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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: NASA Finds yeni Way Earth May Have Received Elements Needed for Life

    Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: NASA Finds yeni Way Earth May Have Received Elements Needed for Life

    4 Min Read

    NASA Finds yeni Way Earth May Have Received Elements Needed for Life

    The image is dominated by a dusty disk extending from upper left to lower right and tilted toward the viewer.  It resembles patchy clouds with small rocky bits scattered throughout. At 4 o’clock and 11 o’clock are two small, embedded planets. The outer edges of the disk are reddish, the middle orange, and the inner region yellow-white. At the center is a gap within which is a bright white star.

    This is an artist’s impression of a young star surrounded by a protoplanetary disk. Darker rings in the disk are where objects like planetesimals are forming, clearing a path through the debris.

    Credits:
    Illustration: ESO

    NASA-supported scientists have provided yeni information about how the early Earth may have acquired some elements necessary for the planet to become habitable. They also suggest a yeni role for Jupiter in the distribution of these elements throughout the young solar system. The study, published today in Science Advances, examines this history by looking at the ratio of phosphorus to nitrogen in iron meteorites and in younger objects known as chondrites.

    The study suggests that Earth acquired its inventory of the life-essential elements phosphorous and nitrogen primarily from the inner solar system, without requiring a significant contribution from outer solar system chondrites

    Debjeet Pathak

    Rice University

    Planetary system formation

    Our solar system formed from gas and dust that swirled around the proto-Sun more than 4.5 billion years ago. This gas contained the raw materials needed to form planets, moons, and ultimately life as we know it. Two elements of particular importance for life are nitrogen and phosphorus.

    The image shows a standard Periodic Table of Elements with the boxes containing H, C, N, O, P, and S highlighted in blue. A faded comic book style image is the background shows meteorites raining down from space and crashing into the surface of a rocky body.
    All life on Earth needs the same elements: carbon, hydrogen, nitrogen, oxygen, phosphorus, and sulfur (CHNOPS). These elements came from space, born inside stars and spread in clouds of gas and dust. Gravity then caused this material to gather together, forming yeni stars and smaller objects like planets.
    NASA

    In the earliest stages of the solar system, gas and dust coalesced into bodies known as planetesimals. As these objects orbited the young Sun in this chaotic environment, planetesimals collided, leaving shattered remnants throughout the system. Eventually, many of these pieces were incorporated into planets and moons. Other pieces survive today as asteroids, still orbiting the Sun, and – if they have impacted the Earth and been recovered – as meteorites. These meteorites provide a window into the early solar system at a time before the Earth existed. Chondrites and iron meteorites are two different classes of these meteorites.

    As their name suggests, iron meteorites are dense, metallic objects and are primarily made of iron-nickel alloy. Chondrites, on the other hand, are stony objects and they are responsible for most of the meteorites that have been found on Earth.

    Each type of meteorite originates from planetesimals that formed at different times in our system. The oldest generation of planetesimals are the source of iron meteorites. Chondrites came from a second generation of planetesimals that formed 2-3 million years later.

    Habitable planet building

    Understanding how the Earth was made and the timing of its formation is important for astrobiologists who study how and when our planet became habitable for life as we know it. The young Earth needed to have a supply of life’s ingredients, including nitrogen and phosphorus, for the first living cells to form.

    There is debate between scientists over where Earth’s stock of life-essential elements came from. Some evidence points to chondrites in the outer solar system traveling inward to arrive at Earth late in our planet’s formation process. However, the yeni study tells a different story.

    Using laboratory experiments and geochemical models, the team reconstructed a map of phosphorus-nitrogen (P/N) ratios across the early solar system and found differences between the first (iron meteorites) and second (chondrites) generations of planetesimals.

    An illustration of a slice of a bright orange sun, with planets, a comet and asteroids against a blue-black backround.
    An illustration of our solar system. The asteroid belt is located between Mars and Jupiter, separating our system into what we refer to as the inner and outer regions.
    NASA/JPL-Caltech

    The experiments and subsequent geochemical modeling showed that the first generation had a higher ratio of P/N in the outer solar system, with that ratio decreasing toward the inner solar system. This trend was reversed in the second generation of planetesimals, with higher P/N ratios in the inner solar system.

    The thought is that during the formation of the first generation of planetesimals, there was an outward flow of material that raised the P/N ratio in the outer solar system. Then came Jupiter.

