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 cybersecurity 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.
Rigor
I study while I build, so the theory gets tested at work.
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.
Voice
An idea gets sharper every time I say it out loud.
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