Foreman Shop-floor inspection agent
Line 3 FM-400 cold former · M10 hex nut · CAM-3
Idle — --:--:--

01 · Vision

PatchCore
Current part from camera CAM-3 Anomaly heatmap overlay
Waiting for parts Start the line or drop an image here
— —
anomaly — / —

 

Recent parts

0 inspected · 0 flagged

    02 · Press sensors

    Normal

    Sensor feed is simulated from the FM-400 commissioning spec; camera images are real (MVTec AD). Bands: ±3σ warn, ±5σ alarm.

    Line control

    No fault injected

    Inject a machine fault — sensors drift first, then the camera starts seeing defects:

    Ask the manual

    —

    03 · Diagnosis & work order

    0 incidents
    All clear

    When the camera or the sensors flag something, Foreman reads the photo, the heatmap, the sensor trends and the manual — then drafts a work order for a supervisor to approve.

    1. Detect PatchCore on PyTorch
    2. Fuse camera × sensors
    3. Retrieve manual sections
    4. Reason Gemma 4 vision
    5. Approve human in the loop

    Incident log