Tax season starts early this year. Or at least it should for you, because this one is a doozy. Thanks to the One Big Beautiful Bill Act (OBBBA), which Congress passed in 2025, there are some significant and potentially confusing changes coming to your tax return. Don’t be afraid to ask for help, even if you’re asking an artificially intelligent chatbot.
Tech
Trump made tax day more complicated. ChatGPT and Claude can make it easier.
Whenever a friend asks me about using AI, I say the same thing: Treat it like a capable coworker who never gets tired and sometimes gets things wrong. You can ask a chatbot a thousand questions, and with the latest frontier models — ChatGPT 5.2 Thinking and Claude Opus 4.6 — you’re going to get better answers than you might have last year, presumably with fewer hallucinations. They’re even getting better at doing math, which has historically been a weak spot for LLMs. Still, you wouldn’t let your energetic but slightly dishonest coworker file the final draft of an important report.
Treat ChatGPT and Claude the same way, especially when it comes to tax season. These tools aren’t designed to file your taxes for you, and you shouldn’t be uploading your forms for proofreading before submitting to the IRS. Your tax documents — namely your W2 and any 1099s — include sensitive personal information like your social security number and address. It’s generally a good rule not to upload those anywhere, unless you’re sure the site is private and secure. (The consumer versions of ChatGPT and Claude, by default, are not.)
Even if you are using an accountant, ChatGPT and Claude can help you get up to speed on all the tax code changes this year. Think of them as tax prep tools, a way to learn what kinds of questions to ask and which deductions to seek out. (The two big tax filing software companies offer their own chatbots — Turbotax has its Intuit Assist assistant and H&R Block has its AI Tax Assistant — that promise to make navigating the accounting labyrinth easier. In my experience, their functionality is limited and the sites tend to steer you toward paying for other financial products, like loans and banking services.) You can ask ChatGPT and Claude to explain particular rules based on your situation, a task that’s much harder if you’re just Googling or reading FAQs.
Before I go any further, however, I want to make something super clear: There’s a difference between using AI for tax research and using AI for financial advice. The former is a helpful information-gathering exercise. The latter is a great way to lose money. Chatbots sound smart but they are ultimately text generation machines, not certified financial planners or certified public accountants.
You certainly don’t have to use AI on your taxes this year. But much in the same way you might have Googled something like the child tax credit in the past, you might try chatting with the bots, asking them questions, and double-checking all their answers. Here’s how to get the most out of them this tax season.
One Big Beautiful Bucket of Confusion
Regardless of your political leanings, it’s important to know that the changes to the tax code ushered in by the OBBBA are pretty major: There are a lot of them, and they are quite specific. If you’re used to doing your taxes a certain way, you should know that your tax return this year will not just look like an updated version of last year’s tax return. There will be meaningful changes to the types of deductions and credits you can claim, and if you don’t take advantage of them, you could miss out on some free money. Here’s a breakdown, although I very much encourage you to check out the IRS page on the subject as well as the surprisingly helpful guides put together by Turbotax and H&R Block.
Some of the changes from the bill took effect in 2025 and will apply to the tax returns you’re filing now. They include deductions for taxes on tips and taxes on overtime, which don’t actually amount to no taxes on these streams of income as Trump has argued, but will save some people money. If you have kids, you’ll want to note that there’s a slight bump to the Child Tax Credit (from $2,000 to $2,200), and an expansion of 529 plans for education expenses. This year is also when you can claim your Trump Child Savings Accounts, also known as Trump Accounts. If you’re eligible, your tax filing software or account might prompt you to set them up by filling out the proper IRS form, but you can also fill it out here.
One other significant change: The IRS Direct File, which allowed people in 25 states to file their taxes online for free, is now gone. There are still a couple options to file for free through the IRS, but suffice it to say many more people will be using tools like Turbotax and H&R Block this year.
Again, those are just a few of the many changes ushered in the OBBBA. Learning about how new rules apply to your specific situation is difficult, especially if you, like me, feel like you’re allergic to accounting. This is where the chatbots come into play.
ChatGPT: good at chatting, bad at math
When it comes to your taxes, chatbots like ChatGPT and Claude are great for talking through questions and scenarios. If you’re a W-2 employee and your spouse is a freelancer, you’ve got two kids and a house, and your Jeep doubles as a delivery vehicle for your smoked meats side hustle, where you make a killing on tips, there’s a lot ChatGPT can tell you about the tax rules that apply to you — especially the new rules. Think of this less as advice and more as information that can help you get better organized for your actual tax preparation experience, whether that’s on Turbotax or in a conversation with a human accountant.
