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I Tracked My Toddler’s Sleep Score and Mine. I Didn’t Expect to Learn This

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Earlier last month, I noticed my son’s baby monitor, the Nanit Pro, started showing a sleep score every morning. This number tells you how well your child slept the night before on a scale from zero to 100. Sleep scores track how long it takes to fall asleep, sleep cycles, heart rate throughout the night and any disruptions that may have happened. This is also one of our expert-recommended baby monitors, so it seemed appropriate that it would provide this information. As many parents know, infant and toddler sleep habits can be unpredictable. 

I previously tested the Oura Ring, one of CNET’s favorite smart rings, which tracks your health and sleep data. It also provides a sleep score based on data collected by its sensors on your finger (movement, temperature, heart rate and more). I started using the Oura Ring to hold myself more accountable for going to sleep on time.

Seeing that my son has his own sleep score made me think, “I bet he has a better sleep score than I do.” I decided to conduct an experiment to see if I could prove my point by comparing our sleep scores.

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To preface this, my 2.5-year-old has been going through a rough patch of sleep, which I’m blaming on a sleep regression (a temporary phase when babies and toddlers struggle with sleeping). Despite the disrupted sleep, he still seems better rested than I am on most days.

I started consistently wearing my Oura Ring to put my theory to the test. For the sake of this experiment, I tracked our data over a couple of weeks to prove (or disprove) my point.

How the Nanit baby monitor tracks sleep

As previously mentioned, I use the Nanit Pro Baby Monitor to keep an eye on my son while he sleeps. According to Nanit, it first introduced the sleep score in December 2025, and this is the first AI-driven, science-backed sleep score designed to grow with your child and automatically adjust as they age. Nanit collects the sleep score using the same advanced computer vision technology sensors it has used for years to analyze sleep.

To come up with a sleep score, Nanit looks at four aspects of sleep: sleep duration (how long your child slept), sleep timing (your child’s bedtime and wake-up time), sleep continuity (how smoothly your child sleeps) and parent visits (how often a guardian tends to the child). 

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How our sleep scores compared

After a week of reviewing his data, my son’s sleep scores were higher than mine overall, as I predicted. He was hitting scores over 80, with the lowest being a 74. His highest was a 95, which I vividly remember was one of the times he slept through the night without getting up once. I also slept peacefully because I wasn’t being awoken by cries at 3 a.m.

For context, below is the week’s worth of data I collected from the Nanit Pro and the Oura Ring.

Friday, Feb. 20

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 80 per Nanit, and on the right is the writer's sleep score of 78 per Oura. The scores are rated as solid and good, respectively.

The first day shows that my son had a better sleep score than me.

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CNET/Giselle Castro-Sloboda

Our sleep scores were close, but I didn’t feel well-rested, even though Oura said I got a good amount of sleep. It’s not common for my son to sleep under 10 hours, so that’s how you know he didn’t have the most restful night. Plus, he woke up before 6 a.m. on this day.

Saturday, Feb. 21

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 74 per Nanit, and on the right is the writer's sleep score of 72 per Oura. The scores are rated as fair and good, respectively.

Somehow, I scored a higher sleep score than my toddler on this day, but by a small margin.

CNET/Giselle Castro-Sloboda

I found it ironic that I scored slightly higher than my son, even though he slept longer than I did and we both had a poor night’s sleep. He also got up earlier than normal. A normal wake time for him is between 6:30 a.m. and 7 a.m.

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Sunday, Feb. 22

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 88 per Nanit, and on the right is the writer's sleep score of 77 per Oura. The scores are rated as restful and good, respectively.

My son had a higher sleep score, and mine was efficient on this day.

CNET/ Giselle Castro-Sloboda

As you can see, he had a higher sleep score than I did and slept over 11 hours. He also woke up at 7 a.m., which I consider sleeping in for both of us. My sleep score was considered efficient, even though I remember feeling tired this day.

Monday, Feb. 23

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Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 83 per Nanit, and on the right is the writer's sleep score of 76 per Oura. The scores are rated as solid and good, respectively.

My son had a higher sleep score than me on this day and even slept about 10 hours.

CNET/Giselle Castro-Sloboda

Monday night was another night when my son had a higher sleep score than me. He slept about 10 hours, but this was one of those days when he woke up slightly earlier than his usual wake time. 

