Keychron's K2 HE Concrete Edition sounds like a cute gimmick, but as I discovered, there's a really solid keyboard beyond the absurd choice of materials. Concrete case has significant tradeoffs in weight and practicality. In-browser customization requires physical connection. Yes, Keychron made a . The cause of scraped knees, bike-tire skid marks, and finger-painted signatures is now the foundation of a keyboard.

Logitech launched its Signature Comfort Plus series featuring ergonomic mice and keyboards designed to reduce discomfort during extended computer use. PCWorld reports the lineup includes the M850 L mouse with padded palm rest, M840 L mouse, and MK880 keyboard combo with foam wrist rest.

When you purchase through links in our articles, we may earn a small commission. The Logitech MX Keys Mini is a compact, low-profile keyboard built for productivity. It rarely goes on sale, but it's now $20 off via Woot. I've been using the Logitech MX Keys S keyboard for years and I love it. If you're looking for a low-profile keyboard that's ideal for writing and everyday work, the Mini version is now on sale.

'To be voicepilled is to glimpse the future.' 'To be voicepilled is to glimpse the future.' Employees are now whispering to AI voice dictation tools rather than clacking the keys. Reid Hoffman first declared himself "voicepilled" in the autumn of last year. Actually, I still haven't really got it.

When you purchase through links in our articles, we may earn a small commission. This is one powerful laptop. Alienware's beefy 16-inch Area 51 packs excellent CPU and GPU performance, though battery life suffers. The Alienware Area 51 is a laptop with history. The first Alienware Area 51 desktop was released back in 1998, and then came the Area 51 laptops in the 2000s. Fast forward to today and the Alienware Area 51 is still among the most powerful laptops available and capable of record-setting performance.

When you purchase through links in our articles, we may earn a small commission. I was surprised by how useful the second screen actually is. Wired connectivity doesn't include Ethernet The ROG Zephyrus Duo successfully brings the dual-screen design of the Asus ZenBook Duo to a gaming laptop, though at a high price. Do you like having a screen on your laptop? The Asus ROG Zephyrus Duo has two of them! While most games don't readily support display across multiple screens simultaneously, extra display space is always appreciated, especially if you often need to watch a guide or refer to external websites while playing ( players, I'm looking at you). Instead, it's a robust, attractive, and well-executed dual-screen laptop, though it does have a notable problem.

PCWorld highlights 20 free Windows applications that address common PC frustrations, from poor search functionality to audio control issues. Featured tools include Microsoft PowerToys for system utilities, Voidtools Everything for faster file searching, and EarTrumpet for individual app volume management. These hidden gems can significantly improve PC workflows by offering alternatives to built-in Windows features and solving everyday computing problems. Even if you aren't a huge techie, you probably know about all the big, mainstream apps that are fundamental to how we use our PCs.

Algorithm 1 Association Graph Learning (TRAININGTIME) Require: {Dtrt }Tt=1: Training sets of all tasks; T: Number of tasks; C: Number of all classes; E: Shared feature extractor; WT,WC: Parameters of metric functions in the association graph; L: Number of GNN layers; {Wl}Ll=1: Parameters of all GNN layers; {ft}Tt=1: Task-specific classifiers; λ: Learning rate. For clarity, we provide the algorithms during training and test in Algorithm 1 and Algorithm 2, respectively. Algorithm 2 Association Graph Learning (TESTTIME) Require: xt: one test instance from the t-th task; E: Trained the feature extractor; GT,GC: Trained task and class graph; L: Number of GNN layers; {Wl}Ll=1: Trained parameters of all GNN layers; ft: The trained task-specific classifier. In this section, we provide the class assignment of all datasets under different missing rates. Table B.1, B.2, B.3 shows the class assignment for Office-Home, Office-Caltechand ImageCLEF, respectively.

The app reads your email inbox and your meeting calendar, then gives you a short audio summary. It can help you spend less time scrolling, but of course, there are privacy drawbacks to consider.

Apple's new family of laptops might have a cringeworthy name, but don't let it fool you. Despite the MacBook Neo running on a built-for-iPhone A-series processor and being limited to 8GB of RAM, it delivers on what Macs do best. It has a capable screen, keyboardand trackpadand its overall build quality should embarrass other laptop-making rivals that have compromised on those areas with their $600 laptops. Don't expect a gaming rig - it struggled predictably to run, but for most of the things you need a laptop for - especially for students and desk workers - it handles them with aplomb. Check out our full Neo review by Devindra Hardawar - surely you're intrigued by the idea of a $600 MacBook?