To be honest, when it comes to saving money, I don’t think you can ask enough questions. Start by telling your chatbot about your family’s situation, your ages, what you do for work, how you invest your money, and even what kind of car you drive, then ask what you should do differently on your taxes this year.
You could also keep a chatbot open in a window while you’re filing your taxes and ask it about the steps you don’t understand. The AI tools from H&R Block and Turbotax are designed to assist here, but in my experience, they don’t tailor the explanation to your situation, which makes them less helpful. If you’re working with an accountant, they’re probably using AI to make their jobs easier and save time. Being at least more familiar with the technology could improve those interactions, too.
Let me put it another way: You could use all the help you can get this year. There are enough new rules and changes to the tax code that not totally understanding how they apply to you could lead to mistakes or, worse, missed opportunities.
Everyone in this process could use all the help ,in fact; the Internal Revenue Service lost 25 percent of its workforce in the months after Trump took office, and it’s apparently chaos there now. Like I said, this year’s a doozy.
Tech
Spotify has a new Exclusive Mode to please audiophile ears with bit-perfect playback
Spotify is rolling out a new Exclusive Mode on desktop for listeners who care about audio quality. This feature gives you more control over how sound is delivered, reducing system interference and allowing bit-perfect playback.
In simple terms, your music can now reach your headphones or speakers without being altered by your computer’s audio system. This update is currently available on the desktop app for Windows, with Mac support coming later.
What is Exclusive Mode in Spotify, and how does it work?
Exclusive Mode is designed for people who use external DACs or high-end audio setups, where even small processing changes can affect sound.

Normally, your operating system mixes audio from different apps, which can resample or modify the signal. Exclusive Mode changes that by letting Spotify take full control of the audio output.
When you turn on Exclusive Mode, Spotify bypasses the system mixer. That means your music is sent directly to your audio device without being changed. This is what allows bit-perfect playback, where the audio data remains exactly as intended.
It also reduces interruptions from other apps. Since Spotify controls the output, other system sounds are blocked while you are listening.
How to turn on Exclusive Mode in Spotify?

To enable Exclusive Mode, first connect your external audio device, such as a DAC or audio interface, to your computer. If your system already has a headphone or speaker port, it may include a built-in DAC.
Next, open the Spotify desktop app and go to Settings. Scroll down to Playback, then under Output, select your audio device from the dropdown menu. Once that is set, turn on Exclusive Mode.
Spotify also suggests turning off certain features in its settings for the best playback. This includes Automix, Crossfade, Equalizer, and Normalize Volume, all available under Settings > Playback.
If you want to turn it off, go back to Settings and switch off Exclusive Mode. This will return audio control to your system, allowing other apps to play sound alongside Spotify.
Last September, Spotify brought higher-quality audio to users by finally introducing lossless streaming for Premium users.
Tech
Michi Debuts Prestige Q430 Luxury CD Player That Leaves Out SACD
Rotel’s luxury Michi brand has expanded its digital lineup with the Michi Prestige Q430 CD Player, a full-function disc player designed for listeners who still take Red Book CD playback seriously. Unlike a transport-only design, the Q430 includes its own internal DAC while also offering a digital output for those who prefer to experiment with an external converter. Rotel already has a long track record in the two-channel component space, and while we’ve covered the brand extensively at eCoustics, the Michi line sits firmly at the company’s high-end tier.
The Prestige Q430 now enters a surprisingly competitive premium CD player category that includes impressive new models from Marantz, Quad, Hegel, TEAC, Shanling, and several other brands determined to prove that the compact disc still has plenty of life left in it.
In recent years, we’ve also covered several other Michi products including the Q5 CD Transport DAC (2024), the Series 2 Amplifiers and Preamplifiers (2023), and our full review of the Michi X3 Integrated Amplifier (2022); all of which reinforced the brand’s focus on premium construction, refined industrial design, and performance aimed squarely at the higher end of the hi-fi market.
Michi Prestige Line Adds the Q430 CD Player
The Michi Prestige line is designed to give listeners a clear entry point into ultra-high-performance components built with the same design discipline, power supply priorities, and craftsmanship expected of reference-level audio.
