Justice User

I’m a software engineer focused on building full-stack applications and advancing behavioral ML and multi-agent AI systems. At Biztech, I built a configurable reporting-dashboard GUI that cut development time from 1 month to 1 day, and I delivered an alert pipeline over ESET, Acronis, Xymon, and Observium using a 0–100 severity scoring model.

I thrive where engineering meets communication: I lead client talks, translate needs into specs, and eliminate weeks of clarification cycles. I also ship with quality in mind—developing 144 automated tests for production software to resolve both front-end and back-end defects, and sending deduplicated Teams escalations to reduce critical response time from 4+ days to same-day.

I complement product engineering with hands-on open source and research-grade work. As an Open Source Contributor to SpaPy, I helped support Python/ArcGIS geospatial analysis workflows, reproduced and traced root causes of 9 defects, and authored technical documentation. In my projects, I’ve built a multi-agent workflow with a planner/worker/critic/acceptance gate plus deterministic ML validators, and I’ve created spatial engines and geospatial web apps using FastAPI, Playwright, Flask, Leaflet/Folium, and routing to turn data into interactive analytics.