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The Galaxy Buds4 Professional are greater, higher, sooner, stronger

Technology

Dr. Mike

March 16, 2026

The Galaxy Buds4 Professional are greater, higher, sooner, stronger

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2024’s Galaxy Buds 3 Professional have been fairly spectacular. With their two-driver configuration and the SSC codec, they produced audio with stable readability and instrumentation, whereas additionally providing customers some very well-implemented good options for onboard voice and gesture controls. This yr’s Galaxy Buds 4 Professional are, frankly, an iterative improve over final yr’s, besides for 3 key areas: sound high quality, ANC, and sturdiness.

The aesthetic refinements that construct on 2024’s design are considerable. Although I have never skilled this challenge, some customers have reported bother with the charging contacts on the backside of the Buds 3 Professional’s stems. This yr’s new case design has you inserting the buds horizontally of their case, with pogo pins on the stems contacting the charging floor, slightly than vertically, with a metallic base on the stem that contacts the charging pins on the backside of the case.

The case nonetheless has a clear cowl, however Samsung has slimmed it down a bit, and it nonetheless helps wi-fi and wired charging by way of USB-C. The best way my denims’ coin pockets are arrange, I truly want the Buds 3 Professional’s case dimensions for carry, however I’m being nitpicky as a result of each match simply in my coin pockets. RIP, pennies.

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(Picture credit score: @tshakaarmstrong)

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Classes	Samsung Galaxy Buds 4 Professional
Conectivity	Bluetooth® 6.1, Auto Swap
Drive items	Enhanced 2-way (11mm Tremendous Extensive Woofer + 5.5mm Planar Tweeter)
Codec assist	SSC (Samsung Seamless Codec) HiFi, SSC UHQ (Samsung Proprietary), AAC, SBC, LC3 w/Auracast
Battery life	As much as 6 hours / Whole as much as 26 hours (ANC on) As much as 7 hours / Whole as much as 30 hours (ANC off)
Charging	USB-C, wi-fi charging
App assist	Android
Audio tuning	9-band EQ (app)
Microphone	6 mics whole
Colours	Black, White, Pink Gold (On-line solely)

Eradicating the buds from their case reveals shorter stems with metallic spines, sans the final era’s mild bar. I cherished the sunshine present and the blades, being a lover of edged weapons, so I’ll miss these two parts. That stated, the metallic backs, although not as distinctive, nonetheless look nice with their massive mesh ports on the high. Very industrial-looking.

Galaxy Buds 4 Pro on a desk, next to Galaxy Buds3 Pro — Galaxy Buds3 Professional on the left, Galaxy Buds 4 Professional on the best (Picture credit score: @tshakaarmstrong)

Apple, Soundcore, or others, they by no means actually match properly. Samsung modified that with the Buds 3 Professional, and the Buds 4 Professional match simply as snugly in my ears. After I’ve worn them throughout train, they’ve stayed locked in, even throughout dynamic actions like burpees.

The extra you sweat, it’s possible you’ll end up reseating them now and again, a shortcoming of silicone eartips greater than the angle of the earbuds. If I discover it to be sufficiently big an issue, I’ll decide up some Comply foam ear ideas for the Buds 4 Professional (their web site at the moment says “coming quickly”).

Galaxy Buds 4 Pro volume control indentation

(Picture credit score: @tshakaarmstrong)

One challenge I discovered with exercises is that moist fingers might intervene with contact performance. After wiping sweat from my forehead throughout a very sweaty HIIT exercise, I might run my finger over the amount slider (proven above), however it could be unresponsive. For folk who sweat profusely within the gymnasium, that may very well be problematic.

Even so, sturdiness has been upgraded from IP53 to IP57, that means they now have larger safety in opposition to mud ingress and might survive being pushed right into a pool as much as 3 toes deep.

The opposite controls must be largely proof against sweaty hindrances and pool-party pranks, because the stems are pressure-sensitive just like the Buds 3 Professional, so squeezing and squeeze-and-hold management all the opposite capabilities. You may customise lots of them within the buds’ settings.

Galaxy Buds 4 Pro in the ear of the reviewer

(Picture credit score: @tshakaarmstrong)

The most important upgrades for the Buds 4 Professional are the sound and lively noise cancelling. They nonetheless have two audio system inside, plus a planar tweeter. You get a brand new, wider woofer with almost 20% extra speaker space, all in a physique that doesn’t look any bigger than the Buds 3 Professional. That interprets to an audibly superior sound this yr.

Contributing to that’s Samsung’s SSC UHQ codec, which performs again 24-bit/96kHz audio on suitable Samsung gadgets. For those who don’t have that, you’re relegated to SBC, AAC, or LC3, relying on whether or not your telephone helps it.

