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Samsung HW-Q990H Soundbar System Review: Praising the Bar

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The job of a soundbar used to be simple: make TVs sound better without complicated component systems, multiple speakers and wires strung all over your living room. Over time, soundbars have evolved into complex multi-speaker systems capable of competing with component-based systems in both features and sound quality. But have they become too complicated for their own good? 

With the current flagship soundbar system, the HW-Q990H, Samsung believes they can walk the line between simplicity and advanced functionality while offering performance that approaches that of a component system. Are they successful? Let’s find out.

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What Is It? 

Samsung offers a wide selection of soundbars, from simple one-piece systems like the HW-QS90H to the more robust flagship soundbar system, the HW-Q990H, subject of our current review. The list price of the system is $1,999, but it is typically discounted to around $1,600. Unlike companies like Sony, who sell their flagship soundbar standalone, requiring customers to add expensive subwoofers and/or rear speakers for full performance, Samsung includes everything you need in the box with the Q990H: the soundbar itself, a pair of rear speakers, with both front and up-firing drivers and a compact powered subwoofer.

The system features a whopping total of 23 drivers, across all components. The soundbar itself includes fifteen individual drivers pointing in multiple directions: forward, to the sides and angled upward, to reflect height channel sounds off the ceiling. The rear channel speakers include three drivers each, pointing forward, to the side and up for reflective height channels. The system is completed by a very compact powered subwoofer, a cube which measures in at just under 10 inches on each side. The subwoofer uses dual 8-inch drivers in a push-pull configuration and weighs in at a fairly hefty 18.3 lbs. 

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The HW-Q990H includes physical controls for power/input, volume down/up and microphone/Bluetooth synch.

The HW-Q990H supports the two most common immersive surround sound formats – Dolby Atmos and DTS:X – and one uncommon one – Eclipsa Audio. Eclipsa Audio is an object-based immersive audio format developed by Samsung and Google (among others) as the IAMF (Immersive Audio Model and Formats) open audio standard.  Ecplisa Audio is currently the only immersive audio format supported on YouTube, and there is actually a growing collection of content available on that platform in the new format.

Get Connected

For many owners, the only input you’ll need is the HDMI/eARC port. Use an HDMI cable to connect this port to the corresponding HDMI/eARC on your TV and any devices connected to the TV, as well as the tuner built into your TV and any streaming apps built into your TV will automatically pass audio to the soundbar. If your TV doesn’t have “eARC” (extended Audio Return Channel) but does have an “ARC” (Audio Return Channel) HDMI port, then you can use that port, but just know that the sound quality is a bit limited on this older option. If your TV lacks both ARC and eARC HDMI ports, then Samsung still has you covered with a fiberoptic digital input, though, like ARC, sound quality over fiberoptic digital is limited: you’ll only get 2-channel PCM sound or 5.1 channel Dolby Digital.

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The Q990H soundbar also includes not one but two additional HDMI ports. So if you like to listen to movies with DTS:X sound, but your TV doesn’t support DTS passthrough, you can plug a device like a UHD Blu-ray player into the bar directly, and the bar will output the video signal to the TV while directly decoding the audio signal.

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The HW-Q990H includes an HDMI ARC/eARC port as well as two additional HDMI inputs on a recessed bay on the bottom of the soundbar.

The HDMI input jacks are a little tight, however, making it tricky if you want to plug in a streaming stick or if your HDMI cables are thicker than average. Still, I appreciate the flexibility here and wish more soundbar makers would follow suit.

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An Amazon FireTV stick can fit in the HW-Q990’s soundbar’s HDMI input nook, but only barely.

It’s Got The Look

In terms of build quality and aesthetics, the bar itself feels and looks substantial and its contemporary design blends well with modern TVs. Its height is just under 3 inches which means it won’t interfere with the IR remote control sensor on the bottom of most TVs if placed on a console in front of the TV. The bar comes with a wall mount bracket, but be sure the top of the bar is not blocked by the TV or you will lose some or all of your height channel effects.

The rear speakers are fairly compact at roughly 5″ x 8″ by 5.5″ and include a standard 1/4″-20 UNC threaded mounting hole for a wall bracket or stand. A basic keyhole mount would have been nice but isn’t essential. Be sure to mount the speaker with sides and top unobstructed so the side and top-firing drivers can reflect off side walls and ceiling respectively.

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The bar also supports both Bluetooth and WiFi inputs including Apple AirPlay 2 and Google Cast, though it does not support Dolby Atmos sound over Google Cast (few soundbars or components do). Spotify Connect and TIDAL Connect are both supported, but not Qobuz Connect. You’ll need to use Bluetooth or Google Cast if you’re a Qobuz user.

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The Set-Up

Although you can set-up and use the bar without loading any apps, you’ll get some additional options and settings if you install Samsung’s SmartThings smart home control app and add the Q990H to Smart Things. The subwoofer and rear speakers are pre-paired to the bar, so if you simply connect an HDMI cable from the bar’s HDMI/eARC port to the HDMI/eARC port on your TV, and plug the bar, subwoofer and rear speakers into wall power, you should get sound from all of the speakers.  

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The remote for the Samsung Q990H includes all the essentials (even a direct “Input” button which Samsung TV remotes lack).

After doing the initial set-up, I installed the SmartThings app on my phone, added the bar to the app and hunted around for any sort of calibration option. Most high-end soundbars either use your phone or an external microphone to measure the speakers’ output in your room and adjust the levels and, in some cases, even phase and EQ, to optimize the sound for your specific room. But Samsung does things a little differently.

If you enable “SpaceFit Sound Pro” in Smart Things, the bar automatically adjusts its sound to fit your room, without the need to run through a calibration routine. It uses the microphone built into the bar to analyze reflections and frequency response and adjusts itself to correct for any deficiencies in the sound. While I can see the appeal of doing this whole process automatically, it bothers me to think the bar is adjusting sound while I’m listening to it. This makes me feel like maybe it’s not presenting the most accurate reproduction of the sound coming into it at all times.

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I asked Samsung for details on how the SpaceFit Sound Pro feature works, but did not receive a reply in time for publication. If we get a more detailed explanation, I will be sure to update this review.

In any case, I will say the SpaceFit Sound Pro setting did appear to improve the sound in my listening room and there weren’t any egregious artifacts of its operation in normal use. I’d say most owners will benefit from having it enabled, and those who prefer not to use it can leave it off. The SmartThings app does offer manual EQ and level settings for each channel for those who wish to tweak the sound manually (though no built-in test tones).

