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Context Window Limits: Why Bigger Windows Won't Fix Engineering AI
The AI industry has learned to count progress in tokens. First 128k. Then 200k. Then one million. The number gets bigger, the demos get smoother, and the difficult engineering questions remain difficult.
SPREAD fine-tunes NVIDIA Nemotron into a 4-bit engineering model that outperforms frontier models on 9 of 10 tasks
Built in 4.3 hours for about $65, the 30B model runs on a single NVIDIA Blackwell GPU and answers in under half a second BERLIN, October 21, 2026. SPREAD, the AI for Engineering company, today announced at NVIDIA GTC ...
The Tests You Don't Run, and How to Defend Them
Eight weeks before start of production of a vehicle facelift, three things change: a new supplier variant of the brake-pedal sensor, a software bump on the brake ECU, and one CAN signal that now arrives on a faster ...
AI Agents for Engineering: What They Are and What They Cannot Do Yet
Every engineering tool now promises an "agent." The label is doing a lot of work. Sometimes it means a chatbot with a new name, sometimes a copilot that drafts text, and occasionally something that can actually take a ...
AI-Native PLM: What It Actually Means for Engineering
Every PLM vendor now has an AI roadmap. There is a copilot in the toolbar, a chatbot on the change form, a "smart" search box over the document vault. It demos well and changes little, because the intelligence is bolted ...
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