Dell slims Pro laptops, boosts battery and cooling
…Despite their lack of discrete graphics, Dell claims these are good for CAD and that the Intel version can give you about 70 percent of the performance of an Nvidia RTX Pro…
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Top stories
Google's latest on-device AI model is custom-made for your laptop
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…The lawsuit claimed Apple’s products “offered a significantly limited or entirely absent version of Apple Intelligence, misleading consumers about its actual utility and performance.” In a statement to The Verge, Apple…
AMD launches Ryzen AI Halo compact AI system with 128GB memory and support for 200B-parameter models – Fudzilla.com
…it from running larger models such as GPT OSS 120B and Qwen 3.5 122B locally. AMD also claims the platform can deliver up to 4x higher performance in certain generative AI…
AMD 3D V-Cache is coming to pro workstations, and Lenovo's ThinkStation P4 is first
…Lenovo also claims that some ThinkStation P4 models will feature the first-ever instance of AMD's 3D V-Cache technology in the professional world, making this a powerful option for people…
Discussions and forums
New Google Gemma 4 12B Claims Near-26B Performance - We Tested Both!
We ran both models locally on one RTX 4090 and gave each the same task: write a self-contained HTML5 canvas animation with real physics in one file without libraries. Three scenes - a Galton board, two blocks colliding o…
Getting a feel for how fast X tokens/second really is.
I love following all your adventures with local LLM setups. Quality and size of the models are important, but so is performance. Numbers don't really convey the experienced speed well, however. If someone claims they run…
Microsoft’s “Xbox Mode” and Apple’s App Store holding back an industry.
Microsoft has recently announced an “Xbox Mode” for PC, which can basically (theoretically) turn any PC into an Xbox, this mode reduces background activity and focuses all performance into gaming mode. But more impressiv…
Reality check from the Microsoft AI Tour: "Agents" hype, the enterprise disconnect, and peak AI Fatigue
Just got back from the Microsoft AI Tour in Zurich. Honestly? Nothing has globally changed since my last visit to these events two years ago. They just scrubbed "LLM" and "GenAI" from all the slides and replaced them wit…
Paper page - Shaping Schema via Language Representation as the Next Frontier for LLM Intelligence Expanding
…Firstly, we review recent empirical practices and emerging methodologies that demonstrate the substantial performance gains achievable through deliberate language representation design, even without modifying model parameters or scale. Secondly, we conduct controlled…
Paper page - MLS-Bench: A Holistic and Rigorous Assessment of AI Systems on Building Better AI
…Bohan Lyu , , , Jiaru Zhang , Qixin Xu , , , , , , , , , Junlin Yang , , , , , , , , Abstract Current AI agents struggle to invent generalizable and scalable machine learning methods, relying more on engineering tuning than true method discovery, with performance…
ASUS Unveils ROG NUC 16 Compact Gaming PC With RTX 5080
…AI acceleration is a major focus for the new model. ASUS claims the system can deliver up to 1334 AI TOPS of processing capability while offering up to 16 GB of dedicated…
Claude Opus 4.8 is more honest, less deceptive, and considerably cheaper
…By • 4 hours ago • • • Add AndroidAuthority on Google Calvin Wankhede / Android Authority TL;DR Anthropic has released its latest flagship model: Opus 4.8. It performs better than Opus 4.7 across…
PrismML debuts 1-bit LLM in bid to free AI from the cloud
…But given the same basic architecture, 16-bit models generally perform better than models quantized at lower levels. PrismML's Bonsai model family is based on an architecture where "each weight is…
Apple’s 20th anniversary all-glass iPhone could reshape the Pro lineup
…It claims that the innovation showcased with the 20th anniversary iPhone will bleed over onto mainstream Pro and Pro Max models . This means the quad-curved edges and even the under-display…