I totally loved the Growth Bap bass lovers’ listening experiences with KDot’s “Alright,” The Roots’ “Do You Need Extra?!!!?!?,” and Skrillex’s “Supersonic (My Existence).” Paul Simon’s “Diamonds on the Soles of Her Sneakers” has a lovely soundstage, with all of the presence and reverb you’d wish to hear with the 360 Audio function enabled.

Varied Rock music genres sound pleasant, comparable to System of a Down’s “Chop Suey!”, which supplies you guitars with weight to their sound, and the vocals are rendered fantastically.

Jazz is gloriously rhythmic and is reproduced with stable imaging, though listening to Charles Mingus’ frenetic rendition of the favored Jazz romp, “Moanin’,” is the place you get to listen to the cracks within the Galaxy Buds 4 Professional’s armor. The imaging continues to be stable, and whereas the observe will put many headphones and earbuds by means of their paces, the Buds 4 Professional fares properly by means of most of it, aside from the busiest elements. Throughout these moments, some sounds are likely to mix slightly than maintain their area.

Finally, with virtually any style, you’re in an excellent place to customise the sound to your liking, since you’ve got entry to a 9-band equalizer within the Settings/Wearables app.

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Samsung Galaxy Buds 4 Pro settings and Wearables app — (Picture credit score: @tshakaarmstrong)

ANC is pretty spectacular, too. As I used to be working my approach by means of my playlists, the lively noise cancelling all however muted the gardener with the leaf blower exterior my window, however wasn’t in a position to absolutely mute the clicks from my mechanical Razer Professional Sort keyboard. ANC It gained’t beat the Sony WF-1000XM6‘s, however the Buds 4 Professional are $80 cheaper, and this ANC is a lot better than the earlier Buds Professional. It does an admirable job of softening the sounds of airplanes, eating places, and site visitors.

The auto-switch to ambient mode additionally works convincingly, identical to it did on the Buds 3 Professional. When a siren is detected or once you begin talking, the noise cancelling is briefly deactivated, then turns again on after 5 seconds of no siren or speech. You too can squeeze the stems to reinitiate ANC as an alternative of ready.

The six onboard mics do an excellent job of holding voices audible amid vital ambient city avenue (70dB) and cafe noise (50dB). My voice was not solely audible but in addition clear and never muddy, although there have been occasions after I gave the impression of I wasn’t near the microphones, a bit distant.

Galaxy Buds 4 Pro microphone on the bottom of the stem

(Picture credit score: @tshakaarmstrong)

After a couple of week of testing, battery life may be very promising, however I’ve extra exams to run to verify what I’m seeing to date. It appears like Samsung’s claims of seven hours with out ANC and 6 hours with it might maintain when you’ve got superior audio and enhanced ANC options deactivated. With some rivals getting round that a lot with ANC activated and others seeing nearer to eight hours, the Galaxy Buds 4 Professional are at the very least within the operating on battery life.

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Some options aren’t new however are value mentioning, in case you’re new to the Galaxy Buds Professional line. Neck-stretch reminders are nice and show you how to be extra aware of staring down at your telephone for lengthy durations, which is unhealthy to your backbone/neck.

The on-board and offline voice controls are an distinctive option to work together with primary options like quantity up/down, music play/pause, and observe skipping. Head gestures are new this time round and work very reliably for calling capabilities, making them a fantastic, hands-free option to work together along with your earbuds and telephone by nodding or shaking your head.

Galaxy Buds 4 Pro on a desk, next to the Galaxy Buds3 Pro

(Picture credit score: @tshakaarmstrong)

Dwell translation has additionally been refined because the Buds 3 Professional, permitting you to customise a pinch-and-hold choice to activate Interpreter mode. As soon as the gesture prompts the mode, the app opens on the Galaxy S25 Extremely I’m utilizing. It labored completely the primary time I attempted it, taking part in an academic Spanish-language dialog on YouTube. After I tried a Russian-language video, it didn’t routinely acknowledge Russian, so I needed to set the supply language to Russian within the Interpreter app.

Whereas the Spanish translation was stable, the Russian was mediocre. Not the buds’ downside, however value noting. Additionally, it takes a few seconds to offer the audible translation, so I wouldn’t depend on it as a mission-critical translation providing.

Galaxy Buds 4 Pro on a desk

(Picture credit score: @tshakaarmstrong)

Samsung needed the buds to be suitable with different Android gadgets, so the Galaxy Wearables app supplies most of the options even in the event you don’t have a Galaxy gadget, comparable to voice instructions. Music sounds higher with the LE codec activated, however the buds will disconnect from the Galaxy Wearables app. In any other case, you’re utilizing the AAC codec by default, and whereas it nonetheless sounds good, you don’t have the dynamic vary that you just do with LE, or, much more so, when related to a Samsung telephone utilizing the SSC UHQ codec.

