The Model Is Only Half the Story: Why Industrial Foundation Models Need Industrial Data
Industrial foundation models are showing up in plants and engineering departments. The companies building them are ...
The Ontology Layer: Giving AI the Context People Take for Granted
It organizes the data AI can see. Someone still has to sense the physical world.Operations software has always ...
Thinaer Joins AWS, NVIDIA, and Armis at AWS Defense and National Security Industry Partner Forum on Physical AI
Notes from AWS's keynote, with Thinaer on stage, at the AWS Defense and National Security Industry Partner ...
What Is Operational Intelligence? A Guide for Industrial Operations Leaders
AI models only see what's digitized. Most operations floors aren't. Equipment runs without a sensor attached, ...
Industrial Edge AI Is Reshaping Decision-Making — What It Actually Requires
You've got budget approved for an edge AI pilot. A vendor is promising real-time predictive maintenance or quality ...
Schneider’s $3.1B Bet on Industrial Data Contextualization
Schneider Electric just agreed to pay $3.1 billion, in cash, for Cognite — a company most manufacturers had never ...
Capture Layer Meets Cloud Intelligence: How Physical AI Pairs With Microsoft Azure
Most Azure customers aren't short on AI and analytics horsepower. Power BI, Azure IoT Hub, Azure AI — the tooling ...
AI in Classified Environments: How Physical AI Starts Inside the Boundary
Every defense program office has had some version of this conversation: "We'd love to use AI here, but we're ...
Digital Twins Need a Pulse: Why Physical AI Capture Is the Missing Layer
A digital twin can show a machine running at full utilization. On the actual floor, that same machine has been ...
Executive Operations Reporting Fails Without a Capture Layer
A board meeting. A slide shows "94% operational efficiency" rolled up across the network. Someone asks how the ...
AI Troubleshooting in Manufacturing Only Works When the Capture Layer Does
A line goes slow, a batch fails QC, output drops for no obvious reason — and someone points an AI tool at the ...
Beyond the MES Trap: How Physical AI Capture Closes Manufacturing’s Visibility Gaps
Most manufacturers reach the same conclusion once an MES (Manufacturing Execution System) is up and running: "we ...
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