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[Insight] Why Nvidia Is Bringing Rival AI Chips Into Its Ecosystem

U.S. AI chip startup d-Matrix said on Sept. 10 that its next-generation Raptor XPU will connect directly to Nvidia MGX rack-scale infrastructure through NVLink Fusion.

  • Nvidia integrates rival AI chips, d-Matrix's Raptor XPU, into MGX infrastructure.
  • Raptor's memory-centric architecture reduces data movement bottlenecks in AI inference.
  • Partnership enables Nvidia's GPUs and Raptor to work together on AI inference stages.

I just did something my AI agents couldn't

It is funny how things work out. You can let AI tools try to fix a code problem for days, but nothing works until you finally step in and do it yourself.

  • Attempted to organize ESP-IDF project using AI tools
  • AI suggestions caused numerous errors in code
  • Switching to GitHub Copilot and manual fixes resolved issue

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