#ToolWear
Stop guessing #CNC insert life. 🛠️
Our K3s Edge-AI appliance detects micro-drift & wear in 0.08ms—100% air-gapped on local IPCs.
🛡️ Air-gapped & secure
📡 OPC UA, Modbus, MTConnect
☸️ #K3s orchestration
Evaluation package:
systems.creativesnext.com/cnc/toolwear...
#EdgeAI #SmartManufacturing #Industry40
October 12, 2026 at 5:40 AM
Preliminary Investigation of Tool Wear When Machining Super Duplex Stainless Steel Using Coated Inserts Under Dry Environment
www.mdpi.com/2673-4591/11...

By Shailendra Pawanr et al.
From the ICAME-25 Conference

#Machining #SuperDuplexStainlessSteel #ToolWear
December 2, 2025 at 2:05 PM