Feb 1, 2026 Product
A flexible vision inspection system that supports parallel training of multiple defect models and rapid edge deployment, enabling manufacturers to keep inspection logic aligned with fast-changing production lines.
Prompt Input: "Configure an inspection pipeline for sintered NdFeB magnets using input from a standard 12MP industrial camera. Train and optimize a multi-model ensemble to detect hairline cracks and surface chipping simultaneously. Enable real-time defect visualization with heatmap overlays and set up an automated deployment trigger for Line 3's edge gateway once accuracy exceeds 99.5%."

Note: The live demo regenerates dynamically. Prompts and interface elements may differ from the screenshots to showcase the system's full capabilities.
Result:
A deployment-ready software system featuring:
1. High-speed inference models compatible with standard camera feeds;
2. An interactive dashboard for real-time defect visualization and localization;
3. An automated model-training and fine-tuning pipeline for rapid iteration;
4. A seamless integration layer for hardware-constrained edge environments.