For system review context, I connected the Q990H to a Samsung S95H QD-OLED TV. This way I was able to test out Samsung’s Q-Symphony feature which lets you use the TV speaker as part of the mix. In testing, I preferred the sound without Q-Symphony enabled as it changed the tonal balance of the sound coming out of the center channel. But owners an experiment with this in the TV’s Audio Settings menu. By using a Samsung TV, I was also able to play YouTube videos encoded in the Eclipsa Audio format, which the Q990H was only too happy to decode.

Listening Notes

Before I got too into music tracks and movie scenes, I decided to try a few test tracks, including channel test tone sequences for Dolby Atmos, DTS:X and Eclipsa Audio. All three were decoded properly on the Q990H with excellent test tone placement all around the room. Samsung bills the HW-Q990H as an “11.1.4” channel system, and while I didn’t have a Dolby Atmos 11.1.4 channel test patterns, the system did reproduce a Dolby Atmos 9.1.6-channel test tone sequence with excellent positioning. The phantom middle height channels were nicely positioned between front and rear height channels along the middle of my ceiling and the side surround channels did appear right around the middle of the room on each side, thanks to phantom channels created by wide side-firing drivers in both the soundbar and the rear channel speakers.

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I will say the Q990H had the best image positioning of any of the bars I’ve tested to date, including the Klipsch Flexus Core 300 system and the Sony BRAVIA Bar 9 with its much-touted “360 Spatial Sound Mapping” feature. 

This performance on test tones carried over to real music. I listen to a lot of immersive music tracks in Dolby Atmos as you can find on my Amazon Music Dolby Atmos playlist. On the EDM track “Alive” by KX5/deadmau5, around 4 minutes in, when the snare roll rotates around the room starting in the front and traveling the full width and depth of the room, the circular motion was fairly seamless, though there were some minor tonal differences as it moved around the room from speaker to speaker. This type of precise motion falls apart on many lesser systems. And the tonal matching across the 20+ speaker drivers was pretty good overall. 

Another of my Dolby Atmos favorites, “Rocket Man” by Elton John starts mostly in the front of the room, but when the chorus kicks in, the music just explodes, taking over the entire listening space. This moment was particularly effective and dramatic on the Q990H as the music just inhabited the entire listening space, sucking you right in. Pulling out a few more classic rock tunes remixed in Dolby Atmos, The Who’s “Baba O’Riley” opens with a synth keyboard part that has been expanded to encompass the entire listening space, shimmering from side to side, and front to back, while vocals are placed more traditionally in the front and center of the soundstage. As the instrumental conclusion builds, instruments like violins, guitars and drums make full use of the space leading to a controlled chaos of sound. The Q900H maintains this chaotic build nicely. 

There’s also a nice selection of 90s grunge/alternative tracks remixed in Dolby Atmos. On Stone Temple Pilot’s “Creep,” Dolby Atmos is used more to open up the soundstage, rather than make instruments or voices spin around the room. On the Q990H, the simple opening instrumental section offers solid imaging and nice tight extended bass on the bass guitar and kick drum. When Scott Weiland joins in with the first verse, his voice is squarely placed front and center, filling out the wide, deep soundstage. Much better than the stereo mix, IMHO. 

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More modern albums, like Justin Gray’s Grammy Award-winning album, “Immersed” take more liberties with instrumental placement. “Immersed” was specifically mixed to put you inside the mix, giving the listener a whole different perspective on the music. The track “Orion’s Belt” leads off with percussive elements starting at the back of the room and slowly swirling, building around the listener while layers of drums and horns bounce around the listener. Through the song, you’re right in the middle of the action, like a fly on the wall, only there is no wall. The immersive nature of “Immersed” is well captured on the HW-Q990H.

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Justin Gray’s “Immersed” album is available on Pure Audio Blu-ray Disc, in both Dolby Atmos and Auro-3D immersive surround.

Moving onto Dolby Atmos movies and TV shows, I put on the opening scene of “Andor” Season 1. Rain falls convincingly from above as our antihero walks down a boardwalk in Morlana 1 in search of his lost sister. As he enters the night club/brothel, dialog is still clearly audible over the throbbing dance music in the background. And in “Dune” around 1:05 into the film as they are rescuing the doomed spice crawler, Paul Atreides is struck by the spice-infused wind and all sound drops out. The swirling spice, musical score, effects and voices of the Bene Gesserit witches build into a cacophony of sound. As it peaks with the line “Kwizatz Hadderach Awakes” the sound is captured well by the Q990H, not fractured and scattered as it can be on lesser systems.   

Testing DTS:X tracks, I loaded up the UHD Blu-ray of “The Blues Brothers.” The mall chase scene was even more chaotic than I remember, with squealing tires and smashing glass coming from all around as police cars chase the Blues Mobile through a crowded shopping mall. When the main performance begins with Cab Calloway, the DTS:X track fills the room with the sounds of a live concert hall. And as Jake’s psychotic ex-girlfriend tries repeatedly to murder him, bullets ricochet menacingly around the room (mostly in the rear). It’s effective use of space and the Q990H captures it well.

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I mentioned Eclipsa Audio earlier. In order to get this to work on YouTube content, you do need to match the Q990H up with a recent (2025/2026) Samsung TV with support for Eclipsa Audio, or any TV with support for IAMF audio (the “non-branded” version). Also, make sure the TV’s eARC output is set to “Auto” and Digital Audio is set to “Auto” or “Bitstream” (not PCM). With these TV settings in place, and the TV connected to the Q990H on the HDMI eARC port, you should get Eclipsa Audio from compatible content. And if you have trouble, watch this quick tech tip video on YouTube.

By searching for “Eclipsa Audio” on YouTube (using the Samsung TV’s YouTube app), I was able to find several videos encoded in the format, all of which played back properly in Eclipsa Audio format on the Q990H with discrete sounds coming from all around and above me. If you’re feeling nostalgic for the classic “Deep Note” trailer from THX, you can check out this New Version of THX Deep Note “Spark” Encoded in Eclipsa Audio on YouTube. Other tracks include 4K demo videos and music videos, some of which are pretty entertaining. Over time, we would love to see this format adopted by more hardware vendors and more content creators.

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Stereo Music and Notes on Listening Modes

Stereo music had a nice sense of space on the Q990H, particularly when using the Q990H sound modes. There are a few different listening modes from which to choose, which affect how the bar handles both 2-channel and multi-channel content. You can find these by hitting the “Sound Mode” button on the remote or by looking in the Smart Things app.

