Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable @Home Look Up Trending Now Mashable Selects Say More Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook In My Bag AI at School Safety Net All Series Marcello Hernández' 'Good Hang' with Amy Poehler is a delight Shannon Connellan is Mashable's Senior Editor, General Assignments, based in London. She has been Mashable's UK Editor (and still manages the illustrious UK team) and Australia Editor, but emotionally, she lives searching for . A Tomatometer-approved critic, Shannon writes about entertainment, tech, social good, science, culture, and Australian horror, and loves to nerd out with movie stars, filmmakers, and TV creators . Amy Poehler's'Good Hang' chat with Kenan Thompson is made for'SNL' fans The comedian talks through his storied career so far, including his Netflix special as well as growing up with his Dominican dad and Cuban mom, playing baseball as a kid, soccer in college, getting into drama with a John Leguizamo monologue, taking his teachers to see, and being the Gen Z face of the show . If you buy something through links on our site, Mashable may earn an affiliate commission.

Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Look Up Mashable Selects Say More Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook In My Bag AI at School Safety Net Versus Trending Now All Series Kodiak's self-driving trucks are hitting the highways, and I took a ride in one Kodiak is preparing to put fully driverless semis on highways, starting with Ikea. We took a ride to see the technology in action. Watch Tesla's Semi truck rollout event: Musk touts EV autonomous trucking 11:10 Pixel 11's Gemini translated my videos and took photos for me 3:22 Seth Meyers reacts to Trump saying he will'never apologize' for high gas prices Kodiak is gearing up to deploy its fully driverless semi trucks on highways later this year, starting with Ikea. I took a ride to see the autonomous tech in action. California announces AV regulation, fines for robotaxis that impede emergency responders Can Waymo and Waze fix cities' potholes?

Google's Gemini Live Avatar gives its AI a face that can see and talk to you in 97 languages. Here's what that means.

Look Up Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects Say More Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook In My Bag AI at School Safety Net Versus Trending Now All Series Sam Haysom is the General Assignment Editor, UK, for Mashable. He covers entertainment and online culture, and writes horror fiction in his spare time. Amy Poehler's'Good Hang' chat with Kenan Thompson is made for'SNL' fans'SNL UK's sketch about Harry and Meghan visiting home has 1 particularly brutal joke It's been far too long since we saw the agents of Michael & Eagle Lettings together, but thankfully has now corrected this. In the clip above from the show's Weekend Update segment, anchor Ania Magliano chats to Jamie Demetriou and Al Roberts, both in character as agents Stath and Al. The conversation is every bit as chaotic and hilarious as you'd expecting, with the highlight being a song about playing football in America.

Look Up Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects Say More Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook In My Bag AI at School Safety Net Versus Trending Now All Series Pete Hegseth performs slam poetry in'SNL's Republican midterm ad cold open Marco Rubio, Mitch McConnell, JD Vance, and Donald Trump also make appearances. Belen Edwards is an Entertainment Reporter at Mashable. She covers movies and TV with a focus on fantasy and science fiction, adaptations, animation, and more nerdy goodness. She is a member of the Critics Choice Association and the Television Critics Association, as well as a Tomatometer-approved critic. 'The Daily Show' gives a brutal recap of Trump's midterm convention SEE ALSO: Watch Taylor Swift crash Dakota Johnson's'SNL' monologue In its Oct. 3 cold open, staffers of the Republican National Committee (Andrew Dismukes and Ashley Padilla) invite Republican politicians to film ads telling their base to get out and vote.

Look Up Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more Mashable Selects Say More Top creators, ranked Gift Ideas For Everyone On Your List Creator Playbook In My Bag AI at School Safety Net Versus Trending Now All Series Are you team Vice City or team Hyrule? Belen Edwards is an Entertainment Reporter at Mashable. She covers movies and TV with a focus on fantasy and science fiction, adaptations, animation, and more nerdy goodness. She is a member of the Critics Choice Association and the Television Critics Association, as well as a Tomatometer-approved critic. It was the battle of the video games on last night's .

Mashable Selects Mashable's Best: E-readers, robovacs, laptops, earbuds, smart home and more In My Bag Look Up Creator Playbook Say More AI at School Safety Net Versus Trending Now Back to School Good Connection: Uplifting stories for a digital age All Series You have to do it every time? Sam Haysom is the General Assignment Editor, UK, for Mashable. He covers entertainment and online culture, and writes horror fiction in his spare time. 'Werwulf' trailer: Willem Dafoe hunts Aaron Taylor-Johnson in Robert Eggers' latest Josh Johnson calls his mom during his'Last Meal' on'Mythical Kitchen' Dakota Johnson always has an impressively deadpan sense of humour, and she puts it to good use in radio appearance above. Joining host Greg James for a round of BBC Radio One's Unpopular Opinion, the star fields opinions from callers on everything from I love a traffic jam to mugs should only ever be made in three sizes.

ReLU activations are the main bottleneck in Private Inference that is based on ResNet networks. This is because they incur significant inference latency. Reducing ReLU count is a discrete optimization problem, and there are two common ways to approach it. Most current state-of-the-art methods are based on a smooth approximation that jointly optimizes network accuracy and ReLU budget at once. However, the last hard thresholding step of the optimization usually introduces a large performance loss. We take an alternative approach that works directly in the discrete domain by leveraging Coordinate Descent as our optimization framework. In contrast to previous methods, this yields a sparse solution by design. We demonstrate, through extensive experiments, that our method is State of the Art on common benchmarks.

The LCLS-II Free Electron Laser (FEL) will generate X-ray pulses for beamline experiments at rates of up to 1~MHz, with detectors producing data throughputs exceeding 1 TB/s. Managing such massive data streams presents significant challenges, as transmission and storage infrastructures become prohibitively expensive. Machine learning (ML) offers a promising solution for real-time data reduction, but conventional implementations introduce excessive latency, making them unsuitable for high-speed experimental environments. To address these challenges, SLAC developed the SLAC Neural Network Library (SNL), a specialized framework designed to deploy real-time ML inference models on Field-Programmable Gate Arrays (FPGA). SNL's key feature is the ability to dynamically update model weights without requiring FPGA resynthesis, enhancing flexibility for adaptive learning applications. To further enhance usability and accessibility, we introduce Auto-SNL, a Python extension that streamlines the process of converting Python-based neural network models into SNL-compatible high-level synthesis code. This paper presents a benchmark comparison against hls4ml, the current state-of-the-art tool, across multiple neural network architectures, fixed-point precisions, and synthesis configurations targeting a Xilinx ZCU102 FPGA. The results showed that SNL achieves competitive or superior latency in most tested architectures, while in some cases also offering FPGA resource savings. This adaptation demonstrates SNL's versatility, opening new opportunities for researchers and academics in fields such as high-energy physics, medical imaging, robotics, and many more.

We present Zero-Direction Probing (ZDP), a theory-only framework for detecting model drift from null directions of transformer activations without task labels or output evaluations. Under assumptions A1--A6, we prove: (i) the Variance--Leak Theorem, (ii) Fisher Null-Conservation, (iii) a Rank--Leak bound for low-rank updates, and (iv) a logarithmic-regret guarantee for online null-space trackers. We derive a Spectral Null-Leakage (SNL) metric with non-asymptotic tail bounds and a concentration inequality, yielding a-priori thresholds for drift under a Gaussian null model. These results show that monitoring right/left null spaces of layer activations and their Fisher geometry provides concrete, testable guarantees on representational change.