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2026 m. balandžio 20 d., pirmadienis

The Algorithm Will See You Now


"We reduced time to treatment in stroke by over an hour, which is really meaningful," says Chris Mansi, a neurosurgeon and co-founder of Viz.ai. Turns out artificial intelligence is more than vibe coding or summarizing dull meetings. It is also a lifesaver.

 

A stroke can be ischemic, clots blocking the flow of blood to the brain, or hemorrhagic, blood vessels rupturing in the brain. After a hospital's stroke team assesses your speech and balance, they order a CT scan to figure out the cause. Blockages can be treated with tPA medication to dissolve clots, while brain bleeding requires neurosurgery.

 

"Time is brain," doctors say -- two million neurons are lost each minute during an ischemic stroke.

 

AI to the rescue. Dr. Mansi founded Viz.ai in 2016 with David Golan, a machine-learning expert, who weeks earlier was at Stanford Hospital with a suspected stroke. "He saw the problem through the eyes of a data scientist, thinking, 'How do they not have technology to read these scans?' " Dr. Mansi says over lunch in San Francisco. Back then at a typical hospital, "workflow was very messy. It was 13 or 14 different calls and handoffs," lining up doctors and procedures. For hypertrophic cardiomyopathy -- the thickening of heart muscles -- it was 56 steps.

 

Viz.ai's process of using AI to create care pathways begins with algorithms that assess scans. By automating many of the next steps, including logistics between doctors and staff, the company shortened initial treatment time by as much as 88 minutes. It also reduced treatment time variability from two hours to seven minutes. "Each patient is getting treated faster but more consistently as well."

 

In 2018 Viz.ai was the first to get Food and Drug Administration clearance for AI system use in healthcare. It took some education, Dr. Mansi recalls: "They thought it was for helping the radiologist. But if you want to help the patient, you can't just help the radiologist or the neurosurgeon, the individual doctor. You have to help the entire workflow. It's a system problem, and once we explained that, they realized this was good for American patients."

 

Viz.ai ran clinical trials, many of them in the Southeast, a region known as the "stroke belt" for the disease's high prevalence. After FDA approval, hospitals in Chattanooga, Tenn., and Atlanta rolled out Viz.ai's platform. It is now in 2,000 U.S. hospitals covering 230 million people, about two-thirds of the American population -- and 35 hospitals in Europe. Business is growing 40% a year.

 

By solving the workflow-efficiency problem, "we create high-agency doctors," Dr. Mansi says. "Twenty percent of the problem is detecting disease. Eighty percent is organizing the workflow so the patient gets to the right specialist to diagnose and see the patient." Viz.ai creates an "AI care pathway that takes a patient from initial tests all the way through to definitive treatments." It isn't an AI doctor, but "you've got the world's best fellow working for you all the time."

 

Selling any software to hospitals is hard, so Viz.ai set up a platform to handle issues beyond stroke care. "We have 55 pathways available" for different treatments, Dr. Mansi says, including pulmonary embolism, chronic obstructive pulmonary disease and cancer. "Thirty-five to 40 of those are from other companies, including Microsoft, that have come to us and said, 'Hey, can you deploy this detection algorithm into your health system?'" Hospitals have rules set up: "We implement them into software."

 

Here's where it gets really interesting. The platform's inputs are "imaging of any type -- ECG, heart tracings, echocardiograms, blood tests, labs, genetic tests and, importantly, the electronic health record," Dr. Mansi says. "A year and a half ago, every single care pathway that we built was imaging-based as a trigger." An AI scan of an image would set a patient on a treatment plan. "This year, 90% of our care pathways that we've launched have been electronic-health-records-triggered."

 

Could this mean earlier detection, before symptoms? "We're now doing probably 90% of the work of the doctor automatically, before the doctor's even seen the patient, which is magical for that doctor, because they come in, everything's organized for them," Dr. Mansi says. So the AI does 90% of the grunt work? He nods: "But not the word I'd use. We're giving them guidelines and they're deciding. We've not had one complaint."