    For our own solar system, Jupiter’s presence and growth history, indeed, seem to have played a critical role in determining the distribution of the basic chemical ingredients necessary for habitable worlds.

    Rajdeep Dasgupta

    Rice University

    As Jupiter formed and grew to a tremendous size (and gravitational influence), the planet restricted the movement of phosphorus and nitrogen from the inner to outer solar system. This meant that when the second generation of planetesimals appeared, those in the inner solar system were left with a higher P/N ratio than their cousins further out.

    “For our own solar system, Jupiter’s presence and growth history, indeed, seem to have played a critical role in determining the distribution of the basic chemical ingredients necessary for habitable worlds,” said Rajdeep Dasgupta of Rice University in Houston and senior author on the study. “It remains an open question whether a life-essential element budget similar to Earth’s can be established without a Jupiter-like planet in the population.”

    Geochemical accretion modeling further shows that Earth’s present-day P/N signature is best reproduced by the inner solar system planetesimals, either those related to iron meteorites or those related to chondrites.

    “The study suggests that Earth acquired its inventory of the life-essential elements phosphorous and nitrogen primarily from the inner solar system, without requiring a significant contribution from outer solar system chondrites,” said study lead author Debjeet Pathak, graduate student at Rice University.

    For more information on astrobiology at NASA, visit:

    https://science.nasa.gov/astrobiology

    Karen Fox / Molly Wasser
    Headquarters, Washington
    202-358-1600
    [email protected]  / [email protected]

    About the Author

    Aaron Gronstal

    Aaron Gronstal

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    Jun 03, 2026

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Curiosity Blog, Sols 4908-4912: Goodbye Campo Marte, It’s Been Fun!

    Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Curiosity Blog, Sols 4908-4912: Goodbye Campo Marte, It’s Been Fun!

    5 min read

    Curiosity Blog, Sols 4908-4912: Goodbye Campo Marte, It’s Been Fun!

    A tight close-up view looking down into a circular instrument opening on the Curiosity Mars rover. The interior features a gold-toned, smooth metallic funnel that slopes inward, ending in a fine, woven silver-colored wire mesh screen with a regular square grid pattern. Bright, radial light reflections streak down the inner walls of the funnel toward the center. Resting on the surface of the mesh screen are a few tiny dark specks and one small, light-colored, irregularly shaped grain of material.
    NASA’s Mars rover Curiosity acquired this image of the inlet on its Chemistry & Mineralogy X-Ray Diffraction instrument (CheMin), which is about the size of a laptop computer and sits inside rover’s body, where it analyzes the chemical composition of rocks and soil. Curiosity captured the image using its Mars Hand Lens Imager (MAHLI), a close-up camera located on the turret at the end of the rover’s robotic arm, on May 28, 2026 — Sol 4908, or Martian day 4,908 of the Mars Science Laboratory Mission — at 11:14:14 UTC.
    NASA/JPL-Caltech/MSSS

    By Susanne P. Schwenzer, Professor of Planetary Mineralogy at The Open University, UK

    Earth planning date: Friday, May 29, 2026

    Drilling always keeps the rover in place for a little while, and our 47th successful drill, “Campo Marte,” was no exception. The team used the time wisely and on top of the drilling, we also have many observations. Thinking for a long time about a workspace always gets me attached to the area — some more than others; at the shorter stops, especially — when I am on shift several times during this time. I was Science Operations Working Group chair three times while we were here, so it’s a real “Goodbye” for me today as we are driving onward to reach the next area up the hill on Mount Sharp.

    The Campo Marte drill was successful, as my colleague Abigail Fraeman reported last week. This week was spent investigating the aftermath of the drilling, which means running the CheMin instrument to get mineralogical data and the SAM instrument to inspect the volatile releases. ChemCam, APXS, MAHLI and Mastcam were also busy documenting the drill hole and the drill fines, as well as how much sample there was available overall.

    Of course, Curiosity also had a very good look at the other interesting targets in the area! Besides all the work on the drill hole, ChemCam carried out an expert’s targeting exercise by setting two targets up to aim at two different layers on adjacent spots on the finely laminated sediments. That involves aiming at millimeter-sized targets, named “Corcovado” and “Junakas,” respectively, about 3 meters away (about 10 feet)! We are curious if the layers are chemically different, which would tell us about different formation conditions, or if they are similar and the conditions when those layers formed were more similar. ChemCam is also looking at the target “Palcaya” to get more data on the chemistry of the layered bedrock, and will investigate the target “Alcamachi,” which is a float rock that looks intriguingly dark. Maybe that tells us it’s got a different chemistry? We will find out when we get the data!