Finally, at $250, the Galaxy Buds 4 Professional are a substantial improve over the Buds 3 Professional, however not sufficient to justify upgrading in the event you simply purchased them. General, in the event you use Samsung gadgets, they’re robust to beat proper now — higher sound, higher ANC, improved sturdiness, and sensible on-device controls make them simple to advocate.

Our extinct Australopithecus family members could have had troublesome births

Science

Dr. Mike

March 16, 2026

Our extinct Australopithecus family members could have had troublesome births

Illustration of a feminine Australopithecus sediba carrying an toddler

JOHN BAVARO FINE ART/SCIENCE PHOTO LIBRARY

Childbirth was troublesome and harmful for our ape-like ancestors, a lot as it’s for ladies at present. A brand new examine of the pelvises of Australopithecus means that labour exerted highly effective forces on their pelvic flooring – that means Australopithecus moms risked perineal tearing.

“We present that Australopithecines are fairly much like fashionable people,” says Pierre Frémondière, a midwife at Aix-Marseille College in France. “If that they had a number of deliveries, most likely they might have a better threat of pelvic flooring dysfunction.”

For contemporary people, vaginal childbirth requires lots of pressure, as a large-headed child is pressured by means of a comparatively slim pelvis. One area that’s susceptible to break is the pelvic flooring, a sheet of muscle tissue that hyperlinks the left and proper halves of the pelvis. Many ladies tear their pelvic flooring throughout labour, and it’s been estimated that 1 in 4 girls expertise pelvic flooring problems similar to incontinence or organ prolapse.

Frémondière and his colleagues needed to search out out if comparable difficulties troubled our extinct ancestors. They targeted on Australopithecus, which lived in Africa between about 2 million and 4 million years in the past. These early hominins walked upright however have been additionally nonetheless tailored to spend time in timber, and will have made and used stone instruments. They could have been the ancestors of Homo, the genus to which we belong.

Based mostly on the handful of Australopithecus pelvises which were discovered, the workforce knew that the Australopithecus start canal was oval: it was broad from left to proper, however slim from entrance to again. Non-human primates like chimpanzees have the other set-up, whereas the trendy human start canal is extra round.

To research what would occur in Australopithecus labour, the workforce simulated the pelvises of three people from totally different species: Australopithecus afarensis, Australopithecus africanus and Australopithecus sediba. To mannequin the pelvic flooring muscle tissue, the researchers took an MRI scan of a pregnant lady, extracted the three-dimensional picture of the pelvic flooring, and morphed it to suit the Australopithecus pelvises. Then they simulated a child being pushed by means of the pelvises, and estimated how a lot pressure can be exerted on the pelvic flooring.

They discovered that the Australopithecus pelvic flooring skilled forces of 4.9 to 10.7 megapascals, much like the 5.3 to 10.5 MPa exerted on the human pelvic flooring throughout labour.

The workforce did effectively to make use of a number of Australopithecus pelvises, and to make the comparability to information from a stay human start, says Lia Betti at College School London. “This can be a actually great way of checking that your mannequin is strong.”

Regardless of that, Betti is cautious concerning the outcomes. She says we don’t know if the pelvic flooring muscle tissue of Australopithecus differed from ours, which may have made them roughly resilient to ripping. Additionally, as a examine, the workforce modelled two fashionable human births, and in a single case the newborn didn’t rotate within the start canal as they do in actual life. This means that the simulations are lacking key elements, she says.

“The issue is simply we do not need an enormous quantity of proof,” says Betti. Three Australopithecus pelvises – all from totally different species – is a small dataset. There are not any recognized pelvises from earlier hominin species.

“I believe that we’re simply at the start of this type of examine,” says Frémondière.

New Scientist. Science news and long reads from expert journalists, covering developments in science, technology, health and the environment on the website and the magazine.

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Risk Safety Updates in Safe Firewall 10.0

Machine Learning

Dr. Mike

March 15, 2026

Risk Safety Updates in Safe Firewall 10.0

Because the wants and complexity of organizational networks develop, there’s a better want to supply risk protections that span numerous use circumstances, architectures, and assault vectors. These new capabilities present in our newest firewall software program launch, Cisco Safe Firewall model 10.0, develop the scope of safety to incorporate beforehand unidentified threats, extra precisely match safety guidelines to customers and purposes, and supply higher risk detection capabilities for clustered firewall architectures.

You possibly can take a look at drive these capabilities immediately with Safe Firewall Check Drive, an instructor-led course that may information you thru the Safe Firewall and its highly effective roles in cybersecurity to your group.

