There is a lot to do still that has very little to do with model quality. Try to buy a train ticket on any LLM-based system and you'll see the problem. The quality is great. But it can't buy you a ticket, just link you to where you can.
SYSTEMS
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Tesla’s New End-to-End Highway Stack Transforms Autonomous Driving
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Mine has, but depends on the circumstances. Also, our Y just got new end-to-end highway stack, and that will behave far differently than previous FSDs.
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AMD Peer-to-Peer Bandwidth Performance Impact on Distributed Inference
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If you're evaluating which accelerator to choose for your future workloads beware that AMD's peer-to-peer bandwidth is 7x slower than all-to-all bandwidth. As long as you use full nodes or single gpus, you have nothing to worry about. But if you have to deploy TP=2, TP=4, or
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Autonomous Network Management Enables Resilient Intelligent Systems
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Yes. Autonomous network management is paving the way for highly resilient and adaptable networks, where intelligent systems handle complexities in real time, making future networks smarter and more efficient. Thank you.
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Huawei’s Xinghe Autonomous Network Management Solution
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At GITEX 2024 in Dubai, I had the pleasure of speaking with Wang Hui, President of Huawei NCE Data Communication Domain, about 'Xinghe,' Huawei's innovative solution for autonomous network management.
— Antonio Grasso (@antgrasso) 13 novembre 2024
More > https://t.co/jLZjAcwyZk
In partnership with @Huawei.#HuaweiPartner pic.twitter.com/Cj3Qt4zIU1At GITEX 2024 in Dubai, I had the pleasure of speaking with Wang Hui, President of Huawei NCE Data Communication Domain, about 'Xinghe,' Huawei's innovative solution for autonomous network management. More > https://
e.huawei.com/en/solutions/e
nterprise-network
… In partnership with @Huawei
. #HuaweiPartner -
Composability Benefits for Industrial Manufacturers Under Uncertainty
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Benefits of Composability for Industrial Manufacturers Facing Uncertainty >> https://
buff.ly/4gdxI0g #sponsored #tulip_iiot #industry40 #manufacturing #iiot #IIoTWorldDay @SmartFactoryKL @GregorianCT1 via @fogoros -
Autonomous Systems Superior to Stop-and-Go Control
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Not in stop and go. And autonomous is so superior even when it is fun.
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Future Autonomous Systems Will Outpace Manual Control Defense
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When you get autonomous you will laugh that you tried to defend manual.
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User satisfaction and speed, not IQ, define machine intelligence effectiveness.
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IQ is not the right way to measure machine intelligence. At the end of the day, the only benchmark that matters is "How satisfied was the user in getting the answer it was looking for in the shortest amount of time?"
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Hertz-VAE: 1.8B Parameter Decoder-Only Transformer Architecture
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Hertz-vae: > 1.8B parameters, 8-layer decoder-only transformer
> First four layers receive latent history
> Layer 5 receives ground-truth 15-bit quantized representation during training
> Directly samples hertz-lm's next token prediction during inference
> Near-perfect at