Risk is a decision
A rating is an input. Someone with authority chooses, and writes down why.
Graduatestudio
I am pursuing a master’s in cybersecurity engineering while I work, and I finish in Fall 2027. Ten years of full-stack engineering sit under everything I build, and hands-on AI is part of the work, not a footnote.
What I amstudying
Python for data science
Finding signal in noise: detection is a data problem before it is a product.
Ethical hacking
Attackers are the only honest reviewers of a control. I want to think like one, on purpose.
Network security
Where the perimeter used to be, and where policy actually lands today.
Secure software engineering
Most breaches ship in a commit, so a security program has to start where the code does.
AI for cybersecurity
Both sides of the model: what it defends and what it exposes.
Algorithms for data science and AI
The math under the tools, so the claims about them stay honest.
How Iwould lead
Adoption is the control
A safeguard people route around is a diagram, not a defense.
Say it two ways
One version for the board and one for the operator, and the two must agree.
Comingsoon
RSA Encryption & Post-Quantum is Closer than you Think
Ethical Cellular Counter-Surveillance & Analysis of IMSI Catchers
Flock You: Threat Modeling Flock Cameras Hardware, Software, and Connectivity
Mind the Gap: 3 Ways to Break a Network Air Gap without Physical Access