Drawing on more than 60 years of Rotel amplifier and circuit development, Prestige models aim to deliver effortless dynamics, exceptional clarity, and the kind of long-term reliability that serious two-channel systems demand.

For 2026, Michi has introduced two new additions to the series: the Prestige Q430 CD Player and the X430 Integrated Amplifier. We covered the X430 in a companion article, but here the focus shifts to the Q430 CD Player, a premium disc player designed for listeners who still value dedicated CD playback in a high-end system.
Building on Michi’s heritage of precision engineering and industrial design, the Q430 combines a high-quality floating CD mechanism capable of playing Red Book CD, CD-R, and CD-RW discs with a meticulously designed proprietary power supply built in-house. Multiple stages of isolated voltage regulation reduce noise at the source, helping deliver exceptionally low distortion and a very quiet acoustic background where subtle details and ambient cues can emerge clearly from the mix.
At the heart of the digital stage is an ESS SABRE ES9028PRO 8-channel DAC, configured and optimized for stereo playback. The DAC is intended to deliver precise, neutral sound with wide soundstage presentation and strong resolution through both single-ended RCA and balanced XLR analog outputs, providing flexibility when integrating the player into a wide range of high-end systems.
Measured performance is equally ambitious. The Q430 is rated for ultra-low distortion (THD below 0.0006%) and a signal-to-noise ratio exceeding 120 dB, helping preserve transient impact and low-level detail even in complex musical passages. Channel separation greater than 105 dB at 10 kHz further supports precise stereo imaging and spatial detail, contributing to a convincingly three-dimensional soundstage.

Connectivity is straightforward but purposeful. In addition to its analog outputs, the Q430 includes a coaxial digital output, allowing the player to function as a dedicated CD transport when paired with an external DAC for listeners who prefer to experiment with different digital conversion stages.
However, there are a few notable omissions for a player positioned at this level. The Q430 does not support SACD playback, which some listeners may expect given its price category and the capabilities offered by competing models. In addition, the internal DAC cannot be used with external digital sources or streamers, a feature that has become increasingly common in 2026 as manufacturers try to broaden the utility of standalone disc players within modern streaming-focused systems.
For ease of operation, the Michi Prestige Q430 CD Player includes a wireless remote control that allows listeners to navigate album artwork, settings, and disc information displayed on the front panel’s full-color TFT display. The interface is designed to make browsing and playback straightforward while providing clear visual feedback during use.

All of the internal components are housed inside a precision-milled aluminum chassis that reflects Michi’s design philosophy of durability, performance, and long-term reliability. The solid enclosure also helps minimize vibration and electrical interference, supporting stable disc playback and consistent sonic performance.
The Q430 measures 431 x 148 x 385 mm (17 x 6 x 15-1/4 inches) with a front panel height of 131 mm (approximately 5-1/6 inches). The unit weighs 8.8 kg (19.5 lbs), reflecting the robust chassis construction and internal power supply design typical of Michi components.
Comparison
| Michi Prestige Q430 (2026) |
Michi Q5 (2025) |
|
| Product Type | CD Player | CD Transport/DAC |
| Price | $3,999 | $7,499 |
| CD Playback Compatibility | CD, CD-R, CD-RW | CD, CD-R, CD-RW |
| Digital Input | N/A | 1 x Coaxial 1 x Toslink |
| Analog Output | 1 x XLR 1 x RCA |
1 x XLR 1 x RCA |
| Digital Output | 1 x Coaxial | 1 x Coaxial 1 x Toslink |
| THD | < 0.0006% | < 0.0006% |
| Intermodulation Distortion | Not Indicated | < 0.002% |
| Frequency Response | 20 Hz – 20 kHz (+0 dB, -0.3 dB) | 20 Hz – 20k Hz (+0 dB, -0.1 dB) 10 Hz – 70k Hz (+0 dB, -3 dB) |
| Channel Balance | ± 0.5 dB | ± 0.5 dB |
| Channel Separation | Unbalanced (RCA) > 105 dB @ 10 kHz Balanced (XLR) > 110 dB @ 10 kHz |
> 104 dB @ 10k Hz |
| Signal to Noise Ratio (IHF A-Weighted) | Unbalanced (RCA) > 120 dB Balanced (XLR) > 125 dB |