Tuesday, Feb. 24

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 83 per Nanit, and on the right is the writer's sleep score of 64 per Oura. The scores are rated as solid and fair, respectively.

This was one of my worst sleep scores during the experiment. However, my son fared pretty well.

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CNET/Giselle Castro-Sloboda

It’s evident I had a terrible night of sleep on Tuesday. My son had a significantly higher sleep score than me, which doesn’t surprise me. I slept in his bed and couldn’t get comfortable, which affected my ability to get quality sleep.

Wednesday, Feb. 25

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 95 per Nanit, and on the right is the writer's sleep score of 82 per Oura. The scores are rated as blissful and good, respectively.

This was one of the couple of nights where we both had a restful night of sleep.

CNET/Giselle Castro-Sloboda

This was the one day out of the week when we both slept well, and I felt the most refreshed. You can see by our sleep scores that his is nearly perfect and still higher than mine. I could tell by his mood that day that he was well rested, and he had fewer tantrums.

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Thursday, Feb. 26

A screenshot of the Oura Ring sleep score shows the writer received a score of 80, which is rated as good sleep.

The Nanit didn’t collect a sleep score for my son this night. I only have the Oura sleep score, which showed I had an OK night of sleep.

CNET/Giselle Castro-Sloboda

I’m not sure why the Nanit didn’t collect enough data for a sleep score this night. I’m assuming it must’ve disconnected from the Wi-Fi at some point. This was one of my issues with the monitor when I first reviewed it. Since it only functions on Wi-Fi, the monitor can’t be used without it. 

The Oura Ring noticed I had another so-so night of sleep and pointed out how sleep trends can fluctuate. I’ve included one extra day to this experiment to even things out.

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Friday, Feb. 27

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 83 per Nanit, and on the right is the writer's sleep score of 74 per Oura. The scores are rated as solid and good, respectively.

My son had a decent night of sleep, but Oura pointed out that I’ve been having a bad period of sleep.

CNET/ Giselle Castro-Sloboda

My son had better sleep than I did again on Friday, sleeping for about 10 hours. He slept well overall through the night, except for a couple of visits, but you can tell it affected my sleep. Even Oura notes that my sleep hasn’t been the best and says that this can happen some weeks.

Saturday, Feb. 28

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Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 73 per Nanit, and on the right is the writer's sleep score of 60 per Oura. Both scores are rated as fair sleep.

This day had my worst sleep score during the experiment, and I felt it.

CNET/Giselle Castro-Sloboda

I clearly was depleted on Saturday morning. This was my lowest sleep score yet. My son had a really bad night of sleep, continuously getting up because of nightmares. Coincidentally, this was the night before I signed up for a bootcamp class in the morning. It’s a miracle I made it to the class, let alone completed it. 

Sunday, March 1

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 80 per Nanit, and on the right is the writer's sleep score of 75 per Oura. The scores are rated as solid and good, respectively.

My sleep wasn’t the worst this night because my son had a more restful slumber.

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CNET/Giselle Castro-Sloboda

This night wasn’t so bad for either of us, but my son’s sleep score was still higher than mine. He slept the majority of the night, and I think that can be attributed to getting energy out by running around with other kids during a family party the evening prior.

Monday, March 2

Side by-side screenshot of Nanit and Oura ring sleep scores. On the left is the child's sleep score of 77 per Nanit, and on the right is the writer's sleep score of 85 per Oura. The sleep scores are rated solid and well-rested, respectively.

This was a better day of sleep for me, but not as good for my son.

Giselle Castro-Sloboda

Sunday was a successful night, and I even got an extra hour of sleep. My rating was higher than my son’s, surprisingly, and I did feel more rested.

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Toddler sleep explained

Brittany Sheehan, a certified pediatric sleep therapist, tells CNET that sleep needs for toddlers vary by age. “Total sleep needs do diverge as kids get older, but for a 2-year-old, for example, we ideally want at least 11 hours overnight in bed, if not 12, along with a nap that is at least two hours, up to three hours,” said Sheehan. If it’s a true sleep regression, Sheehan notes that it can last anywhere from a day or two to up to six weeks in the most extreme cases.

Under normal circumstances, my son is a good sleeper (with the occasional wake-up), so when he started having frequent night wakings, I suspected it was a sleep regression. Dr. Alisa Niksch, senior director of medical affairs at Owlet, a baby monitor company, points out that disordered sleep during early childhood doesn’t occur for the same developmental reasons as those earlier in infancy. 