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“Standard Mode” will keep your stereo music unadulterated, using the bar itself and the subwoofer to create a nicely balanced stereo soundstage. “Surround” mode sounds more like a “Multi-channel stereo” mode where sound from the front is cloned to the rear speakers so that the sound fills the room more evenly. This works well for a party when you want background music to fill the room. Personally, I find that the “AI Adaptive Sound” mode works well for most stereo material. It expands stereo music to use all of the speakers, with enhanced spatiality, but without sounding too forced or artificial. But this is a personal choice. It’s nice to have options.

In multi-channel listening (e.g., Dolby Digital, Dolby Atmos), the modes do similar things, but not precisely the same as with stereo sources. Standard mode will be a “pure” representation of the original 5.1 or 7.1.4 mix. In Standard mode, many of the speakers in the system will be silent (such as the front wide and rear side speakers) as a direct representation of the original 5.1 or 7.1.4 channel mix. In “Surround” mode, 5.1 or 7.1 or 7.1.4 content is “upmixed” to 11.1.4 to make full use of all speakers. This fills in the space between the speakers well and improves the overall spatiality of the sound.

For multi-channel sound sources, “AI Adaptive Sound” does what surround mode does, but adds AI-based EQ and localization to enhance the sound based on analysis of the type of content – or scene – being played. Action sequences may have the bass boosted while quiet scenes with whispered dialog will have slight emphasis added to the center speaker while reducing some of the ambient sounds. If you want to keep things “pure” for surround sound movie viewing and music listening, “Surround” mode is a good compromise as it makes full use of all the speakers in the system, without making any artistic decisions, based on AI analysis. Personally I found the AI Adaptive Sound mode to work pretty well overall on most material.

By the way, if you’re a gamer, you might want to check out the “Game Pro” mode, which accentuates some of the directionality of sounds, to make these more pronounced. It also prioritizes latency so you can hear things that might be important (like footsteps behind you) without delay. 

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Overall, the sound from the Q990H was nicely balanced. Voices were presented naturally with good dimensionality and instruments like bass and snare drum had nice snap and attack. Overall bass response was solid and full, without sounding boomy, though the bass was not quite as deep or extended as I’ve heard it from larger, more powerful subwoofers.

The Bottom Line

When Samsung acquired the revered audio company Harman International several years ago, I was hopeful that this would improve the sound of the company’s audio products. And it seems like Harman’s influence is definitely rubbing off on the Korean tech giant. Earlier Samsung speakers and soundbars that I tested didn’t really stand out in sonic quality. But the HW-Q990H is different. With everything you’ll need in the box, all the essential codecs covered, and surround sound imaging that matches or exceeds the best competitive systems, the HW-Q990H gets a definite recommendation from me and earns our Editors’ Choice for 2026.

Pros:

  • Supports Dolby Atmos, DTS:X and Eclipsa Audio
  • Excellent spatial imaging on immersive movies and TV shows
  • Solid performance on stereo music
  • Independent speaker level adjustments and EQ
  • Tight controlled bass with more oomph than you’d expect from a small subwoofer
  • Fairly affordable for a flagship system with subwoofer and rear speakers included

Cons:

  • Low bass not as extended as systems with larger subwoofer cabinets
  • No manual calibration or room correction procedure (automatic “SpaceFit Sound Pro” mode only)
  • Not IMAX Enhanced certified

Our Ratings

★★★★★★★★★★ Performance

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★★★★★★★★★★ Usability

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★★★★★★★★★★ Build Quality

★★★★★★★★★★ Value

Where to buy:

$1,997.99 $1,597.99 at Amazon | Best Buy | Crutchfield

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What Could Replace America’s Ticonderoga-Class Cruisers? Not Even The Navy Knows

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For more than four decades, the U.S. Navy’s Ticonderoga-class guided missile cruisers have served as some of the fleet’s most capable surface combatants. Designed around the powerful Aegis Combat System, they have played a central role in protecting aircraft carriers, defending against enemy aircraft and missiles, and coordinating complex naval operations around the globe. However, after years of service, the Navy has begun retiring the aging class, with more ships scheduled to leave service over the remainder of the decade.

The challenge is that the Navy has no direct replacement waiting in the wings. Unlike previous generations of warships that were succeeded by clearly defined new classes, the retirement of the Ticonderoga-class vessel leaves a capability gap the service is still working to address. While several options are being considered including relying more on destroyers, no single platform is expected to immediately assume every mission currently performed by these cruisers. That uncertainty has made the future of the Navy’s large surface combatant fleet one of the most closely watched questions in modern naval planning.

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Why the Ticonderoga fleet is disappearing

The Navy originally built 27 Ticonderoga-class cruisers beginning in 1983 at a cost of roughly $1 billion each. Over time, however, age has taken its toll. 20 of these ships have already been decommissioned while the remaining seven vessels are expected to retire by 2030 as maintenance costs continue to rise and the ships become increasingly expensive to modernize. Although several cruisers have received temporary service-life extensions, Navy officials have made clear that the class is approaching the end of its operational life.

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That doesn’t mean the Ticonderoga-class cruiser has become ineffective. On the contrary, they remain among the Navy’s most capable air-defense platforms. The problem is that keeping 40-year-old warships mission-ready has become increasingly difficult and costly, particularly as newer technologies continue to emerge. Earlier efforts to modernize portions of the fleet ultimately proved unable to keep every cruiser in service. As a result, retirement has become less about combat capability and more about balancing readiness, maintenance demands, and long-term fleet modernization.

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What could replace the Ticonderoga-class?

For now, the Navy’s most practical solution is not another cruiser at all. Instead, many of the Ticonderoga’s responsibilities are expected to transition to the latest Flight III Arleigh Burke-class ships such as the USS Ted Stevens sporting the DDG (guided missile destroyer) classification. Equipped with the advanced SPY-6 radar and the latest version of the Aegis Combat System, these new destroyers can assume many of the fleet air-defense and command responsibilities traditionally handled by the retiring cruisers. While they cannot replicate every capability of the Ticonderoga class, they provide the Navy with an effective bridge while longer-term plans continue to develop.

Looking further ahead, the Navy expects its future DDG(X) program to eventually become the next generation of large surface combatants. However, that program remains years away, with the first ships not expected until the early 2030s. Until then, the Navy finds itself in the unusual position of retiring one of its most successful classes of warships without a direct one-for-one successor ready to take its place. Upgraded destroyers may help fill much of the gap, but exactly what ultimately replaces the Ticonderoga-class remains an open question — one that will shape the future of the U.S. surface fleet for years to come.