    In addition to the chemistry measurements, ChemCam will also carry out a spectral investigation on the target “Magallanas,” which was a little too far away to also point the laser at it, but is intriguingly dark. This last week, ChemCam also planned three long-distance RMIs to document the sedimentary structures — younger and older ones — in the surrounding area. One of them drew the suspicion that it might break a record: it might be the longest strip of RMI images we have taken in one mosaic! The jury is out, it’s 24 frames and this way links up with an earlier, shorter set of images. The reason the mosaic is so long is because it images a small ridge with sedimentary textures that could tell us about the depositional conditions when the rock layers formed. But how cool is that — at 13+ years to still break our own records?

    Since our arrival, Mastcam has been very busy getting the entire region around us imaged. In addition, some higher-resolution mosaics have been taken, most notably one of the locations where the remaining sample was dropped, and then of the workspace to see again how much sample might — or might not — have been left in the drill stem and fallen out when Curiosity did the motions that are designed to shake any remaining sample out of the drill, to leave it prepared for the next time. Another imaging task, but for MAHLI, is to always image the sample inlets, also, to see if they are clean and prepared for the next sample. I included the MAHLI image of the CheMin inlet — don’t worry about the little rock, it’s with us for a while, and the CheMin team now calls it “our pet rock.”

    APXS joined the drill-hole investigations and has been focused on it even more than usual. The team decided that this is a very good opportunity to increase counting statistics beyond the usual and well-tested levels by significantly increasing the measurement time. To achieve that, it measured the Campo Marte drill fines in all plans of this week. And on the last night of that, MAHLI gets out its LED lights to finish the experiment with a sparkling nighttime MAHLI experiment to document it all.

    Our environmental team has kept the rover busy by looking at atmospheric opacity, dust activity, dust-devil activity and, of course, also monitoring the environment in general. With all this finished, the rover will continue its way up the hill to the next interesting area. I heard something like “cross-bedding” during the discussions, but as a mineralogist, I just note that that decision was taken by people who know more about sediments than I do, while I am itching to see the CheMin mineralogy results!

    A rover sits on the hilly, orange Martian surface beneath a flat grey sky, surrounded by chunks of rock.
    NASA’s Curiosity rover at the base of Mount Sharp
    NASA/JPL-Caltech/MSSS

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    Jun 03, 2026

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Mayıs ayı enflasyon verileri açıklanacak, beklentiler ne yönde?

    Türkiye İstatistik Kurumu (TÜİK), mayıs ayı enflasyon verilerini 5 Haziran’da açıklayacak. Tüketici Fiyat Endeksi’ndeki (TÜFE) aylık ve yıllık değişimi ifade eden enflasyonun mayıs ayında da yüksek seyrini sürdürmesi bekleniyor.

    Orijinal Kaynağa Git

  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: A Moonlit Earth as Seen From Artemis II

    Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: A Moonlit Earth as Seen From Artemis II

    Earth’s full disk is seen through the window of a spacecraft. The glow of aurora, a sliver of the Sun, and fuzzy zodiacal light surround the planet, and city lights are visible on the continents.
    April 2, 2026

    One of the first images transmitted back to Earth from the Artemis II mission was a stunner. In a single image, Earth’s full disk appears amid celestial phenomena that illustrate its place in the solar system. And although the visible hemisphere appears to be awash in sunlight, it is actually lit by moonlight. The astronauts’ vantage point provided a rare opportunity to capture nighttime features—most notably lights from human habitation—from a yeni perspective.

    An Artemis crew member captured the photo from the Orion spacecraft after it completed the translunar injection burn, which sent the spacecraft out of Earth orbit and on a trajectory toward the Moon. In the photo, Earth eclipses the Sun from Orion’s perspective, leaving only a small sliver of its bright light visible around the bottom right edge. Green auroras, caused by charged particles from the Sun interacting with Earth’s upper atmosphere, glow around the north and south poles (lower left and upper right, respectively).

    The Sun’s light also produces the fuzzy glow, known as zodiacal light, that appears to the lower right of Earth. This phenomenon comes from sunlight reflecting off interplanetary dust. Skywatchers on Earth may see it at certain times of year around dawn or dusk as a faint column of light extending up from the horizon. Data collected by NASA’s Juno spacecraft on its journey to Jupiter suggest that Mars may be a significant source of the dust particles that produce zodiacal light. Earth’s other planetary neighbor, Venus, appears as the bright object in the bottom right of the image.

