Notes from AWS's keynote, with Thinaer on stage, at the AWS Defense and National Security Industry Partner ForumInside the AWS Defense and National Security Industry Partner Forum Last month, Thinaer spent a week at Amazon HQ2 in Arlington, Virginia, for the AWS...
AI models only see what's digitized. Most operations floors aren't. Equipment runs without a sensor attached, materials move without anyone logging where, and by the time a report reaches a decision-maker, it describes a shift that ended hours ago. Operational...
You've got budget approved for an edge AI pilot. A vendor is promising real-time predictive maintenance or quality control right at the machine. No cloud round-trip required. Before you sign anything, it's worth asking what actually changed in 2026 to make this...
Schneider Electric just agreed to pay $3.1 billion, in cash, for Cognite — a company most manufacturers had never heard of a month ago. The deal, announced June 30, 2026, is still pending regulatory approval. But the price tag alone says something worth sitting with:...
Most Azure customers aren't short on AI and analytics horsepower. Power BI, Azure IoT Hub, Azure AI — the tooling is there. What's usually missing is the thing feeding it: real operational data from the physical floor, in a structured form those tools can actually...
Every defense program office has had some version of this conversation: "We'd love to use AI here, but we're classified." It sounds like a policy problem. It isn't. The real blocker is that nobody has been able to capture structured operational data inside the...
A digital twin can show a machine running at full utilization. On the actual floor, that same machine has been idle for twenty minutes. The dashboard isn't lying on purpose — it's working from the last data it received, and nobody told it the situation changed. This...
A board meeting. A slide shows "94% operational efficiency" rolled up across the network. Someone asks how the number is calculated. Nobody in the room can answer with confidence. That's not a dashboard problem. It's what operational reporting quietly becomes once it...
A line goes slow, a batch fails QC, output drops for no obvious reason — and someone points an AI tool at the operations data and asks it why. Increasingly, that's the first move: teams are adopting or piloting AI troubleshooting tools precisely because manual...
Most manufacturers reach the same conclusion once an MES (Manufacturing Execution System) is up and running: "we have visibility now." The system tracks work orders. It logs quality checks. It shows the schedule on a screen. The visibility problem feels solved. It...
