AI accelerators
PulseAugur coverage of AI accelerators — every cluster mentioning AI accelerators across labs, papers, and developer communities, ranked by signal.
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Apache TVM launches TIRx compiler for evolving ML kernels and hardware
Apache TVM has launched TIRx, an open-source compiler stack designed for machine learning kernels and evolving hardware. This new system allows for hardware-native DSLs and compilation to GPUs and specialized AI acceler…
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Frore's LiquidJet Nexus boosts AI accelerator cooling, claims 10% performance gain
Frore Systems has unveiled its LiquidJet Nexus coldplate, designed to cool AI accelerators like Nvidia's Vera Rubin and Grace Blackwell superchips. This new monolithic water block utilizes semiconductor manufacturing te…
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Astera Labs ships 320-lane PCIe 6.0 switch for 80-accelerator AI clusters
Astera Labs has unveiled its Scorpio X-Series 320 Lane Smart Fabric Switch, a significant advancement in data center interconnectivity. This PCIe 6.0 switch boasts 320 lanes and 20 Tbps of bandwidth, enabling the connec…
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KForge uses LLM agents to auto-generate AI accelerator kernels
Researchers have developed KForge, a framework that uses LLM-driven agents to automatically generate optimized kernels for AI accelerators. This system addresses the challenge of creating efficient code for diverse hard…
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KernelCraft benchmark tests AI agents for custom hardware kernel generation
Researchers have introduced KernelCraft, a new benchmark designed to evaluate AI agents' ability to generate low-level code for specialized hardware accelerators. This benchmark addresses the challenge of developing cus…
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Gartner: Most generative AI projects will fail
Gartner predicts that most generative AI and custom model projects will fail, suggesting that success in this area may depend on adopting strategies from China. The report highlights the potential for AI to be a signifi…
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Snowflake Commits $6B to AWS Graviton CPUs and AI Accelerators
Snowflake plans to invest $6 billion over several years on AWS infrastructure, focusing on Graviton CPUs and AI accelerators. This significant expenditure underscores the company's commitment to leveraging cloud conveni…
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New technique combats hardware aging in AI multipliers
Researchers have developed a new technique to combat hardware aging in arithmetic multipliers, which are crucial components in AI accelerators. The method utilizes the sign-invariance property of multiplication, applyin…