> 115 dB |
| Dynamic Range | > 99 dB | > 99 dB |
| Input Sensitivity | Not Indicated | 0 dBfs / 75 ohms |
| CD Output | Not Indicated | Digital output (16-Bit / 44.1k Hz, 0 dBFS) |
| Analog Output Level / Impedance | Unbalanced (RCA) 1.96 V / 100 ohms
Balanced (XLR) 4.2 V / 2 k ohms |
Unbalanced (RCA) 2.3 V / 100 ohms
Balanced (XLR) 4.9 V / 4K ohms |
| Digital to Analog Converter | ESS ES9028PRO DAC | ESS ES9028PRO DAC |
| Digital Output | Coaxial Out | SPDIF LPCM (up to 24-bit / 192 kHz) |
| PC-USB | USB provided for power and firmware updates only. | USB Audio Class 2.0 (up to 32-bit / 384k Hz)* *Driver installation required
Support native DSD (up to 4X, 11.2M) and DoP (up to 2X, 5.6M) Support MQA and MQA Studio (up to 24-bit / 384 kHz) |
| Power Requirements | Europe 230 V, 50 Hz USA 120 V, 60 Hz |
Europe 230 V, 50 Hz USA 120 V, 60 Hz |
| Power Consumption | 25 watts | 25 watts |
| Standby Power Consumption | < 0.5 watts | < 0.5 watts |
| Full-color TFT Display | Yes | Yes |
| Control | Wireless Remote, RS232, Ethernet, 12V Trigger | Wireless Remote, RS232, and Ethernet |
| Dimensions (WxHxD) | 431 x 148 x 385 mm (17 x 6 x 15-1/4 inches) |
485 x 150 x 452 mm (19 x 6 x 17-3/4 inches) |
| Front Panel Height | 131 mm (5-1/6 inches) |
132 mm (5-1/4 inches) |
| Net Weight | 8.8 kg (19.5 lbs) |
23.5 kg (51.8 lbs) |
| Finish | Black | Black |

The Bottom Line
The Michi Prestige Q430 CD Player is aimed at listeners who still value dedicated Red Book CD playback and want a component that matches the build quality and aesthetic of a high-end two-channel system. With its floating transport mechanism, ESS SABRE ES9028PRO DAC optimized for stereo use, balanced and single-ended outputs, and robust aluminum chassis, the Q430 is clearly designed to deliver refined CD performance rather than serve as a digital hub for multiple sources.
However, its focus is also its limitation. At $4,000, the Q430 lacks several features that competing players in this price category increasingly offer, including SACD playback and digital inputs that would allow the internal DAC to be used with external streamers or transports. For some buyers, those omissions will be difficult to ignore.
Ultimately, the Q430 is best suited for high-end two-channel listeners who still maintain a substantial CD collection and want a dedicated player that prioritizes build quality and straightforward disc playback rather than broad digital flexibility. For everyone else, especially those looking for SACD support or a more versatile DAC—the competition from brands like Marantz, Esoteric, TEAC, and Shanling may offer a more compelling case.
Price & Availability
Priced at $3,999, the Michi Q430 CD Player will initially be available in North America beginning March 2026, with global availability to follow early in the second quarter of 2026 through Rotel’s Dealer Network at €3,999 or £3,599.
For more information: rotel.com/product/q430
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Tech
A DJI Pocket 4 might be on its way, but right now the ‘class-leading’ Pocket 3 is at a new lowest-ever price
Rumors are swirling that a DJI Pocket 4 is on its way, but don’t let the promise of a shiny new action cam distract you from what’s available right now — the DJI Osmo Pocket 3 is currently cheaper than ever. Although it’s nearly three years old now, the Pocket 3 is still an extremely capable camera. With features like a portrait filming mode and a 2-inch screen that’s ideal for viewing a live camera feed, the Pocket 3 has proven hugely popular with vloggers and content creators in particular.
In our DJI Osmo Pocket 3 review, our tester called it “class-leading”, and highlighted the “amazing video quality and beautiful slow-motion scenes”. It was awarded a near-perfect 4.5 stars. TechRadar’s camera editor Tim Coleman thinks it’s well worth considering, even with the Pocket 4 on the horizon, commenting: “For many solo vloggers it will serve their needs perfectly, and for a much lower price than the latest models.”
Today’s best DJI Osmo action cam deals
More DJI Osmo action cam deals
The Osmo Pocket 3 deals sit amongst a variety of excellent DJI action cam price drops available right now — there are also lowest-ever prices on the likes of the “seriously feature-packed” DJI Osmo Action 5 Pro and “fantastic” Osmo Action 4.
