ArticleInsights5 min
On-Device AI Is Not a Feature. It Is a Deployment Tier.
AMD Ryzen AI 400 NPU upgrade signals on-device AI as a distinct deployment tier with fundamentally different economics
Edge AI
Asif Waliuddin
Feb 21, 2026
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Edge AI
2 articles tagged with “Edge AI”
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ArticleInsights2 min
The AI Inference War That Matters Most Is Happening in Your Laptop
AMD Ryzen AI 400 NPU upgrade signals on-device AI as a distinct deployment tier with fundamentally different economics
Edge AI
Asif Waliuddin
Feb 21, 2026