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UniLab: A Heterogeneous Architecture for Robot RL Beyond GPU-Dominant Paradigms

arXiv:2605.30313v3 Announce Type: replace Abstract: Simulation-based RL for contemporary robot control is increasingly organized around GPU-resident simulation: physics, rollout collection, and learning are placed on a single GPU-centric execution path. This paradigm has greatly improved training speed, but it has also encouraged a default assumption that efficient training requires physics to reside on the GPU.

arXiv CS 7d ago

UniLab: A Heterogeneous Architecture for Robot RL Beyond GPU-Dominant Paradigms

arXiv:2605.30313v2 Announce Type: replace Abstract: Simulation-based RL for contemporary robot control is increasingly organized around GPU-resident simulation: physics, rollout collection, and learning are placed on a single GPU-centric execution path. This paradigm has greatly improved training speed, but it has also encouraged a default assumption that efficient training requires physics to reside on the GPU. We revisit this assumption.

arXiv CS 9d ago

Bringing Up DeepSeek-V4-Flash on AMD MI300X

Bringing up DeepSeek-V4-Flash on AMD MI300X At Doubleword we are building an inference cloud designed for volume. To do that we have to reckon with the enveloping compute shortage. AMD’s MI300X launched in December 2023At AMD’s “Advancing AI” event, 6 December 2023.

Hacker News 7d ago

AMD's Radeon RX 9070 GRE graphics card is now available to purchase

AMD's Radeon RX 9070 GRE graphics card is now available to purchase It'll set you back $549. AMD just released the Radeon RX 9070 GRE graphics card globally after it came out in China last year. The GRE stands for "Golden Rabbit Edition," though sometimes it's referred to as the "Great Radeon Edition."

Engadget 9d ago

Enhancing AI Interpretability and Safety through Localised Architectures

arXiv:2606.07998v1 Announce Type: new Abstract: Recent advances in generative AI, especially powerful Large Language Models (LLMs) and Large Reasoning Models (LRMs), raise concerns over the interpretability, safety and sustainability of these large and opaque AI models. The power of such architectures is derived not only from the scalability of deep neural networks, but also massively parallel hardware such as GPU clusters.

arXiv CS 1d ago

Cloudflare Turnstile requiring fingerprintable WebGL

Cloudflare Turnstile requiring fingerprintable WebGL Since about a week, Cloudflare Turnstile (their "Verify you're human" device verification) has been looping indefinitely in my webkit-gtk based browser. Preventing access to quite few websites (previously, but it even went worse lately). Turns out it's because Cloudflare wants to have a fingerprint of your device via WebGL, the only reason for doing this would be tracking.

Hacker News 10d ago

Our systems editor flew all the way to Taiwan and still couldn't get away from AI

KETTLE El Reg's systems editor Tobias Mann has been in Taipei for the past week getting the skinny on the hottest new chips, and what he's heard has been less about actual hardware announcements and more about how chipmakers are rushing to meet the demands of AI, other customers be damned. Tobias joins host Brandon Vigliarolo to discuss what he noticed at Computex 2026, how AI has taken over yet another industry event, and whether the world is going to have to adjust to new, more expensive...

The Register 2d ago

Radxa Dragon Q8B: A Laptop Cosplaying as an SBC?

The Radxa Q6A was Radxa’s first Qualcomm-based SBC release last year, and even though we’re still deep in the midst of RAMageddon, Radxa are announcing the Dragon Q8B today, the very same day you’re reading this. Even I don’t know how I’ve managed that in 2026. At its core, a Qualcomm Snapdragon 8cx Gen 3 SoC running at 3GHz provides the horsepower, and provide it does.

Hacker News 9d ago

Human-Like Neural Nets by Catapulting

Human-like Neural Nets by Catapulting Speculative proposal to create artificial neural nets with human-like performance by high-learning-rate/regularization training of overparameterized NNs to trigger catapulting/grokking. Over-parameterization as a route to true generalization would resolve many outstanding mysteries of artificial versus natural intelligence. There are many mysteries about deep learning and human intelligence, but we could describe the biggest anomaly this way: why are...

Hacker News 3d ago

Best Laptops For College Students (2026): MacBooks and Beyond

College laptops don't have to be embarrassing. Nor do they have to be overly expensive. There are a lot of great laptops for college students that combine long battery life, easy portability, and the performance needed for everyday coursework in a great design.

Wired 6h ago