# Overview and Architecture AI and machine vision enable real-time detection of welding defects, ensuring immediate corrective action before issues escalate. By leveraging the right camera and computing hardware, a trained AI model continuously monitors the weld, halting the process the moment a defect is detected. Deep learning AI processes video data at frame rates far beyond human capability, delivering unmatched precision and reliability. ## Architecture Overview ### High-Level Architecture Diagram ![Architecture Diagram](./images/defect-detection-arch-diagram.png) *Figure 1: Architecture Diagram for Weld Porosity Detection Implementation.* ## Supporting Resources * [Get Started Guide](get-started.md) * [API Reference](api-reference.md) * [System Requirements](system-requirements.md)