#MACHINE-LEARNING

Published on
22 August 2025
Where AI Actually Helps in the SOC — and Where It Does Not
AI Machine-Learning Security-Operations Detection-Engineering SOC
Lessons from building ML-assisted detection in production: the places machine learning genuinely moves the needle, and the places it quietly makes things worse.
Published on
16 February 2025
Advancing IDS: Security Implications and Innovations
IDS Cybersecurity Machine-Learning Threat-Detection
Exploring modern Intrusion Detection Systems, their security impact, and future developments
Published on
15 June 2024
ML-Powered Threat Detection in a Cloud-Integrated Home Lab
Machine-Learning Threat-Detection Home-Lab OCI Suricata Zeek
Building a Terraform-provisioned hybrid lab where Zeek and Suricata telemetry feeds machine-learning detection models — and what it teaches about validating detections before they ship.