Expanded Protections for ML-based Intrusion Prevention

SnortML enhances the strong capabilities of Safe Firewall’s intrusion prevention engine, Snort3, by detecting and analyzing zero-day threats in-line. As a result of this expertise makes use of machine studying to actively determine threats as an alternative of pattern-matching guidelines, it is ready to detect threats for which there could not but be a pattern-based conventional rule.

With the discharge of Cisco Safe Firewall model 10.0, expanded protections masking SQL injection assaults, Command Injection assaults, Cross-Web site Scripting exploits are actually out there. You possibly can study extra about SnortML within the Cisco Safe Necessities SnortML Part.

AppID Default Port Specs

Cisco AppID permits for the speedy automated classification of community site visitors pertaining to particular purposes, drastically simplifying the creation and upkeep of insurance policies controlling entry to them. Cisco Safe Firewall model 10.0 now offers default port specs for purposes in order that new insurance policies set for these purposes will be scoped to the default ports they use. This bolsters safety by making certain guidelines are correctly scoped and never making use of unintentionally to unrelated site visitors by specified with purposes solely making use of to site visitors on the ports the applying is more likely to use. It additionally could enhance efficiency in busy networks with extra complicated safety insurance policies. This habits may be altered in order that the insurance policies apply to all ports if desired. To make sure constant operations, present AppID guidelines is not going to be modified.

DNS Guidelines with Safety Group Tag Attributes

Trendy customers incessantly transfer between networks, altering VLANs, IP addresses, and system profiles, making it difficult to supply DNS filtering guidelines to scoped teams of customers. DNS filtering guidelines are a essential a part of organizational safety, offering the power to dam or redirect domains based mostly on particular person domains, recognized unhealthy actor domains, or classes of web pages.

Safety Group Tags (SGTs) deal with the shifting nature of contemporary customers’ connections by anchoring to a verified consumer identification as an alternative of the ever-changing community attributes. Cisco Safe Firewall model 10.0 ties DNS filtering to SGTs, enabling seamless and correct coverage utility because the consumer strikes throughout networks.

Portscan Detection and Prevention for Clustered Firewalls

Cisco Safe Firewall protects organizations in opposition to undesired portscans, the place instruments quickly probe hundreds of ports throughout community units to go looking out open communication paths and potential exploit vectors. Cisco Safe Firewall model 10.0 brings new capabilities for clustered firewall configurations, permitting identification of portscan makes an attempt even when the connections are distributed amongst firewalls in a cluster. This ensures clustered configurations can quickly determine and enact protections in opposition to these probably exploitative efforts.

It is Simpler Than Ever to Improve

Utilizing AIOps in Cisco Safety Cloud Management, the method to improve your Safe Firewall software program is streamlined and device-personalized. Improve workflows are actually 90% sooner. Safety Cloud Management is a unified administration interface that gives superior safety, simplified operations, and real-time intelligence for a safer, scalable future.

Take a Fingers-On Have a look at Cisco Safe Firewall 10.0

Need to dive deeper into Cisco firewalls? Join the Cisco Safe Firewall Check Drive, an instructor-led, four-hour hands-on course the place you’ll expertise the Cisco firewall expertise in motion and study concerning the newest safety challenges and attacker strategies.

We’d love to listen to what you suppose! Ask a query and keep linked with Cisco Safety on social media.

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We ran 16 AI Fashions on 9,000+ Actual Paperwork. Here is What We Discovered.

Artificial Intelligence

Dr. Mike

March 15, 2026

We ran 16 AI Fashions on 9,000+ Actual Paperwork. Here is What We Discovered.

Choosing a doc AI mannequin is difficult. Each vendor claims 95%+ accuracy. Common-purpose benchmarks check reasoning and code, not whether or not a mannequin can extract a fancy desk from a scanned bill.

So we constructed the Clever Doc Processing (IDP) Leaderboard.

3 open benchmarks. 16+ fashions. 9,000+ actual paperwork. The duties that matter: OCR, desk extraction, key data extraction, visible QA, and lengthy doc understanding.

The purpose is not to provide you one quantity and declare a winner. It is to allow you to dig into the specifics. See the place every mannequin is powerful, the place it breaks, and determine for your self which one suits your paperwork.

The outcomes stunned us. The #7 mannequin scores larger than #1 on one benchmark. Sonnet beats Opus. Nanonets OCR2+ matches frontier fashions at lower than half of the associated fee.

Why 3 benchmarks?

Each benchmark measures one thing totally different. Use one and also you solely see one dimension. So we used three.

OlmOCR Bench: Are you able to reliably parse a messy web page? Dense LaTeX, degraded scans, tiny-font textual content, multi-column studying order. Fashions that excel at one typically fail at one other. This dataset contains various set of pdfs.

OmniDocBench: Does the mannequin perceive the doc’s construction? Formulation, tables, studying order. Structure comprehension, not simply character recognition.

