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Nvidia Open-Sources cuFile for Direct GPU Storage Access
Nvidia is open-sourcing cuFile, the API that lets GPUs read and write storage directly, with Google, Intel, and Meta as founding maintainers.
CH CHANNEL ARCHIVE
Tag: AI
Artificial intelligence models, systems, and products.
01 INCOMING
ARCHIVE
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Memory Bandwidth Is the New Bottleneck in AI Hardware
AI accelerators are running out of memory bandwidth before they run out of compute, and the whole stack is being rebuilt around it.
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DeepSeek V4 Flash 0731 Analysis: Speed Over Size
DeepSeek V4 Flash 0731 is positioned as a lighter, faster model for developers who value predictable latency and cost.
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The Chip Race Is Now a Power Race
Designers are measuring AI hardware in watts as much as teraflops, and the shift is reshaping data centers.
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Local AI Memory: RAM, VRAM, and KV Cache Explained
Local AI memory is more than model size. Learn how weights, VRAM, RAM, context length, and KV cache shape practical hardware requirements.
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AI Code Review Is Changing What Hardware Teams Ship
Automated review catches real bugs and changes the rhythm of firmware and driver work across the industry.
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The Return of the Plug and Play AI Appliance
Purpose-built AI boxes are making a comeback for businesses that want results without a cloud migration.
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Open Weights Models Make Their Hardware Case
Open models are reshaping the argument for what hardware should run, and who gets to control the stack.