Case Studies
Projects
Engineering decisions, production constraints, and measurable outcomes — documented.
Intelligent Robot Vision Monitoring System
A production-grade computer vision monitoring system with anomaly detection, automated clip capture, and structured event logging deployed on live manufacturing cells.
Introduced production computer vision capability and led it from prototype to deployment
Reduced latency from seconds to milliseconds through C++ and SQL optimization
Designed event logging architecture enabling traceability, dashboards, and post-incident analysis
Robotic Sanding Workflow Platform
Full-stack industrial zone selection and recipe management platform for robotic sanding cells — with real-time OPC UA integration, RFID login, and role-based access deployed on the production floor.
Built React + FastAPI platform with polygon-based zone overlays writing live data to OPC UA-connected PLCs
Implemented RFID login, role-based access tiers (admin/supervisor/operator), and inactivity session handling
Designed recipe engine with persistent storage, audit logging, orientation-aware validation, and live OPC sync
Compass – AI Compliance Operating System
An AI-native compliance operating system combining deterministic rules and LLM reasoning to redesign how regulated content is reviewed and approved.
Designed hybrid rules + LLM architecture with explicit human approval boundaries
Implemented risk classification, compliant rewrite generation, and auditable decision logging
Built full-stack system using FastAPI, SQLite, and React + Next.js
More Work
Focus Sentry
Real-time focus tracking via lightweight computer vision — designed for usability over accuracy.
3D Scanner Robotic Inspection Cell
End-to-end robotic inspection cell with scanning workflows, dashboards, and OEE analytics — built at Magna.
Coptic History Mobile App
Solo iOS app making Coptic Orthodox history accessible via structured mobile content — designed and shipped independently.