30 years of hands-on systems engineering. From PLC ladder logic to distributed AI compute meshes. Building infrastructure that works.
Vision-based bend angle measurement using Meta's Segment Anything Model. Real-time edge detection, geometric angle calculation, failsafe logic for asymmetric detections. Integrating SAM3 (270K concept vocabulary) and YOLO11. Deployed on NVIDIA Jetson Orin Nano with 67 TOPS.
Predictive overbend calculation based on material properties, thickness, bend radius. K-factor modeling with historical learning.
Multi-node infrastructure across Tailscale mesh. Claude Opus 4.5, Gemini 3, local LLMs with 48GB combined VRAM. RAG systems, MCP servers, real tool execution.
"Theory gets you started. 30 years gets you solutions."Systems Thinking
Leading field service operations for North American manufacturing machine builder. Primary customer-facing representative for support, assembly, relocation, repair, training on CNC metalworking machinery. Machine tool fitter/retrofit, Millwright, Industrial Mechanic.
Deep experience across industrial control platforms, from legacy relay logic to modern CNC and PLC architectures.