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Glass That Closes a Circuit When You Press It

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Turning Glass Into Touch-Sensitive Button Project
Ordinary glass stops electricity cold. It lets light through and blocks current completely. That combination works fine for windows and phone screens, yet it leaves the material useless as any kind of switch. A thin coating of indium tin oxide changes the rules. The layer is only 10 to 300 nanometers thick, nearly invisible, and still conductive enough to carry current from one edge of a small pane to the other.



Sokol ordered a pack of this coated glass for another project and decided to use a couple of the sheets as buttons. He took his multimeter to test the coating and was thrilled to see that it performed as predicted. One side of each sheet measured around 20 ohms, but the uncoated side remained nice and open, as you would expect from plain glass. The conductive coating is only applied to one side of the glass, so bear this in mind when using it.


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The button is made up of two of these panes, with their coated sides facing each other and a thin sheet of paper between them as a spacer. One pane is grounded, while the other is connected to an Arduino pin equipped with a pull-up resistor that keeps the pin at 5 volts even when the circuit is open. As long as the two conductive layers are apart, the pin reads high and the built-in LED remains dark; however, press down on the stack, and the glass flexes just enough for the coatings to make contact. Then current begins to flow, the pin drops to zero, and the LED illuminates immediately.

Turning Glass Into Touch-Sensitive Button Project
That’s the entire system, so no fancy sensors or drivers, just the old ITO film. The paper spacer keeps the surfaces from touching until you exert pressure, at which point the glass springs back and breaks contact when you let go. The whole thing is a little rudimentary and rough around the edges, but it does the job.

Turning Glass Into Touch-Sensitive Button Project
The same two sheets can do more than simply turn on and off. You can use the same concept to create a resistive touchscreen by applying a voltage gradient to one of the coatings, with half at 5 volts and half at zero. When the other coating makes contact, it detects the voltage where it touches and transmits it to an analog pin, which is where you receive your readout indicating where the push occurred. You can add another gradient to the opposite layer, resulting in two-dimensional placement. Sokol points out that a more polished version of this would require copper tape for consistent edges, external resistors for stable gradients, and larger glass, but the core concept is already present in the simple button.
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PSB iQ2 Speaker Review: Brilliant Sounding Wireless Speakers with a Fatal Flaw?

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I’ve been a fan of PSB Speakers since I first auditioned the brand’s M4U 2 headphones back in 2013. Over its 50-plus years of operation, the Canadian outfit has consistently shown a knack for squeezing big sound into small packages. Never was that more apparent than in 2023’s Alpha iQ, a surprisingly versatile pair of powered bookshelves that pull more dynamism and musical expression out of a four-inch woofer and micro-tweeter than they have any right to.

The follow-up iQ1 and iQ2 stand firmly on the Alpha’s shoulders, offering similarly potent musicality and connectivity packed into miniature cabinets, with a woofer-tweeter stack swap that always throws my brain for a loop. The new pairs also share the Alpha’s flair for stylish minimalism, especially the pricier iQ2, which adds upgrades such as a wireless connection between the speakers and a more refined veneer in colors like Ember Red and Sandstone Beige.

PSB Speakers iQ2 Colors
PSB Speakers iQ2 Colors

While the iQ’s hardware is all PSB, daily operation relies heavily on BluOS’s powerful software, which handles virtually all controls and audio settings, provides access to more than 20 streaming services, and even supports multiroom audio with rock-solid stability. Unfortunately, I can’t say the same for the iQ2’s HDMI eARC TV connection, which proved doggedly inconsistent throughout my review. The iQ2 worked great for other use cases, but without a stable way to connect seamlessly to a TV in today’s market, the package falls well short of its promise.

Setup: Long Haul Connection

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PSB Speakers iQ2 (front)

Setting up the iQ2 isn’t a major hassle for tech-savvy users, but it’s not the push-button start you’ll get from multi-room setups like Sonos, recent app issues notwithstanding. PSB’s quick guide lays out a three-step process that includes simply plugging in the speakers and downloading the BluOS app for Wi-Fi setup, but the online manual hints that Ethernet is the best option where available. As if that were an omen, the iQ2 balked at my network’s 5 GHz Wi-Fi band during an AirPlay connection, leading to multiple stallouts.

Swapping to my split-off 2.4 GHz band fixed the issue, prompting an update and a paint-drying 20 minutes or so of total connection time between the speakers. The process included blasting surprisingly loud music from the primary speaker, which houses the connection hub, to designate it as the right or left channel, but I appreciate the ability to swap the orientation as needed. Users with particularly troublesome rooms should note that the iQ2 doesn’t offer dedicated calibration.

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Controls and Usability: HDMI Issues

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PSB Speakers iQ2 (rear)

There’s also a learning curve for those new to BluOS, or even those like me who’ve been away for a few years. For example, going into the Players tab to find the iQ2’s settings unlocks basic playback controls and options like adding a subwoofer, but there’s no way to select an input. For that, you’ll need to consult the Music tab, which includes all physical inputs, input settings such as allowing the speakers to switch automatically when a signal is detected, and access to BluOS’s 20-plus streaming services and internet radio.

It feels overengineered for a pair of speakers, but that’s because the BluOS ecosystem is designed to let you group the iQ2 with more than 60 other compatible players throughout your home from brands like NAD, DALI, and Bluesound. The app is stable and thoughtful, with features such as haptic volume control, but I wish PSB included a physical remote for quicker access to inputs and other settings. Call me old-fashioned. You do get a few controls on top of the primary speaker, including play/pause, volume, and two programmable presets.

Controls aside, the iQ2’s hardware troubles were the real frustration. HDMI eARC is designed to provide a seamless, high-resolution connection between your TV and speakers, but the iQ2’s implementation was a mess. I experienced audio cutouts across multiple TVs, including instances where the TV recognized the speakers as a source but played no sound. PSB Speakers’ PR team told me this is a known issue and pointed to a firmware fix, but it didn’t work for my review pair.

Design & Features: Elegant Minimalism

The beige PSB IQ2 speaker sits on a stand near a record console.
PSB Speakers iQ2

The iQ2 make a great first impression, especially in the Sandstone color I reviewed, looking both stylish and understated. The cabinets feel well built, and their fingerprint-resistant veneers ensure that the refined aesthetic holds up. There’s solid heft to the compact cubes, though at under 10 inches tall, they looked almost comically small against the 75-inch Micro RGB TV I first paired them with, especially with their little magnetic hats that serve as acoustic grilles.

That said, the iQ2’s wireless connection means they can easily adapt to larger screen sizes, and there’s nothing comical about their 270 watts of Class D amplification. That works out to 90 watts for each speaker’s four-inch polypropylene mid-bass driver and 45 watts for each 0.75-inch aluminum-dome tweeter. PSB claims a frequency response of 65 Hz to 20 kHz, and the speakers dive toward that lower number with more authority than their size suggests.