 

Viz.ai is working with Anthropic and talking to OpenAI and others. "Claude means we can now synthesize a 900-page electronic health record and get the signal. And that allows us to expand the number of diseases to, really, every single disease." The goal is to head off harm by finding a disease before it causes symptoms. "It fits into the narrative that should be told more, which is an AI for good."

 

There are AI competitors like AIdoc, which started with pulmonary embolisms, and OpenEvidence, which doctors use to help diagnose diseases. The more the better.

 

Dr. Mansi is thinking about the big picture. "The agentic evolution is doing more work for doctors, nurses and administrators. It's all the different tasks they do, because if you can take some of the burden off them, more patients are treated. Their economics get better and patients get better. That's my big focus."” [1]

 

1. Inside View: The Algorithm Will See You Now. Kessler, Andy.  Wall Street Journal, Eastern edition; New York, N.Y.. 20 Apr 2026: A13.  

Lithuania needs to ban tutoring. It prevents poor talent and, by increasing parents’ expenses, makes it more difficult for parents to have more children.


The debate on banning or regulating tutoring in Lithuania involves a complex balance of social inequalities, the quality of education and the economic burden on families. While tutoring helps students achieve higher academic results, research shows that it can increase social exclusion when lower-income families cannot afford it.

Here are the main arguments related to the influence of tutoring:

 

Arguments for banning or regulating tutoring (based on the problems identified):

 

Increasing social inequality: Research shows that “shadow education” (tutors) is best accessible to high-income families, so talented but poor talents may be left behind because they cannot benefit from additional education.

Economic burden on families: Tutoring services are becoming increasingly common in primary grades, which increases costs that can become an obstacle to having more children.

Gaps in the education system: The growing need for tutors indicates overcrowded classes and insufficient individual attention in schools.

 

Other perspectives:

 

Support and stress reduction: On the other hand, tutors often help reduce stress during exam sessions, fill learning gaps and help students achieve better results.

Municipal initiatives: In order to reduce inequality, some Lithuanian municipalities have started to finance tutoring services for disadvantaged students.

Need for regulation: Instead of banning, experts often emphasize the need to regulate this area to ensure the quality of services and reduce social exclusion.

 

The use of tutors in Lithuania increased in 2024–2025, which indicates strong pressure on students to achieve high results.

Lietuvoje reikia uždrausti korepetitorius. Jis užkerta kelią nepasiturintiems talentams ir, keldami tėvų išlaidas, apsunkina galimybę tėvams turėti daugiau vaikų.


Diskusija dėl korepetitorių veiklos draudimo ar reguliavimo Lietuvoje apima sudėtingą socialinių nelygybių, švietimo kokybės ir ekonominės naštos šeimoms balansą. Nors korepetitoriai padeda mokiniams siekti aukštesnių akademinių rezultatų, tyrimai rodo, kad tai gali didinti socialinę atskirtį, kai, mažesnes pajamas gaunančios, šeimos negali sau to leisti.

Štai pagrindiniai argumentai, susiję su korepetitorių įtaka:

 

Korepetitorių veiklos draudimo ar reguliavimo argumentai (pagal nurodytas problemas):

 

    Socialinės nelygybės didinimas: Tyrimai rodo, kad „šešėlinis švietimas“ (korepetitoriai) geriausiai prieinamas, dideles pajamas gaunančioms, šeimoms, todėl gabūs, bet nepasiturintys talentai gali likti nuošalyje, nes negali pasinaudoti papildomu ugdymu.

    Ekonominė našta šeimoms: Korepetitorių paslaugos tampa vis labiau įprastos jau pradinėse klasėse, o tai didina išlaidas, kurios gali tapti kliūtimi turėti daugiau vaikų.