IDP Core: Are you able to extract what a enterprise really wants? This one is ours. Invoices, handwritten textual content, ChartQA, DocVQA, 20+ web page paperwork, six sorts of tables. The stuff that breaks manufacturing pipelines. These are extra reasoning heavy duties than the opposite two benchmarks.

Every mannequin will get a functionality profile throughout six sub-tasks: textual content extraction, formulation dealing with, desk understanding, visible QA, format ordering, and key data extraction.

Discover every mannequin’s functionality profile at: idp leaderboard

What the leaderboard really enables you to do?

Most leaderboards offer you a desk. You have a look at it. You choose the highest mannequin. You progress on. It appears like being a by-stander and never hands-on.

We wished one thing extra clear and hands-on than that.

For that we created the Outcomes Explorer that permits you to see precise predictions and examine fashions on actual paperwork. For any doc within the benchmark, you see the bottom reality subsequent to each mannequin’s uncooked output. This makes you see and examine the use-cases that is related to you.

That is highly effective because it additionally makes you query the bottom reality and offers you the total image of what is going on behind the scenes of every benchmark process.

You possibly can see precisely the place it hallucinated a desk cell or missed a handwritten phrase. Here is an instance displaying how fashions deal with advanced formulation extraction.

1v1 Examine places two fashions aspect by aspect throughout all six functionality dimensions.

How did we run it?

We wished anybody to have the ability to run all three benchmarks. So we made setup as near zero as we might.

Every little thing pulls from HuggingFace. We pre-rendered all PDFs to PNGs and hosted them at shhdwi/olmocr-pre-rendered so you do not want a conversion pipeline. IDP Core embeds pictures instantly within the dataset. Nothing to clone your self or unzip.

The runner works with any mannequin that has an API. Failed runs choose up the place they left off.

Here is the Github repo hyperlink to attempt it your self: IDP Benchmarking repo

Here is what stood out.

Gemini 3.1 Professional dominates VQA duties

Gemini 3.1 scores 85 in VQA, nicely above another mannequin. Closest to it’s GPT-5.4 at 78.2. Relaxation all fashions are in 60’s.

Here is a reasoning query based mostly on ChartVQA

That is additionally seen within the newest benchmarks launched by Google. Gemini 3.1 professional is healthier at reasoning duties. Similar holds true for Doc VQA duties as nicely.

Gemini-3.1 professional is an improve on Gemini-3 professional for VQA duties

Cheaper fashions are surprisingly good

This saved arising.

Sonnet 4.6 (80.8) is nearly as good as Claude 4.6 (80.3)
Gemini-3 flash matches Gemini-3 professional and typically even higher (in Omnidoc bench)

This might level to one thing fascinating. Cheaper fashions match costly ones on extraction. Textual content, tables, format, formulation. They appear to be studying paperwork the identical manner underneath the hood. The hole solely seems once you ask them to purpose about what they learn. That is the place larger fashions pull forward, and that is the place Gemini 3.1 Professional’s lead really comes from.

Similar is confirmed beneath by the potential radar between Gemini 3.1-pro and Gemini 3-flash:

Gemini-3-Flash Matches Gemini-3.1 professional in every part besides VisualQA

Value modifications the maths

Here is the half that issues for those who’re processing paperwork at any actual quantity.

The Nanonets OCR2+ mannequin is a good steadiness for each accuracy and value on the subject of scale. Click on right here for the mannequin’s full profile

The place issues nonetheless break!

Sparse, unstructured tables stay the toughest extraction process.

Most fashions land beneath 55%. These are tables the place cells are scattered, many are empty, and there aren’t any gridlines to information the mannequin. Solely Gemini 3.1 Professional and GPT-5.4 constantly deal with them at 94% and 87% respectively, nonetheless nicely beneath their 96%+ on dense structured tables

Click on Right here to test the Gemini 3.1-pro outputs on lengthy sparse docs

Here is how different fashions break

Here is how a protracted sparse desk appears to be like. Gemini 3.1 Professional crushes it.

Handwriting OCR hasn’t crossed 76%. The perfect mannequin is Gemini 3.1 Professional at 75.5%. Digital printed OCR is 98%+ for frontier fashions. Handwriting is a basically totally different drawback and no mannequin has cracked it.

Chart query answering is unreliable. Nanonets OCR2+ leads at 87%, Claude Sonnet follows at 85%, GPT-5.4 drops to 77%.

The failures are particular: axis values misinterpret by orders of magnitude, the unsuitable bar chosen, off-by-one errors on carefully spaced knowledge factors.

Nanonets OCR2+ performing higher than Gemini-3 flash on Chart VQA questions

Handwritten kind extraction hallucinates on clean fields. Each mannequin clusters between 80-84% on this process. The failure mode is constant: fashions fill in values for fields which are clean on the shape. A reputation, a date, a standing that does not exist within the doc.

