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Texas Spent Years Screaming About ‘Snowflakes’ On Campus. Now It’s Building The World’s Biggest Safe Space.

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from the triggered-much? dept

For the better part of a decade, conservative politicians—and Texas politicians in particular—have been absolutely apoplectic about the state of free speech on college campuses. You’ve heard the greatest hits: students are coddled snowflakes who can’t handle the real world, trigger warnings are destroying intellectual rigor, safe spaces are turning universities into daycare centers, and the real threat to America is that professors might have opinions that lean left.

Texas Governor Greg Abbott was so concerned about this supposed crisis that he signed a campus free speech bill in 2019. The whole thing was framed as a brave stand for open inquiry and the marketplace of ideas. As state Senator Joan Huffman said at the time:

“Our college students, our future leaders, they should be exposed to all ideas, I don’t care how liberal they are or how conservative they are.”

What a beautiful sentiment. Truly inspiring stuff.

So naturally, the University of Texas System’s Board of Regents just voted unanimously to ensure students can graduate without being exposed to ideas that might make someone uncomfortable.

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The University of Texas System’s Board of Regents unanimously approved Thursday a rule requiring its universities to ensure students can graduate without studying “unnecessary controversial subjects,” despite warnings it could leave them less prepared for the real world.

The rule also requires faculty to disclose in their syllabi the topics they plan to cover and adhere to the plan, and says that when courses include controversial issues, instructors must ensure a “broad and balanced approach” to the discussion.

If you had described this policy to any Texas Republican in 2018 and told them a bunch of liberal professors had come up with it, they would have been on Fox News within the hour screaming about the death of Western civilization. The words “trigger warnings,” “safe spaces,” and “cancel culture” would have been deployed at machine-gun pace all surrounded with high-minded claims about “free speech” and “academic freedom.”

But when it’s governor-appointed regents doing it? When the people being “protected” from uncomfortable ideas are conservative students and donors rather than marginalized communities? Well, then it’s just good governance.

The truly revealing moment came from Board Chair Kevin Eltife, who was asked about the fact that the policy doesn’t bother to define what “controversial” means or what a “broad and balanced approach” actually looks like. His response should be printed on a plaque and hung in the Museum of Political Cowardice:

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“We are in difficult times,” he said. “Vagueness can be our friend.”

Ah yes. Vagueness. The chairman of a board governing one of the nation’s largest public university systems—more than 260,000 students across nine campuses—is openly admitting that the entire point of the policy is that nobody knows what it means. He’s saying the quiet part loud: the vagueness is a feature, not a bug.

And of course it is. Because when you leave “controversial” undefined, you don’t need to go through the messy business of actually banning specific topics, which might allow everyone to call you out on your hypocrisy and highlight the subjects you hope to censor.

You just create a system where every professor has to wonder, before every lecture, whether today’s lesson is the one that gets them hauled before an administrator. The chilling effect does all the work for you.

As UT-Austin physics professor Peter Onyisi pointed out during public testimony:

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“Will they (administrators) be experts in the relevant disciplines or will they just seek to avoid unpleasant publicity?”

We all know the answer to that question. When a policy gives administrators the power to decide what counts as “unnecessarily controversial” without any definition whatsoever, administrators are going to do what administrators always do: minimize risk. That means the most easily-offended person in the room—or more precisely, the most politically connected complainant—effectively gets a veto over what gets taught. It’s a heckler’s veto laundered through bureaucratic process.

There are legitimate debates about how universities should approach controversial material in the classroom. But any time anyone has brought any of those up for serious debate over the last few decades, they were mocked as “woke snowflakes” who need their “safe spaces” and “trigger warnings.”

This is the exact dynamic that conservatives spent years claiming to oppose. The whole argument against “political correctness” and “cancel culture” was supposedly that small groups of oversensitive people shouldn’t be able to dictate what ideas are permissible in public discourse. The argument against trigger warnings was that adults should be able to encounter difficult material without having their hands held. The argument against safe spaces was that the university should be a place of intellectual challenge, not comfort.

Now Texas has built a taxpayer-funded safe space spanning nine campuses and four medical centers, complete with government-mandated trigger warnings (the syllabus disclosure requirement) and an institutionalized process for anyone who finds course material too upsetting to lodge a complaint. How very snowflake of Texas. The only difference here is who gets to be upset.

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And then there’s the “broad and balanced approach” requirement, which sounds perfectly reasonable until you think about it for more than three seconds. What does “balance” look like when you’re teaching about the Holocaust? About slavery? The “germ theory” of disease? If a history professor is covering Jim Crow, are they now required to present the segregationist perspective with equal weight in the name of “balance”?

That sounds absurd, and it is. When you refuse to define “controversial” and then mandate “balance” for anything that falls under that undefined umbrella, you’ve created a system where any topic with a political dimension—which is basically every topic in the humanities, social sciences, and increasingly the natural sciences—becomes a minefield.

Allen Liu, policy counsel for the NAACP Legal Defense Fund, said it could lead to “viewpoint discrimination” and disproportionately affect Black students and faculty by discouraging teaching about slavery, segregation and other subjects central to Black history.

To which, I would imagine, many of the UT Board of Regents would quietly admit among friends “well, yeah, that’s the fucking point.”

It’s also worth noting the broader context in which this is happening:

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The vote comes a week after UT-Austin announced it will consolidate its African and African Diaspora Studies, Mexican American and Latino Studies, American Studies, and Women’s, Gender and Sexuality Studies departments into a new Social and Cultural Analysis department. More than 800 students are pursuing majors, minors and graduate degrees in the affected programs.

Ah yes. Basically anything that is not white European heterosexual male focused, all gets shoved into one “those other people over there” department.

