Gnojo
AI-assisted knowledge integrity and workflow management
A working platform for detecting knowledge problems, guiding repairs, and keeping consequential changes under human review.
Personal project studio
Building practical systems with AI, automation, cybersecurity, and infrastructure.
My work combines hands-on software development with ongoing study in cybersecurity, networking, databases, and systems infrastructure.
01 validate(input)
02 route → review
03 log(provenance)
Selected work
Experiments and systems built around real constraints, clear workflows, and useful outcomes.
AI-assisted knowledge integrity and workflow management
A working platform for detecting knowledge problems, guiding repairs, and keeping consequential changes under human review.
AI-assisted operational reporting and risk analysis
A deployed Flask application that turns structured operational data into concise reports, risk analysis, and decision-ready summaries.
A customer-facing demonstration powered by purpose-built service workflows
NW Home Fix demonstrates how SmartFix supports requests, estimates, scheduling, invoicing, follow-ups, and planning for a local service business.
Additional projects
Cybersecurity training and awareness experience
An interactive training site for learning common security threats through guided explanations, knowledge checks, and a structured learning flow.
Bounded autonomous AI research system
A live research system that retrieves public web evidence, follows limited leads, preserves provenance, ranks discoveries, and publishes a daily AI-assisted finding.
Experiment
A real AI model operating inside explicit server-side constraints—not a chatbot.
Current focus
Field journal
Questions, discoveries, and working ideas from the studio.
About
I’m transitioning deeper into IT and cybersecurity while building practical systems that solve real problems. I enjoy taking messy processes, understanding the constraints, and building tools that make them better. I learn by doing.
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