Gemini > Claude = OpenAI

The pecking order was settled. Gemini led, Claude adopted, OpenAI trailed. GPT-4.1 scored 70.0. No one was selecting OpenAI for doc work.

For GPT-5.4 Desk extraction went from 73.1 to 94.8. DocVQA went from 42.1% to 91.1%. GPT-5.4 bought higher at understanding paperwork and reasoning.

The general scores are actually 83.2, 81.0, 80.8. Shut sufficient that the rating issues lower than the form. Claude leads on formulation. GPT-5.4 leads on tables and QA. Gemini leads on OCR and VQA.

Gemini fashions simply do sightly higher total (trigger of higher VQA)

One factor price noting: Claude fashions had stricter content material moderation that affected sure paperwork. Previous newspaper scans, textbook pages, and historic paperwork typically triggered filters. This harm Claude’s scores (solely in OmniDoc and OlmOCR).

Now, Which Mannequin Do you have to choose?

Each vendor will inform you their mannequin is 95%+ correct. On structured tables and printed textual content, they may be proper. On sparse tables, handwritten types, and 20-page contracts, most fashions wrestle.

Operating a high-volume OCR pipeline? Nanonets OCR2+ provides you top-tier accuracy at $10 per thousand pages.

Processing advanced tables or want excessive accuracy on reasoning over paperwork? Gemini 3.1 Professional is well worth the premium at $28/1K pages.

Constructing a easy extraction workflow on a finances? Sonnet and Flash match their costly siblings on extraction duties. Nanonets OCR2+ suits right here too, sturdy accuracy with out the frontier price ticket.

However do not take our phrase for it. The leaderboard has the scores. The Outcomes Explorer has the precise predictions. Decide a process that matches your workload. Have a look at what they output on actual paperwork. Then determine.

What’s subsequent

We will probably be including extra open-source fashions and doc processing pipeline libraries to the leaderboard quickly. If you’d like a selected mannequin evaluated, request it on GitHub.

We’ll hold refreshing datasets too. Benchmarks that by no means change develop into targets for overfitting.

The leaderboard is at idp-leaderboard.org. The Outcomes are open. The code is open. Go have a look at what these fashions really do together with your sorts of paperwork. The numbers inform one story. The Outcomes Explorer tells a extra trustworthy one.

Hundreds of thousands of children take melatonin however medical doctors are elevating purple flags

Science

Dr. Mike

March 15, 2026

Hundreds of thousands of children take melatonin however medical doctors are elevating purple flags

Melatonin has rapidly develop into one of the extensively used sleep aids for youngsters around the globe. Its reputation is essentially pushed by the assumption that it’s a pure and simply accessible resolution for insomnia. Nevertheless, new analysis means that its speedy progress in use has moved quicker than the scientific understanding of how secure and efficient it actually is for youngsters over the long run.

Melatonin seems to supply clear advantages for sleep difficulties in kids with neurodevelopmental situations. But for youngsters with out these situations, robust proof stays restricted. Researchers are additionally involved about inconsistent dosing in over-the-counter merchandise, use with out medical supervision, and a rising variety of unintentional ingestions. Taken collectively, these issues level to the necessity for extra warning, stronger regulation, and clearer proof primarily based steerage when melatonin is used to deal with sleep issues in kids.

Why Households Are Turning to Melatonin

Sleep difficulties have gotten more and more widespread amongst kids and youngsters. Poor sleep can affect emotional regulation, cognitive improvement, and general well being. As dad and mom search for fast and handy options, melatonin dietary supplements have develop into extensively used as a result of they’re simple to acquire, typically are available little one pleasant kinds, and are extensively perceived as a secure various to prescription medicines.

Regardless of that notion, melatonin is definitely a hormone that impacts extra than simply sleep cycles. It performs roles in regulating the immune system, metabolism, and reproductive processes. Analysis on melatonin use in kids continues to be uneven. Many research solely study quick time period outcomes or give attention to particular scientific populations. Due to these limitations, researchers say there may be an pressing must fastidiously consider the protection, effectiveness, and acceptable use of melatonin in pediatric care.

Assessment Examines World Melatonin Use in Youngsters

A story evaluation printed in World Journal of Pediatrics, by researchers at Boston Youngsters’s Hospital explored the speedy rise of melatonin use amongst kids and adolescents worldwide. The evaluation analyzed scientific proof associated to melatonin’s effectiveness, security profile, and patterns of actual world use.

Researchers discovered a transparent mismatch between the widespread use of melatonin and the restricted quantity of long run scientific knowledge out there. The evaluation additionally highlighted issues about inappropriate use, inconsistent product high quality, and the shortage of robust regulatory oversight for sleep dietary supplements marketed to kids.