A column of inputs on the back of the Primary speaker includes HDMI eARC, optical, USB-C playback, USB-A for external drives, a dual line-in/MM phono RCA input adjustable in the app, Ethernet, and a subwoofer output.

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Streaming support includes Spotify Connect, TIDAL Connect, Qobuz Connect, and Apple AirPlay 2. You’ll find many more options in the BluOS app, including Deezer, Napster, and iHeartRadio, to name a few, but not Apple Music. Other streaming options include access to internet radio stations, local network files at up to 24-bit/192 kHz, and Bluetooth with aptX Adaptive.

Listening: Mighty Minis

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PSB Speakers iQ2

I started testing the iQ2 via lossless Spotify Connect and was quickly reminded why PSB holds a special place in my mind’s cluttered library of audio brands. A bit like Canadians themselves, the iQ2 are unassuming at first, but digging deeper reveals an effective mix of confidence and depth. Their sound signature is clean, smooth, and effortlessly natural, with accurate stereo imaging and more bass than you’d expect from micro speakers.

With the iQ2 playing in the background as my pre-toddler arrived home from daycare, I was constantly distracted by their penchant for drawing out instrumental timbres, from satiny brass and woodwinds to gritty electric guitars and poppy percussion. They do a good job of leaning into different genres, with enough finesse to give each instrument its own space, from the dual vocals in Too Short’s “Money in the Ghetto” to the cacophonous horns in The Beatles’ “Good Morning.”

The warm midrange can make more laid-back mixes sound a little flat, but its keener topside adds some excitement to higher-register instruments and effects without feeling sharp or brittle. The sweet yet pointed treble makes easy work of speedy transients like the reverberating synths in Sweet Spirit’s “Baby When I Close My Eyes,” fluttering the effect back and forth across the stereo image with a deft touch that stands out more readily than in options like SVS’s Prime Wireless Pro.

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Bass is firm and well-rounded, if not particularly revelatory, until you remember the size of the drivers, which outflex just about any four-inch woofers I’ve encountered, including options like U-Turn’s more rugged-sounding Ethos speakers. Even some larger 5.25-inch drivers provide less mid-bass punch. It’s enough groove to be tantalizing, but if you’re after raw emotional power, you’ll need a subwoofer. As usual, my SVS 3000 Micro was a great pairing, firming up the lowest frequencies with richer musicality and some sledgehammer punch while opening more space in the upper registers.

Turning to vinyl with my Orbit Theory turntable, the speakers showed off solid detail and dynamics on my go-to albums, such as Brubeck’s Take Five. Paul Desmond’s buzzy sax in “Blue Rondo” was rendered with keen precision, pulling out most of his breathy overtones. Joe Morello’s stick work had an expressive touch in moments such as his multitone tom play during the title song’s drum solo. I was less impressed when moving to the iQ2’s internal MM phono stage, which was both quieter and less precise than the Theory’s internal preamp, though that seems to be a common issue with powered speakers in this class. You can often do better with an external preamp.

Moving to TV and films, when the HDMI eARC port was working, the iQ2 proved more than up to the task of providing exciting sound effects at the sides of the stereo image and clear dialogue at the center, elevating the subtle diction in well-mixed productions like House of the Dragon. Again, the speakers brought a natural liveliness to effects such as stone hallways and bridges, crackling fires, and the woody creak of the show’s many oversized doors.

PSB Speakers iQ1 in Black
PSB Speakers iQ1

The Bottom Line

On paper, the PSB iQ models, especially the iQ1, provide a ton of value. You’ll spend a lot more to get the pricier iQ2’s wireless connection and fancier cabinets, but both models offer impressive connectivity and features matched by surprisingly good performance, especially in smaller rooms.

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If not for the HDMI eARC issues I encountered, either pair would be a top pick for those after a compact system with connectivity to spare, not to mention the ability to group it with other systems in the BluOS family. As it stands, I can’t recommend the iQ1 or iQ2 until PSB Speakers can ensure simple, reliable connections for all your components.

For those seeking alternatives to the cheaper iQ1, I recommend SVS’s steadfast Prime Wireless Pro, which offers well-rounded sound and great connectivity in sleek, piano-gloss cabinets. If your budget is more in line with the iQ2, KEF’s LSX II provides similarly stylish design and colorways, along with even better sound performance. Neither pair offers multiroom capabilities, however, so if that’s important, you may need to look elsewhere or wait for PSB to provide a real fix.

Pros:

  • Smooth and natural tonal balance
  • Good instrumental separation
  • Powerful bass for their size
  • Stylish, well-built cabinets in multiple colors
  • Loads of connectivity options
  • BluOS multi-room audio support

Cons

  • Setup and basic control could be simpler
  • HDMI eARC cutouts are a mess
  • Upgraded cabinets and wireless connection are pricey
  • May need a subwoofer for larger rooms
  • No included remote
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Our Ratings

★★★★★★★★★★ Sound Quality

★★★★★★★★★★ Build Quality

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★★★★★★★★★★ Usability

★★★★★★★★★★ Value

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The chips that wire GPUs together are the new prize. Xsight raised $300m to sell an open one.

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The AI boom made GPUs famous. The dull chips that wire thousands of those GPUs together are quietly becoming just as valuable.

Xsight Labs, an Israeli chipmaker, has raised more than $300 million at a $2.8 billion valuation, it said on Thursday. Fidelity led the round. That is more than five times what the company was worth in 2021, a jump it made in a single year.

Xsight builds the plumbing of the AI data centre. Its two chips, the E1 processor and the X2 switch, shuttle data between servers, memory and networks. As models grow, moving that data has become one of the industry’s tightest bottlenecks, and the wiring between GPUs is now a prize of its own.

Taking on Nvidia’s other monopoly

Nvidia does not just sell the GPUs. It also dominates the networking layer, which it bought its way into with Mellanox. Xsight’s pitch is the opposite of that closed kit.

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Its chips are open and programmable. They run standard Linux and SONiC, and operators can rewrite the X2 switch in software after it ships, instead of waiting for new silicon. The market wanted “a high-performance alternative to closed, legacy architectures,” said chief executive Yossi Meyouhas. Xsight joins a wave of startups chipping at Nvidia’s grip on the AI stack.