I’ve checked prices across leading retailers, and the best prices right now are at Amazon, but many options are available for only a few cents more at Best Buy. Typically, these cameras are sold in Essential, Standard, or Adventure Combos, with each bundle, respectively, including more accessories.
Shopping in the US? Here’s the lowdown on the DJI action cam deals for you.
Tech
Kota ranks 9 in Sifted’s 100 fastest growing UK and Irish start-ups list
Protex AI, Altra, Barespace, Tines, Nory and CleverCards also made it to this year’s list.
Despite the usual London dominance in Sifted’s annual list of the 100 fastest-growing Irish and UK start-ups, Dublin’s Kota has managed to place in the top 10 this year.
The Irish insurance and employee benefits platform has made it to the ninth spot on the 2026 list, with a two year revenue CAGR (compound annual growth rate) of more than 640pc. The four-year-old start-up last raised $14.5m in May 2025, taking its total raise to date to nearly $23m.
“This ranking is a reflection of the work we’ve done over the last three years building out our infrastructure and network of insurance and pension providers, and the value that lets us deliver to customers,” Kota celebrated in a post on LinkedIn.
The company’s employee health insurance and benefits platform aims to empower start-ups and scaling organisations to automate and manage team benefits.
Others in this year’s list include the Dublin-based Limerick-founded workplace safety start-up Protex AI, which secured $36m early last year to expand across the US. The 2021-founded company ranked 21 on the Sifted list with a CAGR of 313pc.
Protex’s AI-powered platform plugs into CCTV devices and uses computer vision to capture unsafe events autonomously. The start-up already has around 80 employees.
Meanwhile, Care-tech Altra placed number 41 with a CAGR of just above 200pc. Founded in 2019, the start-up has reached profitability. “This recognition reflects a real shift in the care sector,” the company said.
Dublin’s Barespace, on the other hand, which bills itself as the “operating system” for the hair and beauty industry, has made it to the 56th spot – and the highest ranking seed start-up on the list.
Founded in 2022, the company has around 32 employees. Last September, it announced a €2.9m round to accelerate its UK and European expansion.
Irish automation unicorn Tines has climbed 12 positions on the list since last year, reaching the 70th spot with a CAGR of 136pc. The company, which has around 400 workers, recently announced 100 new jobs in Boston as demand for its AI tools rise in the US.
Founded in 2018, Tines reached unicorn status in February 2025 after a $125m Series C round. The company has raised $272m to date from investors including Goldman Sachs, SoftBank, Felicis, Addition, Accel, Blossom Capital and Lux Capital.
Food sector-focused AI start-up Nory has dropped seven spots since last year, reaching the 44th rank in this year’s list. The dual-headquartered start-up in Dublin and London raised $37m last September, also to drive expansion in the US. Nory has a two-year revenue CAGR of around 182pc.
While insurtech CleverCards dropped 27 spots to the 54th rank on the 2026 list. Founded it 2019, CleverCards’s payments technology allows businesses and public sector organisations to create prepaid digital Mastercards and send them to anyone. The service was launched to market in 2023.
Previous year’s entrants, that did not rank this year include e-SIM provider Holafly, VR simulation training provider VRAI, data company CitySwift, e-commerce financier Wayflyer, and AI copyright protection provider Ceartas.
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Tech
Multiply raises $9.5M to build AI agents
The San Francisco startup emerges from stealth with Mayfield backing and a pitch that treats ad creative as a continuous learning loop, not a quarterly deliverable.
Every B2B marketing team knows the problem. A campaign launches, the creative is fresh, the targeting feels right, and then, slowly, it starts dying. Audiences tune out. Click rates fall.
The agency comes back for a creative refresh and the cycle begins again. Matt Jayson calls this “decaying ads,” and it is, by his account, a structural failure of how digital advertising is built: campaigns that start losing effectiveness the moment they go live, because the feedback loop between what customers actually say and what the ads actually say is too slow.
On Wednesday, the startup Multiply emerged from stealth with $9.5 million in funding to tackle that problem. The round was led by Mayfield, with participation from Sorenson Capital, Instacart co-founder Max Mullen, and Josh Woodward, Google’s VP of Labs and Gemini, the executive credited with building NotebookLM and overseeing Google’s flagship AI app.
