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GPT-OSS-120B runs on just 8GB VRAM & 64GB+ system RAM

Here is the thing, the expert layers run amazing on CPU ( ~17T/s 25T/s on a 14900K) and you can force that with this new llama-cpp option: --cpu-moe . You can offload just the attention layers to GPU (requiring about 5 to 8GB of VRAM) for fast prefill. KV cache for the sequence Attention weights & activations Routing tables LayerNorms and other “non-expert” parameters No giant MLP weights are resident on the GPU, so memory use stays low. This yields an amazing snappy system for a 120B mod

Topics: gpu layers moe ms tokens

Bouncing on trampolines to run eBPF programs

This blog post is the second installment in our eBPF blog post series, following our blog post about eBPF selftests. As eBP F is more and more used in the industry, eBPF kernel developers give considerable attention to eBPF performance: some standard use cases like system monitoring involve hundreds of eBPF programs attached to events triggered at high frequencies. It is then paramount to keep eBPF programs execution overhead as low as possible. This blog post aims to shed some light on an inte

I tried coding with AI, I became lazy and stupid

I tried coding with AI, I became lazy and stupid# Around April 2025, my boss at $dayjob insisted we try AI tools for coding. It wasn't toxic pressure or anything like "20% of your code needs to be AI", just a concern from him that we could miss on something. I understand why he asked that and I don't blame him. We are in difficult economic period even for software, and we have salaries to pay. If AI can increase productivity or our margins, it should be at least put on the table of negotiations

Topics: ai code job llm llms

James Mardsen’s Happy to Be Cyclops Again for ‘Avengers: Doomsday’

After The Marvels and Deadpool & Wolverine laid the groundwork for more Fox X-Men to return, Avengers: Doomsday is going all in by bringing back several non-Wolverine (or Professor X) characters from the original films. Among them is James Marsden, who played Cyclops in that initial trilogy and didn’t really get to do much in them. Speaking to Vanity Fair, the actor recalled “20 years of listening to people say, ‘When are you coming back? When are you coming back? Are you coming back?’ But I’m

Flintlock – Create and manage the lifecycle of MicroVMs, backed by containerd

Flintlock - Create and manage the lifecycle of MicroVMs, backed by containerd. What is flintlock? 🎉 This project was originally developed by Weaveworks but is now owned & run by the community. If you are interested in helping out please reach out. Flintlock is a service for creating and managing the lifecycle of microVMs on a host machine. We support the Cloud Hypervisor and Firecracker VMMs. The original use case for flintlock was to create microVMs on a bare-metal host where the microVMs w

James Webb Finds Evidence of Free-Floating Planets So Large They Can Gather Their Own Planetary Systems

So much for heliocentrism. An international team of astronomers using observations made with the James Webb Space Telescope have found evidence of massive planets out there that're capable of forming their own planetary systems — without a star. These planets would be the center of something like a mini version of our solar system where other, smaller planets revolve around it. But without the light of a star, these systems, if they exist, would go largely overlooked by our telescopes, lost to

DJI repurposed its drones' obstacle detection tech for robot vacuums

DJI's obstacle avoidance system could be just as useful on land as it is in the air. DJI, known for its dominance in the drone market, has entered the smart home world with a range of robot vacuums called ROMO. Beyond its drones, gimbals and action cameras, the Chinese company previously branched out into other product categories, including portable power stations and e-bikes. For those wondering why DJI settled on robot vacuums as its next venture, it makes sense considering the company's "omn

60 malicious Ruby gems downloaded 275,000 times steal credentials

Sixty malicious Ruby gems containing credential-stealing code have been downloaded over 275,000 times since March 2023, targeting developer accounts. The malicious Ruby gems were discovered by Socket, which reports they targeted primarily South Korean users of automation tools for Instagram, TikTok, Twitter/X, Telegram, Naver, WordPress, and Kakao. RubyGems is the official package manager for the Ruby programming language, enabling the distribution, installation, and management of Ruby librari

MCP overlooks hard-won lessons from distributed systems

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read · Jul 29, 2025 -- 19 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the “USB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

The current state of LLM-driven development

I spent the past ~4 weeks trying out all the new and fancy AI tools for software development. Let’s get a few things out of the way: Learning how to use LLMs in a coding workflow is trivial. There is no learning curve. You can safely ignore them if they don’t fit your workflows at the moment. LLMs won’t magically make you deliver production-ready code If you can’t read the code and spot issues, they’re hard to use past the PoC stage They have terrible code organization skills, making them los

MCP's Disregard for 40 Years of RPC Best Practices

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read · Jul 29, 2025 -- 26 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the “USB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

