 2.0 Cybersecurity framework nist.gov/cyberframework
NIST AI RMF 1.0 AI risk management nist.gov/itl/ai-risk-management-framework
OWASP Top 10 for LLMs LLM security risks owasp.org/www-project-top-10-for-large-language-model-applications
ISO/IEC 27001 Information security management iso.org/standard/27001
COSO ERM Enterprise risk management coso.org
FAIR Quantitative risk analysis fairinstitute.org

Streamlit Snapshot

Operational Risk Ecosystem

Key Finding

An autonomous AI agent with write-access to the payroll ledger scores 12.00 / 15.0 — the highest enterprise risk in the portfolio. See docs/EXECUTIVE_MEMO.md for the Triple-Gate governance framework.

Tech Stack

  • Python 3.10+
  • SQLite3
  • pandas
  • Streamlit
  • OWASP Top 10 for LLMs / NIST AI RMF (conceptual alignment)

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