Already in orbit

This is not a lab project. Several global network operators have picked Xsight’s silicon, including SpaceX’s Starlink. Last week its processors passed a test aboard SpaceX’s new Starlink V3 satellites, Globes reported. Programmable chips suit space, where engineers fix a fault in software rather than swap out the hardware.

The selling point is efficiency. The E1 is the first 800-gigabit data processor to ship, and runs under 75 watts. The X2 moves 12.8 terabits a second while drawing 40% less power than older switches. As AI’s electricity bill balloons, every watt saved is a pitch.

A serial exit machine behind it

The pedigree helps. Veterans of EZchip, the Israeli networking firm Mellanox bought in 2016, founded Xsight in 2017, CTech reported. Its chairman is Avigdor Willenz, a serial chip entrepreneur who has sold past companies to Marvell, Amazon and Intel.

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His backers followed him in. The round drew Fidelity, Intel Capital, T. Rowe Price, Battery Ventures and Valor Equity Partners, among others. The cash will fund the next chip generations and a bigger sales push at Tier-1 hyperscalers.

The money pouring into AI infrastructure is no longer chasing only GPUs. It is chasing everything around them, from power stations to the wires in the rack. Xsight is betting the winners in networking will be the open ones.

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Amazon’s next big business, Satya Nadella’s DIY app, and a VC’s rallying cry for Seattle tech

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This week on the GeekWire podcast: Microsoft and Amazon both reported quarterly numbers, and both stocks rose on cloud results that beat expectations. Is all that AI spending paying off? And in related news, Microsoft sees a rare annual headcount decline, hitting product R&D hardest. 

Plus: Satya Nadella builds a Power BI dashboard out of an analyst’s research report, and touts it on the earnings call to make a bigger point. Jeff Bezos names Amazon’s chips business as the long-awaited fourth pillar. And AI House managing director Jacob Colker delivers a much-needed pep talk for Seattle tech, calling on the region to recognize and build on its strengths. 

Related stories and links

Microsoft and Amazon earnings

Amazon’s fourth pillar

A rallying cry for Seattle tech

The Washington tech ecosystem

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Browser-based 3D Editor Covers The Basics While Staying Local

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Got an idea and want to make a simple 3D model, but don’t want to install a full-fledged CAD modeling suite and queue up a few hours of tutorial videos? Check out SketchForge, a 3D modeling program that runs locally in one’s browser without any need for an account, or external services.

SketchForge takes a more WYSIWYG approach to 3D modeling by making it easy to put an object together with primitive shapes, and making it extra easy to specify dimensions and align parts with one another. There’s also a sketch feature that makes it easier to create more complex shapes by making a 2D drawing, then extruding or revolving it into a solid. We like that it has STEP format export as an option, making it easy to import your creation into another CAD program of your choice later. Most 3D printer slicers natively support the STEP format nowadays, too.

It’s a bit reminiscent of Tinkercad in concept, but entirely local. It’s still new, but there’s a demo online that gives a good idea of its capabilities if you’d like to give it a spin.

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We’re reminded of CaDoodle, another project that takes the “Tinkercad, but local” approach but as a standalone executable, instead of browser-based.

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Sam Altman is still making the case for parenting via ChatGPT

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OpenAI CEO Sam Altman seemed excited to share what he called a “cool use case” on Friday, posting that parents could “connect your family calendars and explain your kids’ interests” to the company’s new product ChatGPT Work, then “every morning for the drive to school, have it make a podcast that talks about one kid’s soccer game that afternoon, one kid’s upcoming birthday, some news, etc.”

Altman’s post prompted lots of virtual eye-rolling, including a simple response from Alex Hirsch, creator of the animated series “Gravity Falls”: “What if you just talked to your children”?

Hirsch’s question seems to have gone even more viral than Altman’s initial post — while Altman’s comment has been reposted around 300 times and liked around 9,600 times (as of Saturday morning), Hirsch’s response has been reposted 9,000 times and received 122,000 likes.

This isn’t the first time a tech CEO has promised that AI can shield users — and specifically users’ morning commutes — from the messy realities of human experience. Last year, Microsoft CEO Satya Nadella said he’d stopped listening his favorite podcasts during his morning drive; instead, he asked an AI chatbot about those podcasts.

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Altman’s post also echoed comments he’s made about parenting in the past, most notably when he appeared on “The Tonight Show with Jimmy Fallon” and declared, “I cannot imagine having gone through figuring out how to raise a newborn without ChatGPT.” (Though he was also quick to acknowledge, “Clearly, people did it for a long time, no problem.”)

Getting parents on-board seems to be a priority for OpenAI, which recently posted a job listing for a product manager with experience building trust-sensitive consumer experiences for parents and families.

But while the company has added safety features for parents, it also faces multiple lawsuits from parents and families alleging that ChatGPT played a role in loved ones’ delusions and suicides. (The company has said it’s “continuously improving how our models respond in sensitive interactions.”)

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

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Apple Arcade is a joyful reminder of when mobile gaming was about fun, not emptying your wallet

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Remember when mobile gaming was fun?

Back in the day, you could just scroll the App Store, pick out an icon or two that you liked the look of, and have a new game downloaded and ready to play in just a few moments.

Ultimate Guide to Apple Arcade

TechRadar's Ultimate Guide to Apple Arcade.

(Image credit: Apple / Future)

This article is part of our Ultimate Guide to Apple Arcade: the definitive guide to everything that you need to know about the gaming service. Be sure to browse the full series here.

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Astell & Kern PD20 Review

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Verdict

The PD20 combines all of Astell & Kern’s longstanding understanding of electronics and metalwork with a freshly comprehensive suite of software that makes it a formidable option for headphone use on the move. It’s not cheap and it’s not small but the performance is good enough that many people won’t care

  • Superb headphone performance

  • Well-made and superbly finished

  • Flexible use options

  • Pricey

  • Large and heavy for portable use

  • Battery life in some modes is quite limited

Key Features

  • Trusted Reviews IconTrusted Reviews Icon

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    Review Price:
    £1799

  • Storage

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    256gb internal storage expandable up to 2.25tb

  • DAC

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    Quad ESS DAC with twin headphone amplifier

  • Apps

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    Supports most major streaming services and Roon

Introduction

The market for personal audio players is a rather affair than it once was when the iPod dominated the business of listening to music on the move.

Astell & Kern has carved out a strong presence at the top of this more niche market and over the years, they have cleverly evolved their devices to be more than a portable device for use on the move.

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The PD10 that I looked at in 2025 can deliver great performance over headphones or earphones but can then be parked in its supplied cradle and used as a superb source for your main system as well. It’s clever thinking and the PD10 is a superb product.