We can’t believe you can still get the Samsung Galaxy Buds 3 Pro for $109.99

Ryan Haines / Android Authority The Samsung Galaxy Buds 3 Pro are fantastic wireless earbuds, and they are usually pretty pricey at $249.99. While we’ve seen plenty of deals in the past, none of them have been as good as the current $109.99 sale. It’s actually been active for some weeks, so we would be surprised if the offer lasts much longer. You might want to get them now! Buy the Samsung Galaxy Buds 3 Pro for just $109.99 ($140 off) This offer is available from Woot, an Amazon-owned website

Microsoft's Clippy Crocs Might Be the World's Weirdest Pair of Shoes

Crocs are an infamously ugly shoe style that was once named to Time's list of the 50 worst inventions. Clippy is an annoying animated paperclip from Microsoft that once made that same list. So maybe it's fate that the two much-mocked products are teaming up for a pair of limited-edition Crocs the wearer can deck out with a smiling Clippy accessory. According to The Verge, the Crocs are part of Microsoft's celebration of its 50th anniversary, and are right now only available for preorder by Micr

First-Ever Look at Exploding Molecules Reveals Their Quantum Secrets

In the quantum world, molecules are always on the move. And for the first time ever, scientists have directly captured these tiny quantum dances in action—and they did so by blowing them up real good. Even at absolute zero, individual particles constantly vibrate without a fixed position, a phenomenon referred to as zero-point motion. In a paper published August 7 in Science, researchers at European XFEL harnessed this behavior for the 2-iodopyridine molecule, which consists of 11 atoms. By bla

Apple pushes back on Fintiv’s latest litigious attempt to profit off Apple Pay

Fintiv, a firm you’ve probably only heard of in the context of patent litigation, is once again suing Apple over Apple Pay. Apple’s secure mobile payment solution launched over a decade ago in 2014. Fintiv has been unsuccessfully suing Apple over Apple Pay since 2018. Apple is not hiding its frustration. In a statement to 9to5Mac, the company accused the Texas-based firm of trying to “distract from their failed patent case” with a new set of allegations. “The court has repeatedly rejected Fint

FTC: older adults lost record $700 million to scammers in 2024

Americans aged 60 and older lost a staggering $700 million to online scams in 2024, marking a sharp rise in fraud targeting seniors, according to the Federal Trade Commission. This figure, presented in the agency's latest Consumer Protection Data Spotlight, represents an increase over all three categories of loss compared to previous years. Most notably, the amount of losses for those who lost over $100k recorded an eightfold jump compared to 2020. Below is an analysis of the amounts: Losses

The Atlantic Hurricane Season Is About to Get Real

After an unusually slow start to hurricane season, it’s looking like storm activity is about to ramp up. Meteorologists are keeping a watchful eye on the Atlantic Basin as ocean surface temperatures rise to record levels. So far, the 2025 Atlantic hurricane season has produced four tropical storms and no hurricanes. As of Friday, August 8, the National Hurricane Center (NHC) was monitoring two areas of interest for storm development—one off the southeastern U.S. and the other in the Central Atl

Voice Controlled Swarms

Inspired by Command School from Enders Game, let’s make swarms that we can control with our voice! We will do this by having a voice-to-text program feed our voice commands into an LLM, and then that LLM can run a bunch of commands to control the swarm. Below is the final result. Your browser does not support the video tag. And we will make this in two parts: First we will create a general voice-controller that can plug into any application that supports the Model Context Protocol (MCP). As

What Does Consulting Do?

This paper provides the first systematic and comprehensive empirical study of management and strategy consulting. We unveil the workings of this opaque industry by drawing on universal administrative business-to-business transaction data based on value-added tax links from Belgium (2002-2023). These data permit us to document the nature of consulting engagements, take-up patterns, and the effects on client firms. We document that consulting take-up is concentrated among large, high-labor-product

Meta acquires AI audio startup WaveForms

In Brief Meta has acquired AI voice startup WaveForms for an undisclosed sum, The Information reports. It’s the company’s latest buy to strengthen its new AI unit, Superintelligence Labs, and Meta’s second major AI audio acquisition in the last month after it bought PlayAI. WaveForms, founded just eight months ago, raised $40 million from Andreessen Horowitz in a round that valued the company at $160 million pre-money, per PitchBook data. Two of the startup’s co-founders – former Meta and Ope

Grab the 55-inch Samsung Odyssey Ark on sale and get a free smart monitor - here's how

Whether a console or PC gamer, your display can make or break your gaming experience. The Samsung Odyssey Ark is a 55-inch, curved gaming monitor designed to be the ultimate display for gamers and content creators alike. And right now, you can save $1,200 when you buy directly from Samsung- a sizable 40% off. Plus, for a limited time, you can add a 32-inch M50D smart monitor for free and 2 years of Samsung Care+ for just $1. Also: The best cheap gaming PCs you can buy The 55-inch screen uses a