“What parents are usually seeing is a disruption that stems from developmental and environmental factors,” Niksch said. She elaborates that for toddlers, the most common driver is developmental, driven by a growing imagination and increased cognitive function. 

“Night wakings where a child cries but resettles quickly is a sign of this growth, as the developing brain is actively processing new experiences and emotions during sleep, which can surface as nightmares,” she said. Nightmares are common during this age, and although they’re normal, they also shouldn’t be ignored. 

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Natalie Barnett, who holds a doctoral degree and is vice president of clinical research at Nanit, said, “If [nightmares are] occurring once in a while and your child is calmed by a quick hug and then [goes] back to sleep, you probably don’t need to do anything about it necessarily.” However, if the nightmares are occurring repeatedly or are interfering with daytime function, she recommends speaking with your child’s pediatrician.

How to improve your toddler’s sleep

Sleep is important for toddlers and can affect everything from their mood to eating behaviors. Niksch points out that overtired toddlers often become hyperactive and emotionally dysregulated. Additionally, poor sleep affects their immune function, growth hormone release and early memory and learning. This also applies to naps, which they outgrow over time but shouldn’t be eliminated right away. 

Generally, children under three should still be napping, but as they reach ages three to four, total sleep needs decrease slightly to 10 to 13 hours, and naps become shorter and less frequent before disappearing altogether. If you’re at this stage, Barnett recommends cutting the nap back first before removing it altogether. 

“If your toddler is resisting bedtime, it’s often a sign that they’re not tired enough, so you may want to think about cutting back or cutting out the nap,” Barnett said. “In those first couple of weeks after dropping a nap, it can be hard for your toddler to stay awake in the late afternoon.” She advises against placing them in the stroller or car, where they’re more likely to fall asleep, in the late afternoon, since even a short nap can mess with bedtime.

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Sheehan says that parents often drop a toddler’s nap too early in an attempt to fix sleep problems, but this can have a negative, compounding effect. “Often nap struggles are behavioral, regression-related or simply the timing is off,” she said. 

Another mistake Sheehan sees parents make with 2-to-3-year-olds is putting their child down for a nap too early. This impacts their sleep because they don’t have enough sleep pressure built up to take a good nap. If you’re seeing constant bedtime and nap-time resistance or early-morning wake-ups, this could mean your toddler’s sleep timing needs adjustment. 

Even with sleep disruptions, you want to make sure that their bedroom is set up for sleep success. “To support better sleep, the fundamentals remain the same: a consistent sleep and wake schedule, a predictable bedtime routine and a dark and quiet sleep environment,” Niksch said.

What parents can do to feel less sleep-deprived

Parents often take the brunt of these sleep disruptions and also struggle to function at full capacity daily. Sheehan advises that parents figure out a process or arrangement with another caregiver that allows them to rest during these phases. “If you can’t make these changes, give yourself some grace and realize it’s OK to choose a nap over a run, or to tag team with a partner who is on duty for night wake-ups,” Sheehan said.

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Niksch agrees and recommends that parents apply the same sleep principles for their toddlers to themselves: “Consistency matters most, whether that is committing to a regular sleep and wake schedule or building a simple bedtime routine that signals to the body that rest is coming.” She points out that some parents try to sleep when their toddler does, but for some, it can be challenging if they’re not tired enough.

“If sleep doesn’t come within 15 minutes of lying down, it’s better to get up and do something that calms the mind, like reading, until tiredness sets back in,” Niksch advised.

What I took away from this experiment

Eventually, I’m sure my son’s and my sleep scores will even out again, but for now, it’s important to support him as he transitions to the next stages of toddlerhood. The sleep scores feature of the Nanit baby monitor is helpful for better understanding my son’s sleep habits and is something I wish I had when he was an infant. It also gives me some insight into his mood on some days compared to others, since sleep affects so many aspects of a child’s life.

Even restarting my tracking helped — my sleep score showed me my blind spots, ways to improve my sleep and when to take it easy. As someone who likes staying busy, it’s easy for me to have a hard time resting. The Oura Ring tracking my sleep and stress levels reminds me to take a beat.

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While I’ve only been a parent for two years, I’ve learned that children go through many phases. This sleep experiment was a necessary reminder that you can’t bypass the tough times; you just have to get through them as best as you can.

