Azure Windows 11 VM
Vulnerability Mgmt Azure

Windows 11 Vulnerability Scanning Lab with Azure & Tenable

Deployed a Windows 11 Pro VM in Microsoft Azure and compared unauthenticated vs. credentialed Tenable scans. The credentialed scan found 147 vulnerabilities versus 36 unauthenticated - demonstrating how authentication dramatically improves scan visibility.

TenableAzure Windows 11CVSS NSGRegistry
VM Console Access
ip addr → no IPv4 assigned
nmcli connection up eth0
✓ Network Restored
Linux Networking Troubleshooting

Restoring Server Connectivity in a Virtualized Lab

Troubleshot an unreachable server VM through a methodical layer-by-layer investigation: power state, console access, IP configuration, routing table, and NetworkManager profile status. Identified an inactive connection profile as the root cause and restored full connectivity.

Rocky Linuxnmcli ip routeXen OrchestraSSH
Physical Server
XenServer VMs
BungeeCord Proxy
Port-Forwarded / DMZ
Linux Admin Networking Virtualization

Self-Hosted Multi-Server Platform

Designed and operated a multi-server environment using virtualization, CentOS Linux, BungeeCord proxy, port forwarding, DMZ configuration, Java plugin development, SQL-backed persistence, and log-based troubleshooting. Managed a team of 8–10 people in a technical environment.

CentOSXenServer SSHJava SQLPort Forwarding
Input Validation
Structured Prompt
LLM Analysis
Verified Output
AI Workflow Prompt Engineering Data Validation

AI Workflow Design & Prompt Engineering

A multi-year prompt engineering project started in 2023. Used AI to analyze sporting events and discovered early on that hallucinated roster data - players on the wrong teams - made outputs unreliable. Iteratively refined the prompting system: controlling information sources, uploading data manually, and restricting the AI to session-provided data only. Core lesson: AI is only as good as the data it has access to.

ChatGPTPrompt Engineering Input ValidationLLM Design