I help manufacturers ship faster and with fewer defects by bringing applied AI and robust machine vision to the production line—not just to demos. From camera and lighting to PLCs and MES, I deliver systems that run reliably in the real world.

Focus

  • Applied AI: visual inspection, anomaly detection, predictive quality, edge deployment.
  • Industrial automation: PLC/robot/SCADA integration, OPC UA/MQTT, safety, traceability.
  • Machine vision: optics + lighting, 2D/3D calibration, high‑speed real‑time imaging.

Selected wins

  • Real‑time vision inspection reduced scrap by 38% across three lines.
  • Edge‑AI packout verification hit 99.6% accuracy at 120 ppm.
  • Unified PLC + vision + MES for instant root‑cause and full traceability.

Links

Calendly Book time with me → GitHub Open source and code → LinkedIn Experience and updates → Issuedeck SaaS →

How I can help

  • Concept to production: scoping, prototyping, and turnkey delivery.
  • System upgrades: harden, optimize, and scale what you already have.
  • Enablement: code handoff, documentation, and team training.