Mission
CyberAI researcher and security data scientist working at the intersection of artificial intelligence and cybersecurity. Focused on identifying vulnerabilities, attack surfaces, and resilient defenses for modern AI architectures.
cyberai researcher / ai security / adversarial ml
Christian Camilo Urcuqui Lopez
I build secure AI and data-driven cybersecurity systems across threat detection, adversarial machine learning, LLM threat modelling, agentic AI security, responsible AI, and ethical hacking.
booting profile...
profile
Cybersecurity through data science
Research Interests
Threat detection
AI security
Adversarial ML
LLM threat modelling
Agentic AI systems
Influence operations
Multi-agent MCP
Secure learning
Responsible AI
Books
- Cybersecurity: An Approach Based on Data Science
- Cybersecurity: Data Holds the Answer
- Cybersecurity: Data, the Seeds of Chaos
Congresses
DEF CON
Ekoparty
DragonJARCON
BSides
PyCon Colombia
InfoSec Jupyterthon
Red Team Space
Code Your Future
Awards
- Best Talk - AI Resilience Hub, Ekoparty 2025
- Speaker and trainer in 40+ workshops and conferences worldwide
- GitHub achievements: Arctic Code Vault Contributor, Pull Shark, Starstruck, YOLO
- Six consecutive TryHackMe Advent of Cyber challenges completed, 2020-2025
experience
Operational timeline
research
Selected publications
Machine learning classifiers for Android malware analysis
DOIFramework for malware analysis in Android
DOISafeCandy: System for security, analysis and validation in Android
DOISecurity control for website defacement
DOIMachine Learning Classifiers to Detect Malicious Websites
PaperMobile support system for evaluation and monitoring of Parkinson patients
ORCIDlabs
Project portfolio
Android malware analysis
Static and dynamic analysis, permissions, malicious behavior, and ML classifiers.
Web security and defacement control
Anomaly detection and security monitoring for public and private web infrastructure.
Healthcare data systems
Mobile and data-oriented systems for patient monitoring and applied research.
GhostfaceFuzzer
Adversarial fuzzing toolkit for LLMs and image classifiers with jailbreak generation, perturbation pipelines, and evaluation metrics.
SpamShieldAI
AI-powered phishing detection with a Streamlit interface, feedback loop, and retraining workflow.
MCP Server / Agent Client
Multi-agent orchestration using MCP, LangGraph, secure toolchains, and controlled tool invocation.
ORION Chatbot
Matrix-themed AI assistant for cybersecurity training, threat-analysis workflows, and interactive learning.
Industry AI systems
Recommendation systems, product insights, sales analytics, AI engines, and generative AI solutions across enterprise contexts.
Cybersecurity: Data, Seeds of Chaos
Open-source Python and Jupyter projects including OSINT chatbots, prompt hacking examples, and adversarial ransomware models.
community
Recommendations
"Christian is an outstanding Data Scientist. He combines deep technical expertise with rare soft skills and clearly communicates complex LLM and RAG solutions."
Antonio Lopez Crotte · Lead AI Engineer"Working with Christian was such a joy. He was reliable, knowledgeable, positive, and always willing to jump into anything at a moment's notice."
Grace Schillewaert · AI Governance at Cisco"He is a responsible, innovative, proactive professional with strong technical capacity in data science and machine learning, and great human warmth."
Karen Espinosa · Data Engineer"Christian is passionate about Cybersecurity and Data Science, a scarce profile worldwide. I recommend him for his engagement, experience, and real-sector work."
Gerson David Quintero Rodriguez · exCISO"Amazing mentor, researcher, human being, friend, and professional. He is passionate about cybersecurity and AI, always up to date and striving for excellence."
J. Steven Delgado V. · AI / Machine Learning / MLOps"He led the cybersecurity research area, advised undergraduate and master's projects, and produced work published in IEEE conferences and indexed journals."
Andres Navarro Cadavid · Research Leader, Universidad Icesiconnect