Executives from HubSpot, Braze, Brex, Sierra, and Common Room also joined the round.
Multiply’s pitch is that modern B2B companies are already sitting on the data they need to run far better advertising, they just aren’t using it. Sales call recordings, CRM pipelines, and closed-won deal data contain precise information about why customers actually buy.
Multiply’s system plugs directly into those sources and uses a suite of AI agents to translate them into continuously improving ad campaigns on Google Search and LinkedIn.
Hundreds of structured experiments run in parallel each week, testing messaging, audiences, and creative, with winners scaled and losers cut automatically.
The agent architecture breaks down into five components. A Customer Insights Agent extracts language from sales calls to personalise ad copy. An ICP Agent analyses closed-won deals to tighten audience targeting.
A Quality Score Agent tunes keyword alignment and copy for Google’s ranking signals. A Creative Design Agent refreshes imagery on a weekly cycle. An A/B Testing Agent runs the experiments and identifies what’s working.
Human media buyers sit above all of it, providing brand oversight and compliance review, the “hybrid” in what Multiply describes as a hybrid AI-plus-human agency model.
Jayson, who previously worked at Google in user acquisition and then at Brex as Head of Product for core experiences, describes the gap the company is trying to close: the insights that land deals, the specific objections, the competitor comparisons, the language that actually resonates, rarely make their way back into ad campaigns quickly enough.
His co-founder and CTO, Ashish Warty, spent five years as SVP of Product and Engineering at HackerOne and held senior engineering roles at Airship and Dropbox.
“Modern companies already have all the data needed to create radically better ads,” Jayson said in a statement. “Sales conversations, CRM systems, and pipeline outcomes reveal exactly why customers buy, yet those insights rarely make their way into ad campaigns fast enough.”
The timing is deliberate in another sense. Multiply’s infrastructure is, the company says, already being positioned for ChatGPT advertising, a format that OpenAI has signalled it intends to launch but has not yet released at scale.
The argument is that the same campaign learning systems built for search and social can extend into conversational and AI-driven ad formats as they emerge. That is a forward-looking claim that will depend entirely on how those platforms eventually structure their ad products.
“There is a major shift happening in the $50 billion B2B advertising market,” said Patrick Salyer, Partner at Mayfield and a Multiply board member, in a statement. “Service-as-Software is redefining how companies grow, and Multiply has built the first AI model for B2B advertising.”
The $50 billion market figure comes from Mayfield’s own framing and has not been cross-referenced against independent market data.
Multiply is, in essence, making a structural argument about where the ad agency model breaks down: not in creative execution, but in the speed of the feedback loop.
Whether a $9.5 million AI stack can fix that faster than incumbents adapt is the question its pipeline metrics are presumably meant to answer.
Tech
Experiments Show Potatoes Can Survive In Lunar Solar (With Lots of Help)
sciencehabit shares a report from Science.org: In The Martian, fictional astronaut Mark Watney survives the wasteland of Mars by growing potatoes in lunar soil — with a bit of help from human poop. The idea may not be so far-fetched. In a preprint posted this month on bioRxiv, researchers show potatoes can indeed grow in the equivalent of Moon dust, though they need a lot of help from compost found on Earth. To make the discovery, scientists first had to re-create lunar regolith — the loose, powdery layer that blankets the Moon’s surface. To replicate that in the lab, David Handy, a space biologist at Oregon State University (OSU), and his colleagues used a mix of crushed minerals and volcanic ash that matched the chemistry of the Moon.
But lunar regolith is entirely devoid of the organic matter that plants need to grow. “Turning an inorganic, inhospitable bucket of glorified sand into something that can support plant growth is complex,” says Anna-Lisa Paul, a plant molecular biologist at the University of Florida not involved with the work. So Handy and his colleagues added vermicompost — organic waste from worms — into the regolith. They found that a mix with 5% compost allowed the potatoes to grow while still emulating the stressful conditions of the lunar environment. After almost 2 months of growth, the team harvested the tubers, freeze-dried them, and ground them up for further testing.
Analysis of the potatoes’ DNA showed stress-related genes had been activated. The potatoes also had higher concentrations of copper and zinc than Earth-grown ones, which may make them dangerous for human consumption. The plants’ nutritional value, though, was similar to traditional potatoes — a surprise to the scientists, who expected lower levels of nutrition “because the plants might have been working overtime to overcome certain stressors,” Handy says.