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Samsung Music Studio 7 and 5 Wireless Speakers Debut With Erwan Bouroullec “Dot” Design and High Performance Audio

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Samsung has spent the better part of the last decade dominating the TV market and building a soundbar empire, but dedicated two-channel speakers and a whole home music ecosystem have never really been part of the conversation, until now. With the $499 Music Studio 7 (LS70H) and $299 Music Studio 5 (LS50H), Samsung is making a direct move into wireless whole home audio for 2026, and it’s not doing it quietly.

Following its latest OLED, Neo QLED, MiniLED, and Frame TV launches, these new Wi-Fi speakers, first previewed at CES 2026 and now fully detailed—pair a more refined, room-friendly sound with a distinctive “dot” design from Erwan Bouroullec that actually gives them an identity in a sea of forgettable boxes. Samsung isn’t chasing louder or flashier. It’s aiming for flexible multi-room and true two-channel performance wrapped in something people might actually want to look at for more than five minutes.

What sets Samsung’s Music Studio speakers apart from most competitors is that they can be used both for whole home audio (up to 10 speakers in the home) and also used as part of a multi-speaker home theater audio system (up to 5 speakers).

Music Studio 7 and 5 Shared Features

Here are some key features that the Music Studio 7 and 5 have in common:

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Style: The Music Studio 7 and 5 feature a distinctive “dot” design concept created by renowned designer Erwan Bouroullec. The idea draws from a universal symbol found throughout music and visual art, while remaining rooted in Samsung’s current industrial design language. The result is a speaker that blends into a room naturally—doing its job without screaming for attention, which is how most people actually want their speakers to behave.

Wireless Streaming: Music Studio speakers support both Bluetooth and Wi-Fi streaming, with compatibility for Google Cast, AirPlay, and Roon Ready systems. That gives users real flexibility across platforms without being locked into a single ecosystem.

Voice Assistants and Control: Users can control the Music Studio 7 and 5 via voice commands using Alexa, Google Assistant, and Bixby. Non-voice control is available through onboard controls and the Samsung Sound App (coming soon). There is also a dedicated Spotify Connect button for direct playback. A traditional remote control is not included.

Audio Lab Pattern Control: This technology manages how sound is distributed across channels, reducing overlap and congestion so effects, music, and dialogue remain clearly defined.

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AI Dynamic Bass Control: Designed to deliver deeper, more controlled low frequencies with minimal distortion, this system dynamically adjusts bass output in real time while supporting high-resolution audio up to 24-bit/96kHz.

Active Voice Amplifier Pro: Samsung’s AVA analyzes ambient noise in real time so voice audio remains clear and intelligible. Enabling this feature boosts dialogue from the Music Studio 7 and 5, making it easier to hear over background noise without cranking the overall volume. This is particularly handy for listening to podcasts, audiobooks, weather and news reports in a busy home.

Wireless Dolby Atmos: The Music Studio 7 includes a Dolby Atmos-compatible HDMI eARC connection with up-firing driver for height effects, while the Music Studio 5 offers neither of these things. Both speakers can reproduce Dolby Atmos music over a wireless connection from compatible streaming services, however, the Music Studio 5 virtualizes the height effects while the Music Studio 7 offers a discrete up-firing driver for the height channel. Both speakers can be a part of a Wireless Dolby Atmos system over Wi-Fi when used with compatible Samsung TVs and select streaming sources.

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Pro Tip: Samsung’s Wireless Dolby Atmos implementation is not the same thing as Dolby Atmos FlexConnect. Although the two systems share some features and functionality, they are entirely different implementations.

Eclipsa Audio: Samsung’s Music Studio wireless speakers incorporate Eclipsa Audio, an open immersive surround sound format developed by Samsung in partnership with Google and other companies. Similar to Dolby Atmos, Eclipsa Audio expands on traditional surround sound with the addition of height information. With Eclipsa Audio-encoded content, sound can come from all around and above the listener. This enables a more enveloping and immersive listening experience with sound emanating from all three dimensions, just like in real life. Eclipsa Audio is currently the only immersive surround sound format supported on YouTube.

Q-Symphony: This feature allows the Music Studio speakers to work in tandem with compatible Samsung TVs, soundbars, and Wi-Fi speakers to create a more immersive home theater system. Q-Symphony supports pairing up to five Samsung audio devices and can automatically optimize sound based on speaker placement within the room.

