Portfolio Gallery
This section explores concept notes, research ideas, and future lab work at the intersection of artificial intelligence, cybersecurity operations, vulnerability management, ServiceNow SecOps, and OT/ICS security.
The goal is not to present AI as a replacement for security professionals. Instead, this section focuses on how AI could support better triage, prioritization, ownership assignment, communication, and risk translation across technical and operational teams.
AI content approach: These pages are labeled clearly as concept notes, idea-lab writeups, or future lab ideas. They are intended to show security workflow thinking without overstating them as completed production systems.
Featured Concept Notes#
AI-Powered Vulnerability Ownership Recommender for ServiceNow SecOps#
A concept design for AI-assisted vulnerable item ownership, assignment group recommendation, remediation path suggestion, escalation priority, and analyst-reviewed next steps.
Using AI to Translate Vulnerability Risk Between Cybersecurity and OT Operations Teams#
A concept for using AI to help translate vulnerability findings into operationally meaningful language for OT, ICS, cybersecurity, and business stakeholders.
Content Types#
Concept Notes#
Forward-looking cybersecurity and AI ideas based on real workflow challenges, professional observations, and security operations concepts.
Idea Lab
Future Labs#
Planned hands-on experiments, mockups, diagrams, and prototypes that could demonstrate how an AI-assisted security workflow might work in practice.
Planned
ServiceNow SecOps Ideas#
Concepts focused on how AI could support Vulnerability Response, vulnerable item context, ownership assignment, remediation communication, and exception documentation.
SecOps
Future AI SecOps Lab Ideas#
AI-Powered Vulnerability Ownership Recommender#
A concept for recommending assignment groups based on vulnerable item context, CI ownership, business criticality, remediation history, and historical assignment patterns.
Planned Concept
AI Vulnerable Item Context Summary#
A future lab idea for summarizing vulnerable item details into analyst-reviewed context without removing human oversight.
Future Lab
Analyst Review Checkpoint#
A workflow idea where AI-generated recommendations require analyst validation before communication, escalation, or remediation action.
Human-in-the-Loop
OT/ICS Risk Translation#
A concept for translating CVEs, severity, asset criticality, and remediation constraints into operationally meaningful language.
OT/ICS