You might reasonably assume that a device called the PD20 would be more of the same; tweaked and improved but intended to offer the same dual use concept. The reality though is a bit different.

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While Astell & Kern hasn’t abandoned the idea of being able to do more than use the PD20 out and about, it has revisited the functionality needed to make the PD20 a more effective partner for this primary role. As I shall cover, this includes functionality that hasn’t appeared on any Astell & Kern device up to this point as well.

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As such, we need to see if this change in direction has yielded positive results and if the not inconsequentially expensive PD20 is the device you’ll want to turn to when it’s time to leave the house.

Price

The PD20 is available in the UK for £1,799. The dealer network isn’t huge but it covers most areas of the country and it is possible to purchased online if you are particularly remote. In the USA, it is available for $1,970 USD while in Australia, it will be $2,649.

Something that is important to stress is that the PD20 is not a replacement for the PD10. The two units will be sold together and this reflects the differences in specification and intended use between the two different models.

It’s also worth stressing that despite the higher number, the PD20 isn’t a higher specification device than the PD10 and indeed costs less.

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Design

  • Superbly made and finished
  • A bit on the big and heavy side
  • Revised external controls
  • Clear and logical interface

Those of you familiar with Astell & Kern’s handiwork up to this point won’t find anything alarming about the PD20. The all metal chassis is solid, weighty (weighty enough that any of you who go in for a loose fitting garment might want to check what happens if you put it in a pocket before you head out) and finished to an immaculate standard.

There are some intriguing differences between the PD10 and PD20 though. The PD10 streamlines the controls to a row of buttons down the side. The PD20 by contrast has rather more going on in the form of both a pair of rotary controls on the top to control both tone and volume and a row of switches on the side; the functions of which we’ll cover in the specifications section.

AstellKern PD20 buttonsAstellKern PD20 buttons
Image Credit (Trusted Reviews)

There is no getting away from the fact that the Astell & Kern is pretty big for a ‘portable’ device. This might be better viewed as something that travels with you in a bag and, even then, it had better be a reasonable sized bag.

The upside to this is that it means that Astell & Kern is able to fit a decent sized screen which is bright and easy to read. It wasn’t too long ago that even the premium models didn’t feel as responsive and easy to use as a middling phone. This is very much no longer the case.

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AstellKern PD20 interfaceAstellKern PD20 interface
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The interface itself is also as good as I’ve ever experienced from an Astell & Kern device. At its core is a version of Android but a great deal has been changed and tweaked by Astell & Kern to better suit its more specialised use case. Key things like swiping down to access key settings and menus has been retained though and it makes the PD20 feel wholly unintimidating to use.

Final mention has to go to the packaging too. It’s attractive, brilliantly laid out and does a fine job of making you feel like you haven’t wasted your money. You get some screen protectors included but no case which is a slight shame as I’m sure that your first scratch will be a mortifying experience.

AstellKern PD20 packagingAstellKern PD20 packaging
Image Credit (Trusted Reviews)

Specifications

  • Limited internal memory with option to expand
  • Quad DAC arrangement
  • Adjustable amp classes
  • New hearing test software and EQ

Like the PD10, the PD20 offers 256GB of internal memory which, in 2026, feels a bit on the parsimonious side.

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Yes, you can add a micro SD card of up to 2 terabytes in size and these have become more affordable in recent years but if you use Qobuz or Tidal as your main source of material (both of which the PD10 supports natively), these files can only be stored offline in the internal memory which will quickly fill up.

AstellKern PD20 boxAstellKern PD20 box
Image Credit (Trusted Reviews)

At the best part of two grand, 512gb doesn’t feel like too much of an ask. As well as Tidal and Qobuz other streaming services can be installed and the unit can also used via Roon and Roon ARC as well.

The decoding is significantly different to the PD10 which used AKM hardware. Here, there are no less than four ES9027PRO chips fitted that sum their results against each other, looking for and then correcting any decoding errors.

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This is a lot of processing power (each DAC on its own can support eight channels of information) and the quoted performance is impressive. The DACs are externally clocked and fronted by an Octo Core processor.

The PD20 supports PCM to 768kHz and DSD512. There is also DAR (Digital Audio Remaster) software; an upsampling algorithm that can be used in PCM or DSD versions (and, no less importantly, can be switched off).

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If you do run it, the sample rate increases considerably, with Astell&Kern stating that this allows for additional information to be interpolated and worked into the output. This is combined with six adjustable digital filters that adjust the roll off rate and amount of pre ringing.

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AstellKern PD20 Sound MasterAstellKern PD20 Sound Master
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The digital stage outputs to an internal amp that works a little differently to both the PD10 and indeed other Astell & Kern models. On the side of the casework you’ll find two three-position switches. The first allows you to switch the topology of the output between Class A, Class AB and Hybrid – intended to combine the benefits of both.

A second switch changes the amp current settings between high, medium and low, depending on the headphones you are using.  This gives the Astell & Kern the notional ability to power some very demanding headphones indeed although if you run it in Class A mode and the high current setting, the battery life will be limited.

At the top of the chassis you’ll find both a 3.5mm and 4.4mm output for balanced and unbalanced headphones and these are coupled to a 150 step volume control which can be bypassed if you put the PD20 into line out mode. It also has an entirely effective two way Bluetooth implementation too. It’s still perfectly possible to use the Astell & Kern as a compact digital source for your system if the fancy takes you, even if the neatness of the PD10’s dock is absent.

AstellKern PD20 VU meterAstellKern PD20 VU meter
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So far, these are only minor changes from the PD10 but at this point, the PD20 starts to differ significantly. The PD20 is fitted with software that Astell & Kern has developed with Audiodo to perform an interactive listening test on your hearing and adjust the output of the PD20 based on your feedback.

Running the test takes less than five minutes and you can store multiple profiles on the device as well. In order for this result to be consistent, you’ll find a small pair of earphones in the box to run the test with that ensures the results will be consistent.

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This is partnered both with tone control adjustment and an on board EQ to further tweak the performance to your needs. This is by far the most flexible and customisable Astell & Kern device I’ve tested and it should allow the PD20 to match up with pretty much any headphone and then adjust what it’s doing to suit your needs. Neither is it done there.

There is also software called Audiosphere which Astell&Kern claims ‘goes beyond conventional stereo, delivering a powerful sense of spatial immersion. It expands two-channel audio into a virtual three-dimensional sound field and offers four presets.’ I have to say it’s an acquired taste in use but it’s there if you want it.