SpaceFit Sound Pro: Samsung’s room calibration technology is built into both Music Studio models via onboard microphones. SpaceFit analyzes your listening environment and adjusts output accordingly. It can recalibrate automatically on a daily basis or whenever the speaker is moved.

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Waveguide: This design technology helps direct and disperse sound more evenly throughout the room, improving coverage so audio remains consistent regardless of where you’re sitting.

Music Studio 7 (LS70H)

Samsung Music Studio 7 (LS70H) Wireless Speaker Closeup

The Music Studio 7 (LS70H) is the flagship of Samsung’s 2026 Wi-Fi speaker lineup, designed to deliver a more immersive listening experience from a single enclosure.

On the outside, it features a curved rectangular form that aligns with the series’ distinctive design language. Inside, Samsung has implemented a 3.1.1 channel configuration, including a built in subwoofer, with left, center, right, and top firing drivers working together to create a convincing sense of height and spatial depth without the need for a full surround system.

The LS70H measures 7.28 x 10.59 x 7.50 inches and weighs 12.35 pounds.

Music Studio 5 (LS50H)

Samsung Music Studio 5 (LS50H) Wireless Speaker Close-up

The Music Studio 5 (LS50H) sits below the Music Studio 7 in Samsung’s 2026 Wi Fi speaker lineup and takes a different design approach, with a rounded top half and rectangular base that feels more decor friendly than most wireless speakers. It can reproduce stereo sound on its own or be paired with a second unit for a wider more enveloping soundstage. Though it has no built-in height speaker, it can reproduce virtualized Dolby Atmos immersive sound.

While it looks different from the Music Studio 7, the LS50H is still engineered to deliver controlled bass with minimal distortion and supports modern connectivity options, including Wi Fi casting, streaming services, voice control, and Bluetooth for seamless everyday use.

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Inside, the Music Studio 5 uses a 2-channel configuration with a 4-inch woofer and dual tweeters, balancing clarity, low end presence, and a form factor that fits more easily into real living spaces.

The LS50H measures 9.88 x 11.18 x 5.39 inches and weighs 5.29 pounds.

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Comparison

Samsung Model  Music Studio 7 (LS70H) Music Studio 5 (LS50H)
Product Type Wi-Fi Speaker Wi-Fi Speaker
Price $499.99 $299.99
Number of Channels 3.1.1 2
Speaker Configuration 3 main channels (Left, center/front, right)
· 
1 Built-in Woofer ·
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1 Up-firing 

2 Tweeters
· 
1 Built-in Woofer
HDMI ARC Yes (eARC) No
Dolby Atmos Yes Yes (virtualized)
Remote Controller No No
Q-Symphony compatible Yes Yes
SpaceFit Sound Pro Yes Yes
Built-in Mic Yes Yes
Group Play Yes Yes
Active Voice Amplifier (AVA) Pro Yes Yes
Connectivity Wi-Fi: Yes 

Bluetooth: Yes
 
Bluetooth Version: 6

Voice Assistants Built-in: Alexa, Bixby 

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Works with: Google cast, Airplay

HDMI IN: No 

HDMI OUT: 1
 
HDMI CEC: Yes

Optical In: 1
 
USB: No

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USB Music playback: No
 
Samsung Sound App: Yes
 
Spotify Connect: Yes 

Roon Ready: Yes

Wi-Fi: Yes
 
Bluetooth: Yes 

Bluetooth Version: 6

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Voice Assistants Built-in: Alexa, Bixby 

Works with: Google cast, Airplay

HDMI IN: No 

HDMI OUT: No 

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HDMI CEC: No

Optical In: 1
 
USB: No

USB Music playback: No 

Samsung Sound App: Yes
 
Spotify Connect: Yes 

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Roon Ready: Yes

Audio Format/AV Decoding Dolby Atmos: Yes 

Dolby TrueHD: Yes 

Dolby Digital Plus: Yes
 
Dolby 5.1ch: Yes 

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DTS:X: No 

DTS 5.1ch: No
 
DTS-HD HRA: No 

DTS-HD MA: No 

DTS Express: No 

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MP3: Yes
 
AAC: Yes 

OGG: Yes 

FLAC: Yes 

WAV: Yes 

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ALAC: Yes

AIFF: Yes

Dolby Atmos: Yes 

Dolby TrueHD: Yes 

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Dolby 5.1ch: Yes 

DTS:X: No 

DTS 5.1ch: No
 
DTS-HD HRA: No 

DTS-HD MA: No 

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DTS Express: No 

MP3: Yes 

AAC: Yes 

OGG: Yes 

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FLAC: Yes
 
WAV: Yes 

ALAC: Yes

AIFF: Yes

Sound Modes Adaptive Sound: Yes
 
Night Mode: Yes
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Voice enhance mode: Yes
 