Tech
Dell is bringing AI to its business laptops
Dell is doubling down on AI-powered computing with a new lineup of Pro Precision workstations designed to bring serious AI performance directly to desks.
At the centre of the announcement is a refreshed Dell Pro Precision range. It includes both tower and mobile workstations built specifically for AI-heavy workloads like model training, simulations, and creative production.
The idea is straightforward: instead of relying on cloud infrastructure, Dell wants AI development to happen locally. This way, teams can experiment faster and keep control over their data.
The new Pro Precision 9 tower series, available in T2, T4, and T6 configurations, is aimed at high-end users who need sustained performance. The top-end T6 model pushes things furthest, with support for up to Intel Xeon processors (up to 86 cores), multiple NVIDIA RTX PRO Blackwell GPUs, and as many as 15 PCIe slots. Dell says it’s its most scalable workstation yet, built to handle long-running AI workloads without slowing down.
Moreover, that same focus is now extending to laptops. Dell’s updated Pro Precision 5 and 7 Series mobile workstations bring AI-ready performance into more portable designs, powered by the latest Intel and AMD chips with improved NPUs.
These systems are designed for on-device AI tasks, including local inferencing, without needing constant cloud access. Optional RTX PRO GPUs, faster memory, and Gen 5 storage round out the package.
Dell isn’t stopping at traditional workstations, either. It’s also introducing Pro Max systems with NVIDIA’s GB10 and GB300 platforms, which aim to bring data centre-level AI capabilities to a desk setup. The GB300 model, in particular, is built around NVIDIA’s Grace Blackwell architecture and is designed to run large AI models locally, reducing latency and ongoing cloud costs.
All of this ties into what Dell calls its AI Factory with NVIDIA — a broader ecosystem that connects local development to large-scale deployment, whether on-premises or in the cloud. The goal is to let teams move from prototype to production without needing to rebuild workflows.
In practice, this is less about flashy features and more about shifting how AI work gets done. By pushing more compute power into desktops and laptops, Dell is betting that faster iteration, lower costs, and better data control will matter just as much as raw performance.
Tech
Pete Hegseth: We Can’t Wait For Larry Ellison To Turn CNN Into Another Right Wing Propaganda Mill
from the we-are-incapable-of-subtlety dept
We’ve noted repeatedly how the U.S. authoritarian right is buying up all of our new and old media companies because they’re trying to mimic what Viktor Orban created in Hungary. Namely, a media where all the major outlets are owned by rich autocratic allies, who spew propaganda 24/7 while the government strangles real, independent journalism just out of frame.
Of course, you’re supposed to try and have some subtlety in this so the public isn’t fully aware of the con. But the Trump administration doesn’t do subtlety.
Last week Secretary of Defense Pete Hegseth apparently got upset by the fact Trump’s war in Iran isn’t going very well. Poor Donald clearly didn’t understand the evolving nature of modern and inexpensive drone warfare (despite all the brutal evidence in Ukraine), and has gotten the country bogged down in precisely the sort of clusterfuck the fake populist pretended he opposed last election season.
Even our soggy corporate press has occasionally been making this clear to the public, something that upsets Pete Hegseth very much. Hegseth apparently got particularly upset with CNN recently insisting that the Iran War had “intensified.” It made him so upset that he openly pined for the moment when Larry Ellison (and his nepobaby son) control CNN, so they can cheerlead for war:
One of the funniest parts about this is that claims the war had “intensified” was made by his own agency in a press release!
It’s very clear that the U.S. right wing won’t be satisfied until the entirety of U.S. media is owned by a handful of rich right wingers like Larry Ellison and Elon Musk, allowing them to create a North Korea bullhorn of daily, uniform propaganda that does nothing but lavish praise upon them. To build something like that here in the States requires a level of subtlety they’re simply not capable of:
Democrats historically suck on media policy and reform (even the progressive wing of the party is fairly incompetent on the subject), so you can’t expect much help there.
But there are several things working in our favor, including America’s sheer size (it’s very difficult to maintain the kind of control they’re looking for), our diversity, the decentralized nature of the modern internet, and the fact that most of the nepobabies (David Ellison) and brunchlords (Bari Weiss) integral to their plans appear to have absolutely no Earthly idea what they’re actually doing.
