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![CMDarnton Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1936166431378300928.png) Christian Darnton [@CMDarnton](/creator/twitter/CMDarnton) on x 5178 followers
Created: 2025-07-18 12:11:58 UTC

NVIDIA is great at centralized training.
But AMD is quietly building an empire at the edge.

Here’s how:

Ryzen + Radeon APUs for edge devices
Xilinx FPGAs (more on this soon)
Pensando acquisition = custom edge acceleration
Full-stack hardware → software → deployment

And the best part?

They’re first-mover in many of these verticals.


XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1946181145361547425/c:line.svg)

**Related Topics**
[hardware](/topic/hardware)
[acquisition](/topic/acquisition)
[$xlnx](/topic/$xlnx)
[$nvda](/topic/$nvda)
[stocks technology](/topic/stocks-technology)
[advanced micro devices](/topic/advanced-micro-devices)

[Post Link](https://x.com/CMDarnton/status/1946181145361547425)