Samsung bashes Chinese watches, says it’s already working on Galaxy Watch 9, 10

TL;DR Samsung recently compared its approach to smart wearables with Chinese fitness devices, claiming it focuses on “high quality.” It said that Chinese smartwatches offer seven to ten days of battery backup because they offer low-power components. Samsung, on the other hand, is focusing on accurate health measurement systems that are already being tested for the next two generations of the Galaxy Watch. Samsung’s Galaxy Watch 8 was launched just a month ago, but the company has already begu

I spent over a week with the Galaxy Z Flip 7 and it’s not the foldable I wanted it to be

Samsung Galaxy Z Flip 7 The Galaxy Z Flip 7 is a good flip phone. It has Samsung's best-ever cover screen hardware, a larger and wider main display, and a surprisingly thin design. But with a disappointing choice in its chipset and truly annoying cover screen software, the Flip 7 isn't an amazing flip phone. It's a great buy for Samsung fans, but it's also not the flip phone king it could have been. For a company that basically invented (or at the very least popularized) foldable flip phones as

I took 500 photos with the two best Android camera phones - here's the clear winner

Prakhar Khanna/ZDNET ZDNET's key takeaways Oppo Find X8 Ultra performs better than its Samsung rival in almost every scenario. The Galaxy S25 Ultra comes close in ultrawide camera comparison. Oppo's flagship has unique features like XPAN mode, Hasselblad color science, and Master mode. The Samsung Galaxy S25 Ultra houses one of the most versatile camera systems on a mainstream phone, thanks to its two telephoto cameras and an ultrawide sensor coupled with a 200MP primary camera. Also: Sams

Trump opens door for crypto in retirement accounts

Trump opens door for crypto in retirement accounts But critics say it could increase risks for savers. The move is intended to eventually give everyday workers new access to investments formerly reserved for wealthy individuals and institutions, while opening up previously untouched pools of funding for firms in those fields. On Thursday, he ordered regulators to look for ways to change rules that might discourage employers from including such offerings in workplace retirement accounts, known

Achieving 10,000x training data reduction with high-fidelity labels

Classifying unsafe ad content has proven an enticing problem space for leveraging large language models (LLMs). The inherent complexity involved in identifying policy-violating content demands solutions capable of deep contextual and cultural understanding, areas of relative strength for LLMs over traditional machine learning systems. But fine-tuning LLMs for such complex tasks requires high-fidelity training data that is difficult and expensive to curate at the necessary quality and scale. Stan

The FCC will review emergency alert systems in the US

The Federal Communications Commission is planning a review of the US emergency alert systems. Both the Emergency Alert System (EAS) and the Wireless Emergency Alerts (WAS) will be subject to a "re-examination" by the agency. "We want to ensure that these programs deliver the results that Americans want and need," FCC Chairman Brendan Carr posted on X. The announcement of this plan notes that the infrastructure underlying the EAS — which includes radio, television, satellite and cable systems —

I took over 500 photos with the Samsung S25 Ultra and Oppo Find X8 Ultra - the winner is very clear

Prakhar Khanna/ZDNET ZDNET's key takeaways Oppo Find X8 Ultra performs better than its Samsung rival in almost every scenario. The Galaxy S25 Ultra comes close in ultrawide camera comparison. Oppo's flagship has unique features like XPAN mode, Hasselblad color science, and Master mode. The Samsung Galaxy S25 Ultra houses one of the most versatile camera systems on a mainstream phone, thanks to its two telephoto cameras and an ultrawide sensor coupled with a 200MP primary camera. Also: Sams

Foundry (YC F24) is hiring staff-level product engineers

About Foundry We're building the foundational infrastructure to automate digital work. Today's browser-based workflows represent a potential trillion dollar opportunity—currently trapped behind inefficient manual tasks and repetitive actions. Current AI agents fail when facing complex real-world scenarios; they're brittle experiments, not scalable solutions. Foundry provides the critical, high-fidelity simulation environment necessary for training, testing, and deploying robust AI agents. Thin

Foundry (YC F24) Is Hiring Staff Level Product Engineers

About Foundry We're building the foundational infrastructure to automate digital work. Today's browser-based workflows represent a potential trillion dollar opportunity—currently trapped behind inefficient manual tasks and repetitive actions. Current AI agents fail when facing complex real-world scenarios; they're brittle experiments, not scalable solutions. Foundry provides the critical, high-fidelity simulation environment necessary for training, testing, and deploying robust AI agents. Thin