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Multiple Startups Challenge Nvidia from Different Paths: Eliminating DRAM, Interconnect, or Compute-Memory Separation

2026.07.25 - 15:47
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Multiple Startups Challenge Nvidia from Different Paths: Eliminating DRAM, Interconnect, or Compute-Memory Separation

Multiple next-generation AI chip startups are challenging Nvidia from the perspective of data movement optimization. According to statistics from X user Deedy Das, the technical paths adopted by these companies include: Groq eliminates DRAM, Cerebras eliminates interconnects, d-Matrix eliminates the separation of compute and memory, Majestic eliminates server compute centralization, Etched, Taalas, and MatX eliminate generality, and Substrate eliminates the $400 million lithography machine. All solutions attempt to improve AI chip performance by reducing data movement bottlenecks.

2026.07.25 - 15:47:27

TechFlow reports, on July 25, multiple next-generation AI chip startups are challenging Nvidia from the perspective of data movement optimization. According to statistics from X user Deedy Das, the technical paths adopted by these companies include: Groq eliminates DRAM, Cerebras eliminates interconnects, d-Matrix eliminates the separation of compute and memory, Majestic eliminates compute centralization in servers, Etched, Taalas, and MatX eliminate generality, and Substrate eliminates the $400 million lithography machine. All solutions attempt to enhance AI chip performance by reducing data movement bottlenecks.


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