no, because the Chinese raiders cause errors under high bandwidth loads, systems crash you need redrivers and retimers to clean up the signal each one requires stress testing and configuring solo i am not denying your experience, it's just different
HARDWARE
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PCIe 3 Optimization Tradeoffs in AI Hardware
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at x1 pcie 3 lol you need to optimize for different things!
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On-Device LLMs Transform Industrial IoT and Edge Computing
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Think on-device LLMs for industrial monitoring or chatbots in #IoT. This partnership drives low-power, high-impact AI. Details at Alexis’s talk, at #TheThingsConference from @thethingsindust
, along with the awesome @arduino team #EdgeAI -
Chinese SpikingBrain 1.0 AI Model Uses Domestic MetaX Chips
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SpikingBrain 1.0 is a Chinese brain-inspired AI model that uses event-driven spiking-neuron computation on domestic MetaX chips, reportedly delivering 25–100× faster processing for ultra-long inputs, though these claims remain preliminary and unverified.
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GPU Setup Configuration for AI Infrastructure
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Will do. Are you specifically looking for 1 GPU or several GPUs setup? There are different software setups for the different hardware setups.
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Recording Equipment Purchase for Software and Hardware Development
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I am currently purchasing the recording equipment I need for both Software & Hardware There is a lot happening behind the scene and I think many people will be extremely happy once things roll out.
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MoE GPU Communication Overhead Analysis Technical Deep Dive
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Calling all Mathletes, this one is for you. We’ve been asked to show the math behind our MoE claims. So we did. Our analysis confirms: On GPUs, expert parallelism creates severe communication overheads that dwarf computation and make MoE training painfully slow. At
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Humanoid Robot Sprinting: Can It Reliably Recover From Falls?
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The lab mentioned developed a humanoid for sprinting, with very explosive leg movements. https://
newshub.sustech.edu.cn/en/html/202508
/46874.html
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What's unclear from the video is if this is a fluke or can reliably help the robot get up after falling. -
Software accessibility matters more than hardware improvements
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Agreed. And while the hardware itself is a major improvement, the software and accessibility to it might be an even bigger deal.
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CUDA graphs and action input models improve performance consistency
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Making everything one big CUDA graph helped wall clock consistency a lot on a laptop, but we still fought with power management. Looking forward to using an Nvidia Spark in the future. It isn’t in the repo code, but the single biggest win I have seen is an “action input” model