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Smart Manufacturing

Factories Threw Away the Data AI Needs Now

Manufacturers have been disconnecting hard drives full of production data for years because their SCADA databases ran out of capacity. AI models now need exactly that data, full-resolution sensor readings and process histories, for training and…

Artificial Intelligence

How to Select and Fund AI Use Cases

A live poll at the Industrial AI Summit 2026 showed 37% of attendees targeting plant floor maintenance and quality vision inspection as their first or next AI project, while 21% had not yet selected a use…

Artificial Intelligence

What GPT-6 Reveals About AI Readiness

OpenAI's GPT-6 Astra improved from 18% to 41% accuracy on a real workplace task automation benchmark in eight weeks. That 41% still means the model produces more incorrect outputs than correct ones across general tasks. At…

Artificial Intelligence & ML

Jetson Thor T5000 Enters Consumer Edge AI

NVIDIA's Jetson Thor T5000 module delivers up to 2,070 FP4 TFLOPS of AI compute. Industrial system builders use it for robotics, factory automation, and medical imaging at the network edge. On September 1, 2026, consumer electronics…

Smart Manufacturing

How UNS Prepares Manufacturing Data for AI

Fifty-seven percent of manufacturing executives report that inadequate data quality hampers AI use-case development, according to MIT Technology Review. Meanwhile, 85% of digital transformation projects fail to deliver ROI due to integration issues (ServiceNow CEO Bill…

Smart Manufacturing

Build a Factory Digital Twin in 14 Weeks

According to BMW Group, the automaker runs virtual replicas of more than 30 production sites where employees test layout changes before a single physical tool moves. Unilever and Accenture reported in June 2026 that AI-enabled digital…

Smart Manufacturing

Tesla Optimus in Manufacturing: 2026 Data

Tesla's Optimus program holds an estimated 1,000 to 1,200 humanoid robot units deployed across Fremont and Giga Texas as of mid-2026, yet the company reports zero external sales, publishes no uptime figures, and Musk himself described…

Artificial Intelligence & ML

SLMs for Factory Edge Hardware: 2026 Guide

Rockwell Automation's FactoryTalk Design Studio Copilot now runs Nemotron-Nano-9B-v2, a 9-billion-parameter open-source model from NVIDIA, directly on HMI panels and air-gapped edge appliances on factory floors. Siemens expects its Electronics Factory in Erlangen, Germany to become…

Artificial Intelligence & ML

AI Agents Fail When Predictions Are Wrong

This article is part of an awareness campaign. Editorially Independent, Sponsored by TDK SensEI. Manufacturers testing AI agents for maintenance face a dependency most teams overlook: the agent is only as reliable as the prediction feeding…

Robotics

Humanoid Robots in Manufacturing: 2026 Data

AGIBOT's G2 completed 140 continuous hours on a Longcheer Technology consumer electronics production line with a 99.9% success rate. Agility Robotics' Digit handles bearing components at Schaeffler's South Carolina factory and has accumulated over 65,000 operating…

Smart Manufacturing

Who Owns the Risk When Factory AI Acts?

When an AI system recommends a quality action and the recommendation turns out to be wrong, the model does not carry the production loss, answer to the customer, sign the quality record, or explain the safety…