Stereo: Yes

Adaptive Sound: Yes 

Night Mode: Yes

Voice enhance mode: Yes 

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Stereo: Yes

Dimensions (inches WHD) 7.28 x 10.59 x 7.50 9.88 x 11.18 x 5.39
Weight (lbs) 12.35 5.29
Package Contents Speaker: Yes 

Power Cord: Yes

Speaker: Yes 
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Power Cord: Yes

The Bottom Line 

The Music Studio 7 and Music Studio 5 mark Samsung’s most credible push yet into wireless whole home audio and two-channel audio. What makes them stand out isn’t just the feature list, it’s the combination of design, flexibility, and ecosystem integration. The Bouroullec “dot” design gives them a visual identity most wireless speakers lack, while support for Wi-Fi streaming, Roon, AirPlay, Google Cast, and Q Symphony makes them far more adaptable than the average plug and play box.

Samsung appears to be intentionally blurring categories here. The Music Studio speakers aren’t just lifestyle speakers. They can run in stereo mode, pair with each other for wider stereo separation, handle Dolby Atmos music, slot into a multi room system, or integrate into a home theater setup with Samsung TVs. That kind of versatility is where Samsung is clearly aiming to separate itself.

But there are tradeoffs. No analog input, no USB playback, and no phono stage means traditional sources are completely off the table without workarounds. If your system still revolves around physical media or external components, these aren’t built for you.

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Competition is stiff. Sonos, Bluesound, Denon HEOS, Apple HomePod, and even higher end lifestyle brands like Naim all play in this space, and many offer deeper ecosystems or better support for wired sources. Samsung is betting that its design, TV integration, and Harman backed tuning will be enough to pull people in.

Who are these for? Not the purist with racks of gear and a Thorens spinning in the corner. These are for people building a modern system around streaming, multi room audio, and a Samsung TV who want something that looks good, sounds better than a soundbar on its own, and doesn’t require a weekend to set up.

Samsung isn’t just filling a gap here. It’s trying to create a new lane between soundbars and traditional stereo. Whether that lane gets crowded depends on how good they actually sound – and our initial listening sessions have us optimistic – but for the first time, it feels like Samsung is at least asking the right questions.

Pricing and Availability

Samsung Music Studio 7 (LS70H): $499.99 or less from Amazon  (available in Black)

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Samsung Music Studio 5 (LS50H): $299.99 or less from Amazon (available in Black or White)

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AI agents that automatically prevent, detect and fix software issues are here as NeuBird AI launches Falcon, FalconClaw

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The mantra of the modern tech industry was arguably coined by Facebook (before it became Meta): “move fast and break things.”

But as enterprise infrastructure has shifted into a dizzying maze of hybrid clouds, microservices, and ephemeral compute clusters, the “breaking” part has become a structural tax that many organizations can no longer afford to pay. Today, two-year-old startup NeuBird AI is launching a full-scale offensive against this “chaos tax,” announcing a $19.3 million funding round alongside the release of its Falcon autonomous production operations agent.

The launch isn’t just a product update; it is a philosophical pivot. For years, the industry has focused on “Incident Response”—making the fire trucks faster and the hoses bigger. NeuBird AI is arguing that the only sustainable path forward is “Incident Avoidance”.

As Venkat Ramakrishnan, President and COO of NeuBird AI, put it in a recent interview: “Incident management is so old school. Incident resolution is so old school. Incident avoidance is what is going to be enabled by AI”.

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By grounding AI in real-time enterprise context rather than just large language model reasoning, the company aims to move site reliability engineering and devops teams from a reactive posture to a predictive one.

The AI divide: a reality check on automation

Accompanying the launch is NeuBird AI’s 2026 State of Production Reliability and AI Adoption Report, a survey of over 1,000 professionals that reveals a massive disconnect between the boardroom and the server room.