    Švietimo sistemos spragos: Didėjantis korepetitorių poreikis rodo perpildytas klases ir nepakankamą individualų dėmesį mokyklose.

 

Kitos perspektyvos:

 

    Pagalba ir streso mažinimas: Kita vertus, korepetitoriai dažnai padeda sumažinti stresą egzaminų sesijų metu, užpildo mokymosi spragas ir padeda mokiniams pasiekti geresnių rezultatų.

    Savivaldybių iniciatyvos: Siekdamos mažinti nelygybę, kai kurios Lietuvos savivaldybės pradėjo finansuoti korepetitorių paslaugas nepasiturintiems mokiniams.

    Poreikis reguliavimui: Užuot draudus, ekspertai dažnai pabrėžia būtinybę reguliuoti šią sritį, kad būtų užtikrinta paslaugų kokybė ir sumažinta socialinė atskirtis.

 

Korepetitorių naudojimas Lietuvoje 2024–2025 m. augo, o tai rodo didelį spaudimą mokiniams pasiekti aukštus rezultatus.

Shocking act by Israeli soldier in Lebanon

 

The Israeli military (IDF) confirmed on April 20, 2026, that a photo circulating on social media showing a soldier vandalizing a Christian religious symbol is authentic.

 

Here are the key facts about the incident:

 

Details of the incident: The photo shows an Israeli soldier using a hammer to smash the head of a statue of Jesus Christ in southern Lebanon. The statue was privately owned by a Maronite family.

Location: The incident took place in the village of Debel, located in southern Lebanon near the Israeli border.

Military response: The IDF said the behavior was “completely incompatible with the values ​​of the military.” The northern command has launched a criminal investigation and the soldier will face strict disciplinary action.

Condemnation from top leaders:

Prime Minister Benjamin Netanyahu said he was “shocked and saddened” and strongly condemned the act.

Foreign Minister Gideon Sa’ar called the incident “shameful” and officially apologized to all Christians whose feelings were hurt.

Reconstruction work: The military has pledged to help the local community rebuild and return the statue to its place.

The Lithuanian press has covered the incident very briefly, with most of the information hidden behind a paywall:

 

“An Israeli soldier in Lebanon smashed a statue of Jesus Christ. The Israeli military said on Monday that it had determined that a photo circulating on social media showing a soldier in southern Lebanon hitting a statue of Jesus Christ was authentic and showed one of its soldiers.”

 

 


Libane – šokiruojantis Izraelio kario poelgis

 

Izraelio kariuomenė (IDF) 2026 m. balandžio 20 d. patvirtino, kad socialiniuose tinkluose platinama nuotrauka, kurioje matomas, krikščionių religinį simbolį niokojantis, karys, yra autentiška.

 

Štai pagrindiniai faktai apie šį incidentą:

 

    Įvykio detalės: Nuotraukoje užfiksuota, kaip Izraelio karys Pietų Libane kūju daužo Jėzaus Kristaus skulptūros galvą. Skulptūra buvo privati nuosavybė, priklausanti vienai maronitų šeimai.

    Vieta: incidentas įvyko Deblo (Debel) kaime, esančiame Pietų Libane netoli Izraelio sienos.

    Kariuomenės reakcija: IDF pareiškė, kad toks elgesys „visiškai nesuderinamas su kariuomenės vertybėmis“. Šiaurės vadovybė pradėjo baudžiamąjį tyrimą, o kario atžvilgiu bus imtasi griežtų drausminių priemonių.

    Aukščiausių vadovų pasmerkimas:

        Premjeras Benjaminas Netanyahu pareiškė esąs „sukrėstas ir nuliūdęs“ bei griežtai pasmerkė šį poelgį.

        Užsienio reikalų ministras Gideonas Sa’aras pavadino incidentą „gėdingu“ ir oficialiai atsiprašė visų krikščionių, kurių jausmai buvo įžeisti.

