Raw FPS ≠ real-world performance. If your pipeline can’t deliver end-to-end speed, even the fastest chip won’t help. Efficient #AI means optimising everything—hardware, software, and workflow. What matters most to you in AI at the edge? https://
eu1.hubs.ly/H0hSN-N0
AI HARDWARE
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Optimizing AI at the Edge: Beyond Raw FPS Performance
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OpenAI developing cute computer with new thinking control slider
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Two OpenAI developments likely in the pipeline: —CEO Sam Altman hinted they may be developing a computer, saying they're going to make a “really cute one.” —Users spotted a new slider in ChatGPT, allowing control over how hard it thinks to handle tasks
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TPUs Excel at Model Serving with Advanced Performance Tuning
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Pretty well! TPUs are quite good for serving models like these, and we have awesome folks doing a great job of performance tuning to squeeze even more juice from them.
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Modern AI: Mathematics, Compute, and Data at Scale
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𝗠𝗼𝗱𝗲𝗿𝗻 𝗔𝗜 𝗶𝘀𝗻’𝘁 𝗠𝗔𝗚𝗜𝗖! 𝗜𝘁’𝘀 𝗷𝘂𝘀𝘁 𝗰𝗲𝗻𝘁𝘂𝗿𝗶𝗲𝘀 𝗼𝗳 𝗺𝗮𝘁𝗵𝗲𝗺𝗮𝘁𝗶𝗰𝘀 𝘀𝗰𝗮𝗹𝗲𝗱 𝗯𝘆 𝗰𝗼𝗺𝗽𝘂𝘁𝗲 𝗮𝗻𝗱 𝗱𝗮𝘁𝗮 𝗖𝗮𝗹𝗰𝘂𝗹𝘂𝘀 & 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 (1600𝘀–1900𝘀):
From Newton to backpropagation.
→ Without it? No training. -
4-bit quantization reduces inference overhead for resource-constrained deployment
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While the 4‑bit model experiences a 30–45% increase in inference time due to dequantization overhead, the output remains coherent and accurate. This approach makes deploying large models on resource-constrained hardware much more feasible.
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Model Quantization Reduces AI Operational Costs Without Quality Loss
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Some insights from our recent post with @DamiBenveniste on his (amazing) newsletter: The AiEdge Newsletter! In this post, we shared how model quantization can dramatically cut AI model operational costs by reducing memory footprints **without sacrificing output quality** with
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Budget XDR Display 32 Inch 4K Resolution Released
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finally a budget version to the XDR, but 32” and “only” 4K is a bit of a downer
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Real-time AI Filters for Smart Glasses Envision Future
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Went to a life painting art show today. Not sure what turned out best, the live painting or the anime version of it. I want real-time filters for my glasses now
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Pure Magic Unfolds at Tech Conferences and Events
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Watching this sequence unfold is pure magic ✨#CES2025 #MWC25 #AI #IoT #5G @SphereVegas pic.twitter.com/JZJQbTDy7z
— Harold Sinnott #MWC26 (@HaroldSinnott) 29 mars 2025Watching this sequence unfold is pure magic #CES2025 #MWC25 #AI #IoT #5G @SphereVegas
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Nvidia GTC Event Innovations in AI Technology Showcase
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Good morning, everyone! In this iteration, I'm sharing something I got from the Nvidia GTC event I attended last week. GTC is Nvidia’s annual event, and I had the chance to check out some incredible new technology being shared in dozens of amazing talks. One initiative that