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Product Technology

Visual Inspection Embodied AI Robot

A self-developed 3+1 software system closes the loop from data, computing power, model training and deployment to inference and alarms.

Classification, detection and segmentation
Data flow with model platform
PLC and robot communication
MCP protocol for agent analysis
Visual inspection software platform
Annotation
Model
Host software
Data platform

Core Platforms

Four platforms connect AOI inspection, training, inference and alarms

From annotation to training, from host inference to data analysis, the full stack is built around one quality loop.

Annotation platform

Supports classification, object detection and semantic segmentation for AOI scenarios.

Model platform

Supports fast model update, training, format conversion and remote deployment.

Host software

Supports pt, onnx, TensorRT and TorchScript inference modules plus PLC and robot protocols.

Data platform

Connects AOI equipment data, detects software abnormalities and supports agent analysis.

3+1 Architecture

Visual inspection closes the loop from data to inference on site

Model update, remote deployment, equipment integration and abnormal alarms work as one AOI system chain.

Visual inspection closes the loop from data to inference on site

AOI annotation coverage

Unify annotation, training, deployment and inference in the same data chain.

Training and deployment

Lightweight workflows make validation, conversion and release faster.

Stable inference

Compatible with common model formats, PLCs and robot communication.

Active alarms

Connect equipment status, inspection data and alarms for traceable quality response.

Bring visual inspection into the intelligent quality loop

Talk to LinkedData experts and build a reliable AOI inspection capability for the shop floor.