2025's Most Extreme Fighter Outliers: The Statistical Freaks
Current-form fighter outliers, adjusted by division norms and fight logs.
AI security research / offensive engineering / statistical systems
Hacking, AI, Agents, and Statistics.
Projects
DanMcInerney on GitHub
Security automation, exploit research, Python tooling, AI systems, and old-school offensive utilities.
95 public repos
15,371 stars
Featured project
Kalshi Bot
Private Kalshi autotrading system with a live, real-money cost basis of $150,000, a 12% ROI over 10,000 trades, and hands-off operation over two months.
Private
12% ROI
10,000+ trades
$150k basis
Vulnhuntr
Autonomous LLM 0-day finder for Python codebases, centered on remotely exploitable vulnerability classes.
MMA-AI.net
UFC fight predictor using a multi-model ensemble, Optuna tuning, SHAP-assisted feature pruning, and time-aware validation.
AI Exploits
Collection of real-world AI/ML exploit material for responsibly disclosed vulnerabilities.
wifijammer
Wireless attack utility from the offensive tooling era: continuously jam Wi-Fi clients and routers.
Speaking
2015-04-30
Security Weekly #416 - Python for Pentesters
Paul's Security Weekly technical segment.
2018-05-18NolaCon 2018 - Automahack
Python toolchain for automated domain admin.
2018-06-02Circle City Con - Automahack
Automating the path from zero to domain admin.
2018-10-13SAINTCON 2018 - Icebreaker.py
Gaining an Active Directory foothold from one compromised host.
2018-12-23BSidesSLC 2018 - Icebreaker
From internal jumpbox to domain admin in one command.
2019-05-31Coalcast Episode 5
Conversation with Marcello Salvati and Dan McInerney.
2019-10-11BruCON 0x0B - Tales from Professional Thieves
Physical security bypasses and field stories with Justin Wynn.
2020-07-12How to Break into Commercial Buildings in America
Hackfort 2019 physical security talk.
2023-10-10ROOTCON - AI's Underbelly: The Zero-Day Goldmine
MLOps and AI tooling attack surface research.
2023-11-21BlueHat - AI Security: Like Hacking in the 90s
AI security and the early shape of a new attack surface.
2024-02-13Between Two Vulns: Secrets in Triton's Inference Server and MLFlow
AI infrastructure vulnerability discussion covering Triton Inference Server and MLflow.
2024-02-27AI/ML Bug Bounty Pro Tips
Practical guidance from AI/ML vulnerability triage.
2024-04-13I Hunt AI Engineers
Hackfort 2024 AI security talk.
2024-10-25No Hat 2024 - LLMs for Vulnerability Discovery
Finding 0-days with LLM-assisted research.
2024-11-12Jailbreaking Gemini: Did We Just Uncover Data Leaks?!
Discussion of Gemini jailbreak behavior and possible data leakage risks.
2024-12-09AI Security: Vulnerability Detection and Hidden Model File Risks
Model file risk, vulnerability detection, and AI security discussion.
2025-03-26LLMs for Vuln Discovery
Finding 0-days with a click of a button, with Marcello Salvati.
2025-05-13SANS - Hacker's Perspective: Realistic AI Attack Scenarios
Practical AI attack scenarios for defenders and security teams.
2025-10-18Practical AI Security: Past, Present and Future
AI Talks appearance on the evolution of practical AI security.
2025-12-19Augmenting Your Offensiveness With AI
AI for offensive security with Marcello Salvati.