For example, all the debt Ellison has adopted from the purchase of CBS and Warner Brothers is going to force them to engage in massive, unprecedented cost cuttings and layoffs, making it hard to maintain informational control and build an effective, ratings-grabbing propaganda operation (even if Bari Weiss knew what she was doing, which she assuredly does not).
And the public still has agency. Larry Ellison can buy TikTok and Elon Musk can buy Twitter, but they can’t control the flow of the public as they flee to other, less white supremacist, right wing friendly alternatives. It’s sheer hubris to think they can maintain information control in a country this massive and diverse, and there will be some useful entertainment value in watching them set money on fire trying.
Filed Under: 1st amendment, agitprop, consolidation, free speech, iran war, journalism, larry ellison, media, pete hegseth, propaganda
Companies: cbs, cnn, paramount
Tech
After nuking sales of Galaxy Z TriFold, Samsung is reportedly making a slimmer follow-up
The Samsung Galaxy Z TriFold is already on its way out. A new report suggests that the company is killing sales for the triple foldable phone just three months after its debut, putting an end to its $2,899 experimental showcase.
But while the Galaxy Z TriFold sales are being halted, it’s apparently not the end of the road for such an ambitious smartphone.

What’s left to unfold?
Amid the TriFold’s reported phase-out, fresh rumors hint that Samsung doesn’t plan on abandoning the concept entirely. It would appear that the brand is doubling down with a better successor, which is slimmer and more refined than the original Z TriFold.
Samsung took feedback on the first-generation TriFold, and the thickness seems to be one of its biggest drawbacks. Early tri-folding designs being bulky isn’t a surprise, considering their multi-hinge structure. But Samsung could make the next version even thinner, and refine the overall form factor to make it more practical for everyday use.

Why thickness matters for tri-fold devices
One of the biggest challenges of any foldable phone is its overall width when folded, which is especially true for a triple-folding design. The multiple folding sections can make the device a lot thicker than standard foldables when folded, which can affect everything from portability to in-hand comfort.
In comparison, the notebook-style and clamshell folding flip phones are more mature in their designs. Even the first-gen Galaxy Fold had its fair share of issues, which were ironed out with each passing generation. So Samsung seems to be making a quicker move to improve the TriFold concept before pushing it further.
Tech
Humanscale’s New $15K Lounge Chair Is the Ultimate Home Office Workstation
The chair starts at $8,995, but that doesn’t include the side table or ottoman. Add those and it costs $10,995. The model pictured above uses Alpaca wool fabric and brings the cost up to $14,995. (There are more than 300 fabrics and colors to choose from, and the swiveling table comes in various woodgrains.) The Herman Miller Eames, of which the Diffrient Lounge also takes inspiration, costs roughly $8,500 today, depending on which leather you choose.
“The Eames is obviously an iconic design—it’s timeless, it’s beautiful—but it’s not something you can work comfortably in for a long time,” Silva says.
Don’t let the Lounge in the name fool you. Silva assures me that every chair the company designs is built with ergonomic comfort in mind, with the adjustable work surface and headrest allowing for different postures. While traditional lounge chairs focus on style, Silva says the Lounge prioritizes comfort. In my brief time on the chair, it indeed felt enveloping and cushy yet supportive. And the mechanical levers made it easy to shift the chair into a more active sitting position or a more relaxing posture, without disrupting the ergonomics with a laptop on the table.
Diffrient had been tinkering with the idea of a lounge chair that could double as a workstation for a long time, Silva says, and believed that technology allowed people to work in different ways.
“The chair acknowledges the fact that creativity and productivity don’t necessarily happen when you’re tied to your desk,” he says. “They happen in different postures; more relaxed or moving around the office, and this chair supports those transitions.”
King recites a famous quote from Diffrient: “The best chair is a bed.” When you sit upright, your weight compresses your spine, but when you lean back, a large portion of that weight goes into the backrest, so when you’re lying down, there’s significantly less pressure on your spine. “Reclining is really healthy,” King says. “He always thought it would be a good way to work.”
Luxe Seat
How does a chair come to cost $15,000? Silva highlights Humanscale’s long-standing approach to simplicity. After all, it’s a hallmark of the original Freedom chair. While the Diffrient Lounge may not look very complex, that’s by design, cleverly masking the engineered mechanical system with clean lines and curves. There’s even some automation in the headrest. If you’re fully reclined and the headrest is in a forward position to support your head, as you come back up, the headrest will automatically go into a neutral position.
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