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New take on Gary Bernhardt's 'Functional Core' model reframes it around determinism

A technical essay revisits Gary Bernhardt's decade-old 'Functional Core, Imperative Shell' architecture, arguing that the key property enabling easy testing isn't functional purity itself but determinism. The author suggests that state machines and other deterministic constructs can achieve the same testability benefits as pure functions, broadening how developers might structure isolated, predictable 'core' logic versus the messier, IO-heavy 'shell' that talks to the outside world.

Prusa and Bondtech launch INDX toolchanger for CORE One 3D printers

Prusa Research and Bondtech have released the INDX, a toolchanging system that can print up to eight colors or materials using slim, moving-part-free toolheads mounted on Prusa's CORE One platform. The system ships pre-installed on new CORE One+ Gen 2 printers or as a $749 conversion kit for existing CORE One owners, and Bondtech also sells it separately as a DIY kit for other open-source printers.

Prusa's CORE One L+ upgrade fixes nozzle wiping and adds stronger belts

Prusa Research released a $25 upgrade kit for the CORE One L printer, adding a new nozzle wiper and improved GT1.5 belts to boost precision and reliability. The update, which earns the printer a '+' designation, can be retrofitted onto existing machines rather than requiring a new purchase. Prusa also announced the CORE One L+ now supports the INDX multi-tool conversion kit, priced from $799 to $1,079.

External GPUs lose up to 32% performance versus desktop setups, tests show

Reviews from Notebookcheck and PC Gamer found that external GPU enclosures connected via Thunderbolt suffer meaningful performance losses compared to desktop PCIe slots, ranging from 7 to 32 percent depending on resolution and card. PC Gamer found an RTX 4070 Ti ran about 25 percent slower over Thunderbolt than OCuLink, with worse stuttering and lower frame-rate consistency, and found that pairing an eGPU with a faster RTX 4090 yielded diminishing returns versus a full desktop connection.

Neutrino flavor changes may explain missing supernovae, new PRD paper argues

A study slated for publication in Physical Review D proposes that neutrinos switching between types inside a collapsing star's core could help resolve long-standing mismatches between supernova models and observations. Current simulations of core-collapse supernovae largely ignore this flavor-swapping behavior, even though neutrinos play a central role in triggering the explosion. The researchers suggest accounting for these identity changes could bring predicted supernova rates and outcomes closer to what astronomers actually observe.

Best Buy cuts $600 off Asus ROG Strix G18 laptop with RTX 5080

Best Buy is selling the Asus ROG Strix G18, an 18-inch gaming laptop with an Nvidia RTX 5080 GPU, Intel Core Ultra 9 275HX processor, 32GB of DDR5 RAM and a 2TB SSD, for $2,699.99, down $600 from its $3,299.99 list price. The machine features a 240Hz IPS display, RGB lighting, tool-less access for upgrades, and Thunderbolt 5 connectivity.

MSI Codex R2 gaming PC with RTX 5060 drops to $1,429 at Newegg

Newegg is selling the MSI Codex R2 desktop for $1,429, a $270 discount, bundling an Nvidia GeForce RTX 5060 GPU, an Intel Core i5-14400F 10-core CPU, 32GB of DDR5 RAM, and a 2TB SSD. The build targets smooth 1080p gaming, with some headroom for 1440p when DLSS multi-frame generation is enabled.

Dell relaunches XPS 13 as a budget rival to Apple's MacBook Neo

Dell has revived the XPS 13 line with a redesigned thin-and-light laptop starting at $699.99, positioning it as a lower-cost alternative to Apple's MacBook Neo. The tested units pair a six-core Intel Core 5 320 'Wildcat Lake' chip with 512GB storage, differing only in RAM—8GB in the base model and 16GB in the $999.99 version. Dell has since introduced a new $699.99 base configuration with just 256GB of storage while raising prices on the 512GB models by $100.

WIRED's 2026 soundbar guide crowns Focal Mu-So Hekla top pick, lists Sonos and Sony alternatives

WIRED's latest soundbar roundup highlights the Focal Mu-So Hekla as a standout premium option, praising its 15-speaker array, powerful bass, upfiring Dolby Atmos drivers and intuitive companion app. The guide also names honorable mentions including the Sonos Beam Gen 2 and Sony Bravia Theatre Trio, noting each device's tradeoffs in sound quality, price and expandability.

Apple's A20 Pro leaks show record single-core Geekbench 7 score

An early Geekbench 7 submission attributed to Apple's unreleased A20 Pro chip shows single-core and multi-core scores of 4,006 and 11,460, roughly 23% and 27% higher than the A19 Pro. The result reportedly tops single-thread scores from AMD's Ryzen 9 9950X3D and Intel's Core i9-14900KS by 26% and 32% respectively.

Leaked specs reveal Lenovo's Googlebook 15 as a premium ChromeOS laptop

A newly leaked specifications sheet, sourced from MacObserver, details Lenovo's upcoming Googlebook 15, revealing it as a high-end machine rather than a budget Chromebook. The leak points to an Intel Core Ultra 5 325 chip, up to 32GB of RAM, a 15.3-inch 120Hz OLED touchscreen, and a lightweight 2.84-pound chassis, though pricing and launch timing remain unconfirmed.

Leak details Lenovo Googlebook 15 specs: OLED display, Intel Core Ultra 5 chip

A new leak reported by MacObserver reveals specifications for the Lenovo Googlebook 15, one of the first Android-based laptops arriving under Google's upcoming Googlebook platform. The device reportedly includes a 15.3-inch 120Hz OLED screen with 2,880 x 1,800 resolution, an Intel Core Ultra 5 processor, up to 32GB of RAM, and up to 512GB of storage. It also carries a distinctive LED accent called a 'glowbar' and support for Gemini AI features like Magic Cursor.