Now
A brief, human update.
A snapshot of what I'm actively building, learning, and testing.
Building
DupTrace incident investigation assistantDupload media automationTransly audio transcription
Learning
Networking fundamentals and protocolsPython for security toolingLinux systems and troubleshooting
Exploring
Evidence-driven incident responseWeb application and infrastructure securityReliable agent and automation workflows
Last updated: October 2026