Proof Reveals Advantages for Some Youngsters

In response to the evaluation, melatonin use amongst kids has elevated sharply over the previous decade. This progress is very noticeable in nations the place the complement is offered over-the-counter.

Sturdy scientific proof helps melatonin’s quick time period advantages for youngsters with neurodevelopmental problems equivalent to autism and a focus deficit hyperactivity dysfunction. In these circumstances, melatonin may also help kids go to sleep extra rapidly, lengthen complete sleep time, and enhance general high quality of life for caregivers.

Restricted Knowledge for Sometimes Growing Youngsters

The scenario is much less clear for youngsters who would not have underlying developmental situations. Analysis on this group is proscribed and sometimes inconsistent. Most randomized scientific trials have been quick in length and focus totally on older kids or youngsters. In consequence, researchers can not draw robust conclusions about youthful kids, regardless that melatonin use in that age group is turning into extra widespread.

Long run security knowledge are particularly restricted. Scientists nonetheless have unanswered questions on whether or not melatonin may affect puberty, immune perform, metabolism, or neurological improvement when used over prolonged durations.

Security Issues About Melatonin Merchandise

The evaluation additionally highlights a number of questions of safety which will happen outdoors managed scientific environments. Testing of business melatonin dietary supplements has revealed main variations between labeled doses and the precise quantity of melatonin contained in some merchandise. In some circumstances, dietary supplements contained a number of occasions the acknowledged dose or surprising compounds equivalent to serotonin.

Knowledge from pediatric poison management facilities additionally present a pointy improve in unintentional melatonin ingestions amongst kids. Younger kids seem significantly susceptible, typically resulting from gummy formulations that resemble sweet and improper storage at house. These findings counsel that the dangers related to actual world melatonin use could also be larger than beforehand assumed.

Consultants Urge Cautious and Restricted Use

Researchers warning that melatonin shouldn’t be handled as a fast repair for childhood sleep issues. Though it may be helpful in sure fastidiously chosen conditions, significantly when guided by a healthcare skilled, it mustn’t substitute thorough sleep assessments or behavioral interventions.

The evaluation stresses that each clinicians and caregivers ought to view melatonin as a biologically lively hormone fairly than a innocent complement. With out stronger proof and higher regulation, routine or unsupervised use may expose kids to pointless dangers whereas drawing consideration away from confirmed non pharmacological methods that assist wholesome sleep.

Behavioral Sleep Methods Stay First Line Therapy

The findings have vital implications for pediatric medication, public well being coverage, and caregiver training. Behavioral approaches to sleep ought to stay the first therapy for childhood insomnia. These methods embody sustaining constant bedtime routines, limiting display publicity earlier than mattress, and setting age acceptable sleep expectations.

If melatonin is used, the evaluation recommends beginning with the bottom efficient dose, limiting the length of therapy, and utilizing it solely below medical supervision. Researchers additionally emphasize the necessity for stronger oversight of melatonin merchandise designed for youngsters, clearer labeling requirements, and extra long run scientific analysis. These steps may assist make sure that kids obtain secure, efficient, and proof primarily based assist for wholesome sleep.

3 Questions: On the way forward for AI and the mathematical and bodily sciences | MIT Information

Machine Learning

Dr. Mike

March 15, 2026

3 Questions: On the way forward for AI and the mathematical and bodily sciences | MIT Information

Curiosity-driven analysis has lengthy sparked technological transformations. A century in the past, curiosity about atoms led to quantum mechanics, and finally the transistor on the coronary heart of contemporary computing. Conversely, the steam engine was a sensible breakthrough, nevertheless it took elementary analysis in thermodynamics to completely harness its energy.

At present, synthetic intelligence and science discover themselves at an analogous inflection level. The present AI revolution has been fueled by a long time of analysis within the mathematical and bodily sciences (MPS), which offered the difficult issues, datasets, and insights that made trendy AI potential. The 2024 Nobel Prizes in physics and chemistry, recognizing foundational AI strategies rooted in physics and AI purposes for protein design, made this connection not possible to overlook.

In 2025, MIT hosted a Workshop on the Way forward for AI+MPS, funded by the Nationwide Science Basis with assist from the MIT Faculty of Science and the MIT departments of Physics, Chemistry, and Arithmetic. The workshop introduced collectively main AI and science researchers to chart how the MPS domains can finest capitalize on — and contribute to — the way forward for AI. Now a white paper, with suggestions for funding companies, establishments, and researchers, has been revealed in Machine Studying: Science and Know-how. On this interview, Jesse Thaler, MIT professor of physics and chair of the workshop, describes key themes and the way MIT is positioning itself to guide in AI and science.

