At Dyna Robotics, I transitioned into a Forward Deployed scope, investigating intermittent freezes, arm faults, and control-loop bottlenecks. I built Python and Bash diagnostic tools to capture and classify field failures on NVIDIA Jetson systems.
At Verrafied.ai, I built initial product infrastructure that decreased client onboarding time by 30%, and developed Python and REST APIs that accelerated feature delivery by two weeks. At Washington State University Everett, I deployed PyTorch and ResNet-50 vision models, achieving 86% accuracy, and built Grad-CAM visualizations with a Gradio interface.
On Juma, I architected a multi-agent command runtime with safety gates and scoped memory retrieval. I also developed Kyshik, a React Native app for tracking stray animal populations in Kazakhstan, and built its FastAPI backend.