AstellKern PD20 connectionsAstellKern PD20 connections

Performance

  • Capable of excellent performance even with no EQ engaged…
  • … but it gets better still once you do
  • Switchable amp modes have less effect
  • Capable used as a line level source

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Something that is very important to get across about the PD20 is that the new suite of software isn’t something that it ‘needs’ to have engaged to deliver a decent performance.

Leave it switched off, the EQ set to flat and none of the upsampling engaged and this is still a superb piece of audio equipment. Using it as a Roon Endpoint and sending it random corners of my music library did nothing to unsettle it and it’s as happy with the scuzzy shoegaze of New Meaning by Tempers as it is with the sublime high res of Sarah Jarosz’s Blue Heron Suite.

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It’s tonally accurate and impressively good at keeping a feeling of space and three dimensionality in what you are hearing, even when you are using earphones.

AstellKern PD20 settingsAstellKern PD20 settings
Image Credit (Trusted Reviews)

If you do take the time out to run the hearing tests though, it does have a meaningful effect on the performance. For my sins, I am 45 and while I have looked after my hearing as best as I can, I am undoubtedly experiencing some rolling off at higher frequencies. After the tests had been run, there is a little more treble energy to the lovely Hallucinating Love by Maribou State that makes it a little more vibrant and exciting without it tipping over into being bright or harsh.

Something I found interesting is that I’ve lost a fraction more of the high end registers in one ear than the other and the test resulted in a gentle rebalancing of this which ensured the performance had a greater sense of stereo to it.

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I was a little concerned that this would in turn affect adding crossfeed to the signal (as what was being transferred to the other channel would be boosted over what that ear ‘needs’ but I needn’t have worried and I still preferred the performance with some crossfeed engaged.

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AstellKern PD20 playbackAstellKern PD20 playback
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Against this, I have found the amp modes to be less profound in what they do. This is partly down to the reality that none of the headphones and earphones that live here are very hard to drive so the extra current on offer doesn’t have a night and day effect but, even allowing for this, I suspect that the digital tweaks will make more difference for most owners than the amp mode switches which I suspect will see less use once some initial tinkering has taken place.

There is also the good news that, while the PD20 doesn’t feel quite a slick to use in a fixed installation as the PD10, it’s still capable of delivering a truly satisfying performance.

Listening to Boards of Canada’s mighty Prophecy at 1420MHz via the PD20 captures the shifting and positively unsettling power of the work, the immediacy and scale it has and the intricate details of the samples are well worked into the main system.

The PD20 feels less a portable audio source than the PD10 but it doesn’t prevent it from being entirely effective used as one.

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Should you buy it?

After a few years showing that their products could be more than a portable player, the PD20 feels like a revisiting of the concept. The extra software fitted means it is more flexible and capable of delivering a sparkling performance with pretty much any headphone or earphone at home or on the move.

This is still a big, heavy and expensive way of listening to music on the move and, as we head into summer with fewer pockets to hand, many people will find the PD20 simply too big and pricey to relax into using it out and about.

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Final Thoughts

This isn’t a replacement for the PD10 and neither is it a clear cut higher spec model either.
 
What it is might be best seen as a considered take on what a high spec portable player needs to be in 2026.

The overlapping nature of the Astell & Kern range means that this here to be a viable option for headphone only customers who might have been feeling left out by the system integration efforts of the PD10.

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How We Test

We test every portable music player we review thoroughly over an extended period of time. We use industry standard tests to compare features properly. We’ll always tell you what we find. We never, ever, accept money to review a product.

Find out more about how we test in our ethics policy.

  • Tested for several days
  • Tested with real world use

Full Specs

  Astell & Kern PD20 Review
CPU Octa-core
Manufacturer Astell & Kern
Screen Size 6 inches
Storage Capacity 256GB
Expandable storage Up to 2TB
Battery 5770 mAh
Size (Dimensions) x x INCHES
Weight 313 G
DAC ESS ES9027PRO x4
USB DAC Mode Yes
Release Date 2026
Resolution x
Connectivity Wi-Fi, Bluetooth 5.3
Colours Silver
Audio Formats WAV, FLAC, WMA, MP3, OGG, APE, AAC, ALAC, AIFF, DFF, DSF
Touch Screen Yes
USB charging Yes
Inputs USB-C
Outputs Unbalanced Out (3.5mm), Optical Out (3.5mm) Balanced Out (4.4m, only 5-pole supported)
UK RRP £1799
USA RRP $1970

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DataBahn raises $40m to sell it

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The glamorous part of AI is the models. The expensive, unglamorous part is getting them the right data. A startup just raised $40 million betting that job is the next big enterprise layer.

DataBahn, a Texas company founded in 2023, has closed a $40 million Series B led by Insight Partners, it said on Thursday. Forgepoint, GTM Capital and S3 Ventures joined. The round takes its total funding to $59 million.

DataBahn sells what it calls an “agentic data control plane.” In plain terms, it is a neutral layer between the systems that produce enterprise data and the ones that consume it, from security tools to data warehouses and, now, AI agents. Rather than shovel every log into every system, it reduces, enriches and routes only what is needed, and pulls extra context on demand.

The bill nobody can pay

The timing is not an accident. Companies now generate more telemetry than their tools can afford to process. Cloud transfer fees, storage, rising data volumes and AI inference costs are all climbing at once. Moving everything, everywhere, has become a bill few can justify.

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AI sharpens the problem. Agents do not just answer questions; they act. That needs data that is current, well-structured and governed. A control plane can also decide what an agent is allowed to see, and log how each piece of data was changed and routed, a governance job that matters in regulated industries.

Less plumbing, more judgment

The product tries to move the smarts into the pipe. Cruz AI, its “data engineer,” watches for when a source changes format and breaks a pipeline, then drafts the updated parser for a human to approve. That replaces the slow work of hand-building each connector.

The pitch is landing. DataBahn reports revenue up more than 400% year on year, 180% net revenue retention and no customer churn. Fortune 100 firms in healthcare, finance, manufacturing and transport use it, including MVB Bank and the Canada Pension Plan Investment Board. It sells mostly through partners, plugs into Microsoft’s security stack, and grew out of the observability and security-telemetry world.

A crowded, buzzword-heavy field

There is a catch. Cribl, Splunk and the big cloud and security vendors all route and store data, and “agentic data control plane” is a label DataBahn has to prove is a real, separate layer. Its answer is neutrality: no lock-in to one store, one vendor or one model. It will show new features at Black Hat next month.

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The wider bet is simple. The money flooding into AI infrastructure is starting to chase the plumbing, not just the models. DataBahn’s wager is that enterprises do not need to collect more data. They need to govern what they already have well enough for AI to use it.

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