Meanwhile, the school is absolutely expanding programs that align with a very particular set of priorities. See if you can figure out which ones:

Last year, UT-Austin was also one of nine universities offered preferential access to federal funding in exchange for agreeing to ensure departments reflect a mix of perspectives and promote civic values and Western civilization, among other requirements.

Some students argue that even without formally signing the agreement, UT-Austin is already moving in that direction. Alfonso Ayala III, a doctoral student in Mexican American and Latina/o Studies at UT-Austin, pointed to the university expanding the conservative-backed School of Civic Leadership as his department loses autonomy.

“It’s hard to understand this as anything other than ideological and political,” Ayala said.

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No shit.

And this is just the latest chapter in what has become a remarkable saga of Texas Republicans dismantling the very speech protections they once championed. As we wrote about last year, that 2019 campus free speech law—the one that was supposed to ensure all viewpoints could be heard—suddenly became a problem when pro-Palestinian protesters started using it.

Texas Republicans couldn’t have that.

The original 2019 law was passed specifically because Texas A&M had canceled a white nationalist rally and Texas Southern University had scrapped a conservative speaker’s appearance. The legislature was furious. Free speech must be protected!

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But when the same protections enabled pro-Palestinian encampments, suddenly the legislature couldn’t pass restrictions fast enough. New rules on where you can protest, bans on amplification devices during class hours, prohibitions on overnight encampments, restrictions on wearing masks. All the things that were never a problem in the five years between the law’s passage and the moment students started saying things Texas Republicans didn’t want to hear.

So let’s trace the arc here. In 2019, the Texas legislature mandated that universities must allow protests and controversial speakers because free speech is sacred. In 2025, the Texas legislature rolled that back because the wrong people were speaking. And now in 2026, the UT Board of Regents is mandating that professors can’t even teach “unnecessarily controversial” material in their own classrooms—a phrase so deliberately vague that the board chair openly celebrates its ambiguity.

Senator Huffman, who authored the 2019 free speech law and proclaimed that students “should be exposed to all ideas,” voted in favor of restricting protest rights last year and appears to have raised no objection to the new UT policy. Let’s go out on a limb here and say it: the 2019 law was never about ensuring exposure to all ideas. It was about ensuring that a specific set of speakers (white nationalists) saying a specific set of things (racist shit) would have access to university campuses. Once the same mechanism started working for the “wrong” people, it became disposable.

The UT regents will tell you this policy is about “balance.” That it’s about making sure professors stick to their areas of expertise and don’t wander off into political editorializing. But if that were the actual concern, you’d write a clear, specific policy. You’d define your terms. You’d create transparent standards that professors could understand and follow. You would absolutely not describe your own vagueness as a strategic asset.

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“Vagueness can be our friend” is what you say when the goal is discretionary power—the ability to punish the speech you don’t like while leaving the speech you do like untouched.

For all the years of rhetoric about snowflakes and safe spaces and the coddled minds of American youth, the actual policy goal was never intellectual rigor. It was control. Control over which ideas get aired, which histories get taught, which perspectives get treated as legitimate, and which get quietly filed under “unnecessarily controversial” and removed from the curriculum.

The people who spent a decade mocking trigger warnings just voted unanimously to impose the biggest trigger warning in the history of American higher education: Warning: This university has been certified free of unnecessary controversy by the State of Texas.

I guess everything really is bigger in Texas. Including the censorship.

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Filed Under: academic freedom, cancel culture, controversial topics, free speech, greg abbott, joan hoffman, kevin eltife, safe spaces, texas, vagueness

Companies: university of texas

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Spotify has a new Exclusive Mode to please audiophile ears with bit-perfect playback

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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.

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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.

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Last September, Spotify brought higher-quality audio to users by finally introducing lossless streaming for Premium users.

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Michi Debuts Prestige Q430 Luxury CD Player That Leaves Out SACD

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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.

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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.

Michi Prestige Q430 CD Player atop Michi X430 Integrated Amplifier

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.

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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.

michi-q430-back

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.

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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.

michi-q430-internal

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
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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 
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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
michi-q430-cd-player-remote-control

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.

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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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A DJI Pocket 4 might be on its way, but right now the ‘class-leading’ Pocket 3 is at a new lowest-ever price

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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.”

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Kota ranks 9 in Sifted’s 100 fastest growing UK and Irish start-ups list

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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.

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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.

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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.

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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.

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

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Multiply raises $9.5M to build AI agents

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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.

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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.

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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.

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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.”

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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.

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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.

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Experiments Show Potatoes Can Survive In Lunar Solar (With Lots of Help)

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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.

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Dell is bringing AI to its business laptops

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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.

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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.

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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.

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Pete Hegseth: We Can’t Wait For Larry Ellison To Turn CNN Into Another Right Wing Propaganda Mill

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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:

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Hegseth: “Some in the press can’t stop. Allow me to make suggestions. People look at the TV and they see banners, ‘Mideast War Intensifies.’ What should it read instead? How about, ‘Iran increasingly desperate.’ More fake news from CNN. The sooner David Ellison takes over that network, the better”

Aaron Rupar (@atrupar.com) 2026-03-13T12:15:57.966Z

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.

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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

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After nuking sales of Galaxy Z TriFold, Samsung is reportedly making a slimmer follow-up

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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.

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Humanscale’s New $15K Lounge Chair Is the Ultimate Home Office Workstation

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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.

Image may contain Cushion Home Decor Couch and Furniture

Levers on the edges of the armrest let you mechanically adjust the recline of the backrest and headrest.

Photograph: Julian Chokkattu

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.

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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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There are two USB-C ports on the chair to power your devices, which means the Diffrient Lounge needs to be connected to an outlet.

Photograph: Julian Chokkattu

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