    Atstatymo darbai: Kariuomenė įsipareigojo padėti vietos bendruomenei atstatyti ir grąžinti statulą į jos vietą.

Lietuvos spauda šį įvykį nušvietė labai trumpai, informacija daugiausia slepiama už apmokėjimo sienos:

 

„Izraelio kareivis Libane daužė Jėzaus Kristaus statulą. Izraelio kariuomenė pirmadienį pranešė nustačiusi, kad socialiniuose tinkluose platinama nuotrauka, kurioje matyti, kaip kareivis Pietų Libane smogia į Jėzaus Kristaus statulą, yra autentiška, joje matomas vienas iš Izraelio karių.“

 


 

So Ukrainians were sitting on cheap fossil energy too. And we thought that fertile land would pull them out. Mass farm closures expected in Ukraine

“The number of cows is already gradually being reduced in Ukraine, while cattle exports abroad are increasing. Dairy farms are operating at a loss and will begin to close en masse closer to summer, and in the fall the situation in the industry may become critical.

 

This is what Olena Župinas, Deputy General Director of the Milk Producers Association, told UNIAN.

 

“We will see a mass reduction in the number of livestock and farm closures in May-June, when the 2025 feed will run out. With such a high cost of field work in 2026, farmers will decide not to sow fodder crops, but to reduce the herd,” O. Župinas told UNIAN.

 

So far, the number of dairy farms has not decreased significantly, because farmers continue to use old feed stocks.

 

“Currently, the situation in the industry remains the same as it was at the end of February, before the war in Iran began. However, in the fall, the situation in milk production may become critical,” the expert notes.

 

Milk producers will feel the impact of the rising prices for energy resources and fertilizers due to D. Trump’s war in the Middle East in about a month.

 

“If we take into account the current prices for feed, which were grown when diesel was twice as cheap and fertilizers were much cheaper, the price of milk from farms does not cover its production costs. It will increase by at least 20-25 percent,” predicts V. Župinas.”

 

 


Tai ir ukrainiečiai sėdėjo ant pigios iškastinės energijos. O mes manėme, kad derlinga žemė juos ištraukia. Ukrainoje laukiama masinio ūkių uždarymo

„Ukrainoje jau dabar palaipsniui mažinamas karvių skaičius, kartu didėja galvijų eksportas į užsienį. Pieno ūkiai dirba nuostolingai ir arčiau vasaros pradės masiškai užsidarinėti, o rudenį padėtis pramonėje gali tapti kritinė.

 

Taip Pieno gamintojų asociacijos generalinio direktoriaus pavaduotoja Olena Župinas sakė UNIAN.

 

„Masinį gyvulių skaičiaus mažinimą ir ūkių uždarymą pamatysime gegužės-birželio mėnesiais, kai baigsis 2025 m. pašarai. Esant tokiai dideliai 2026 m. lauko darbų savikainai, ūkininkai nuspręs ne sėti pašarinius augalus, o mažinti bandą“, – UNIAN sakė O. Župinas.

 

Kol kas pieno ūkių ženkliai nesumažėjo, nes ūkininkai ir toliau naudoja senas pašarų atsargas.

 

„Šiuo metu padėtis pramonėje išlieka tokia pati, kokia buvo vasario pabaigoje, prieš prasidedant karui Irane. Tačiau rudenį pieno gamybos padėtis gali tapti kritinė“, – pažymi ekspertas.

 

Dėl D. Trumpo karo Artimuosiuose Rytuose kylančių energijos išteklių ir trąšų kainų poveikį pieno gamintojai pajus maždaug po mėnesio.

 

„Jei jau dabartinėmis kainomis už pašarus, kurie buvo užauginti, kai dyzelinas buvo dvigubai pigesnis, o trąšos – gerokai pigesnės, tai pieno kaina iš ūkių nepadengia jo gamybos sąnaudų. Ji padidės mažiausiai 20-25 proc.“, – prognozuoja V. Župinas.“