Worked on stabilizing the frigate repository by addressing a critical crash affecting LXC container environments. Focused on improving reliability in constrained CPU scenarios, the developer upgraded OpenVINO to version 2025.4.x and aligned ONNX Runtime OpenVINO to 1.24.x, ensuring compatibility across multiple execution providers such as CUDA, TensorRT, MIGraphX, and CPU. After initially consolidating runtimes, they reverted changes to preserve multi-provider support while maintaining runtime compatibility. Using Python and leveraging skills in containerization and machine learning, the work resulted in a more robust detector path for containerized deployments, reducing crash frequency and supporting diverse hardware configurations.