cronsinc.com
Projects & writing.
A running record spanning AI, security, and infrastructure.
Selected projects
All projectsML-Based Intrusion Detection System
Real-time network traffic classifier (benign / DoS / port-scan) built on a Random Forest model, paired with an automated ARP-spoofing script that simulates attacks against ESP32 devices in a lab network. Final-year research project combining offensive and defensive security.
Python · scikit-learn · Scapy · Bash
Network Security Toolkit
Two companion tools for local network recon and monitoring: a host-discovery + port scanner built on nmap, and a ping-attempt detector that emails an alert the moment someone probes the machine.
Bash · nmap · tcpdump · Python
Recent posts
All posts
udev, Explained: From Kernel Events to an Automated Backup
How Linux notices new hardware, how udev rules are built, and a complete walkthrough for triggering a backup the moment a drive is plugged in.

Rust Just Went Stable in the Linux Kernel
What actually changed in Linux 7.0, why it matters, and what's still true about the parts that didn't change.