Q: What are the report’s key themes relating to final 12 months’s gathering of leaders throughout the mathematical and bodily sciences?

A: Gathering so many researchers on the forefront of AI and science in a single room was illuminating. Although the workshop contributors got here from 5 distinct scientific communities — astronomy, chemistry, supplies science, arithmetic, and physics — we discovered many similarities in how we’re every partaking with AI. An actual consensus emerged from our animated discussions: Coordinated funding in computing and information infrastructures, cross-disciplinary analysis strategies, and rigorous coaching can meaningfully advance each AI and science.

One of many central insights was that this must be a two-way road. It’s not nearly utilizing AI to do higher science; science may also make AI higher. Scientists excel at distilling insights from complicated programs, together with neural networks, by uncovering underlying rules and emergent behaviors. We name this the “science of AI,” and it is available in three flavors: science driving AI, the place scientific reasoning informs foundational AI approaches; science inspiring AI, the place scientific challenges push the event of latest algorithms; and science explaining AI, the place scientific instruments assist illuminate how machine intelligence truly works.

In my very own subject of particle physics, as an illustration, researchers are growing real-time AI algorithms to deal with the information deluge from collider experiments. This work has direct implications for locating new physics, however the algorithms themselves develop into priceless properly past our subject. The workshop made clear that the science of AI must be a group precedence — it has the potential to rework how we perceive, develop, and management AI programs.

In fact, bridging science and AI requires individuals who can work throughout each worlds. Attendees persistently emphasised the necessity for “centaur scientists” — researchers with real interdisciplinary experience. Supporting these polymaths at each profession stage, from built-in undergraduate programs to interdisciplinary PhD applications to joint college hires, emerged as important.

Q: How do MIT’s AI and science efforts align with the workshop suggestions?

A: The workshop framed its suggestions round three pillars: analysis, expertise, and group. As director of the NSF Institute for Synthetic Intelligence and Elementary Interactions (IAIFI) — a collaborative AI and physics effort amongst MIT and Harvard, Northeastern, and Tufts universities — I’ve seen firsthand how efficient this framework could be. Scaling this as much as MIT, we will see the place progress is being made and the place alternatives lie.

On the analysis entrance, MIT is already enabling AI-and-science work in each instructions. Even a fast scroll by MIT Information reveals how particular person researchers throughout the Faculty of Science are pursuing AI-driven initiatives, constructing a pipeline of information and surfacing new alternatives. On the similar time, collaborative efforts like IAIFI and the Accelerated AI Algorithms for Information-Pushed Discovery (A3D3) Institute focus interdisciplinary vitality for larger impression. The MIT Generative AI Impression Consortium can also be supporting application-driven AI work on the college scale.

To foster early-career AI-and-science expertise, a number of initiatives are coaching the following era of centaur scientists. The MIT Schwarzman Faculty of Computing’s Widespread Floor for Computing Schooling program helps college students turn out to be “bilingual” in computing and their dwelling self-discipline. Interdisciplinary PhD pathways are additionally gaining traction; IAIFI labored with the MIT Institute for Information, Methods, and Society to create one in physics, statistics, and information science, and about 10 % of physics PhD college students now go for it — a quantity that is more likely to develop. Devoted postdoctoral roles just like the IAIFI Fellowship and Tayebati Fellowship give early-career researchers the liberty to pursue interdisciplinary work. Funding centaur scientists and giving them area to construct connections throughout domains, universities, and profession phases has been transformative.

Lastly, community-building ties all of it collectively. From centered workshops to massive symposia, organizing interdisciplinary occasions alerts that AI and science isn’t siloed work — it’s an rising subject. MIT has the expertise and assets to make a big impression, and internet hosting these gatherings at a number of scales helps set up that management.

Q: What classes can MIT draw about additional advancing its AI-and-science efforts?

A: The workshop crystallized one thing vital: The establishments that lead in AI and science would be the ones that suppose systematically, not piecemeal. Assets are finite, so priorities matter. Workshop attendees have been clear about what turns into potential when an establishment coordinates hires, analysis, and coaching round a cohesive technique.

MIT is properly positioned to construct on what’s already underway with extra structural initiatives — joint college strains throughout computing and scientific domains, expanded interdisciplinary diploma pathways, and deliberate “science of AI” funding. We’re already seeing strikes on this route; this 12 months, the MIT Schwarzman Faculty of Computing and the Division of Physics are conducting their first-ever joint college search, which is thrilling to see.

The virtuous cycle of AI and science has the potential to be really transformative — providing deeper perception into AI, accelerating scientific discovery, and producing sturdy instruments for each. By growing an intentional technique, MIT shall be properly positioned to guide in, and profit from, the approaching waves of AI.

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3 Questions: On the way forward for AI and the mathematical and bodily sciences | MIT Information