Daniel Efaw

AI-Native Security Leader & AI Security Architect

I run enterprise security operations and work on the security architecture. I also build the models and the tooling myself, so the governance I write is grounded in how the systems actually work.

Morgantown, West Virginia, United States
Daniel Efaw

About Me

Security leader with 10+ years running enterprise security operations at Viatris, a global pharmaceutical company operating in 80+ countries. I've built and scaled 24/7 global security operations, led security through the Mylan-Viatris merger, and now develop security architecture. The data science and AI/ML background is what does the heavy lifting. I build the automation and threat-detection tooling most security leaders have to buy from a vendor.

Enterprise Security Leadership

Built and led 24/7 global security operations supporting 100K+ users across 80+ countries. Led security integration through the Mylan-Viatris merger, harmonizing practices across 2 organizations.

Security Governance

Develop security architecture review and anlytics initiatives across Viatris, translating fast-moving model deployments into enterprise-grade risk controls rather than after-the-fact patches.

Data Science Foundation

Master's in Business Data Analytics from West Virginia University, built on a career that started doing statistical risk analysis and predictive modeling in R and Tableau, the analytical foundation the AI/ML work stands on today.

Applied AI/ML Practitioner

40+ fine-tuned models published on Hugging Face for security analysis, geopolitical risk, and travel risk assessment, plus applied research and writing on the practical trade-offs of using AI in security operations.

Operator's Background

Before security, ran 24/7 emergency medical operations as a paramedic and shift supervisor, the same high-stakes, time-critical decision-making now running the security response function at enterprise scale.

Languages

English French Spanish

Education

Master's degree, Business Data Analytics

West Virginia University (2017-2018)

Master of Business Administration (M.B.A.)

Fairmont State University (2015-2016)

National Security & Intelligence

Fairmont State University (2012-2015)

Political Science

Fairmont State University (2012-2015)

Paramedic Certification

Fairmont State University (2007-2008)

Professional Experience

I've spent my whole career in security operations, in one form or another. I started as a paramedic and EMS shift supervisor, running high-stakes, time-critical operations long before any of it was called incident response. From there I moved into OSINT and geopolitical risk analysis, then joined a global pharmaceutical manufacturer's Global Security Operations Center, where I've stayed and grown ever since: I helped carry that GSOC through a company merger, took over running global 24/7 security operations, and now I work on security architecture.

Here's the shape of it. For the full role-by-role history with dates, that's what LinkedIn is for.

Connect on LinkedIn

Manager, Information Security Architecture

Viatris

I am part of the security architecture team specializing in security analytics and AI/ML.

Manager, Global Security Operations Center

Viatris

Directed 24/7 global security operations and built the threat intelligence program from nothing. Brought detection and automation tooling in-house rather than buying it, which is where the fine-tuning and agent work on this site started.

Associate Manager, GSOC

Mylan → Viatris

Coordinated security operations through the Mylan-to-Viatris merger and built out OSINT and threat intelligence collection. Two security organizations became one without a gap in coverage.

Analyst

Open Source Intelligence Exchange

Geopolitical risk analysis and threat intelligence, with data visualization work in R and Tableau.

Paramedic / Shift Supervisor

Monongalia Health System

Ran emergency medical operations for a high-volume trauma center.

Featured Projects & Research

Conflict GPT

Live App

A geopolitical risk analyst you can talk to. Ask about any conflict and a fine-tuned Qwen model returns a structured risk read, with the output constrained so it shows its evidence instead of free-associating. Runs live in the browser.

Fine-tuned Qwen OSINT Gradio Modal
Try it live

OSINT Intelligence Platform

Live App

Pick a country and a time window and it pulls conflict data, news, government travel advisories, and airspace status into one risk brief. Built as a multi-agent pipeline on smolagents, the same shape of problem a GSOC works every day.

smolagents Travel Risk ACLED Multi-Agent
Try it live

Qwen2.5 Risk Models

Fine-Tuning

Three sizes of Qwen2.5 (0.5B, 1.5B, 3B) supervised fine-tuned for security and geopolitical risk analysis, published openly on Hugging Face so the right size can be picked for the deployment. Every output is constrained JSON with a confidence score and the evidence behind it.

Qwen2.5 QLoRA / SFT Hugging Face Risk Analysis
View the models

Certifications

TOGAF 10, Level 2

The Open Group enterprise architecture certification, Level 2 (Certified).

CISM

ISACA Certified Information Security Manager. In progress.

MCP Course

Hugging Face course certificate covering the Model Context Protocol and tool integration.

Deep Reinforcement Learning Course

Hugging Face course certificate covering RL algorithms and training agents.

AI Agents Course

Hugging Face course certificate covering agent frameworks and multi-agent systems.

AI Agents Fundamentals

Hugging Face course certificate covering the core of agent development.

AI Research & HuggingFace Contributions

Active contributor to the HuggingFace community with 40+ fine-tuned models and 18+ interactive AI agent spaces. Research focuses on AI security, geopolitical risk analysis, and LLM optimization for enterprise applications.

40+ Models
18+ Spaces
28+ Datasets

Get In Touch

Let's Connect

Interested in security leadership, security architecture, or how AI/ML fits into enterprise security operations? I'm always open to that conversation.