    Earth’s full disk is seen through the window of a spacecraft. Various features are labeled. The glow of aurora, a sliver of the Sun, and fuzzy zodiacal light surround the planet, and city lights are visible on the continents.
    April 2, 2026

    On Earth itself, city lights are evidence of human activity. Bright areas appear in Spain, Portugal, and northern Africa (lower left), sub-Saharan Africa (center left), and Brazil (center right). Digital camera technology—with help from the illumination of a full Moon—made it possible to see these and other details of Earth’s surface and atmosphere in low light. The crew set the camera’s ISO to 51,200 to make it highly sensitive to light. For comparison, an ISO setting of 100 or 200 is common for daytime photography.

    Previous nighttime views of Earth taken from spacecraft may look very different from this photo but have also inspired and enlightened. For instance, the Apollo 12 crew photographed Earth eclipsing the Sun in 1969; astronaut Alan Bean would go on to depict his impressions of the event in paintings.

    More recently, astronauts aboard the International Space Station have photographed the planet at night from low Earth orbit, while NASA’s Black Marble nighttime lights product suite uses satellite observations to produce science-quality records of nighttime lights at daily, monthly, and yearly time scales. Those programs provide sustained data records, while the Artemis II photo is distinctive as a single human-captured full-disk view showing many low-light features at once.

    Cindy Evans, senior exploration scientist in the Astromaterials Research and Exploration Science Division at NASA’s Johnson Space Center, was working in the Science Evaluation Room during the Artemis II mission and was one of the first people on Earth to see the image. Evans was struck both by its beauty and the perspective revealed by all the visible solar system features. “I love the image so much because it was taken with Earth in moonshine, and shows Earth as a solar system body, a dynamic planet interacting with the solar wind, and a place harboring life,” she said.

    The image is scientifically valuable, as well, said Miguel Román, Deputy Director for Atmospheres and Data Systems at NASA’s Goddard Space Flight Center. “It speaks powerfully to the breadth of what NASA does across science and human exploration,” he said. Román studies artificial light at night, as viewed from space, as a measurable signal of human activity.

    “[This photo] reminds us that Earth at night is visually compelling, physically complex, and scientifically underexplored,” Román said. “I see this image as a glimpse of what Earth science can become in the future.”

    NASA images prepared for Earth Observatory by Lauren Dauphin. Story by Lindsey Doermann.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Yerebatan Sarnıcı’nın İBB’den devrine yürütmeyi durdurma kararı

    İstanbul Büyükşehir Belediyesi (İBB) mülkiyetinde bulunan Yerebatan Sarnıcı’nın Vakıflar Genel Müdürlüğü’ne devredilmesiyle ilgili İstanbul Bölge İdare Mahkemesi 8. İdare Dava Dairesi, yürütmeyi durdurma kararı verdi.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: CHP’de yeni Yüksek Disiplin Kurulu, Özel dönemindeki ihraçları iptal etti

    CHP’nin 38. Olağan Kurultayı’na ilişkin “mutlak butlan” kararının ardından olası ihraçlar konusunda gözlerin çevrildiği Yüksek Disiplin Kurulu’nun (YDK) ilk toplantısından, Kasım 2023 kurultayı sonrası yapılan ihraçların yok hükmünde olduğu kararı çıktı.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Gözlemlenebilirlik platformu Coralogix, 200 milyon dolar yatırım aldı

    Gözlemlenebilirlik platformu Coralogix, 200 milyon dolar yatırım aldı. Şirketin 200 milyon dolarlık yatırım turuna Advent ve The Canada Pension Plan Investment Board (CPPIB) ortaklaşa liderlik etti. Coralogix’in yatırım turunda Greenfield Partners ve Brighton Park Capital yer aldı. 

    2014 yılında kurulan şirketin değerlemesi 1.6 milyar dolara yükseldi. Coralogix’in toplam yatırım miktarı ise 550 milyon dolar oldu. 

    Şirket, aldığı yeni yatırımı yapay zeka ajanlarının davranışlarını takip eden ve karmaşık yazılım sistemlerini daha iyi analiz eden yeni gözlemlenebilirlik ürünleri geliştirmek ve dünya genelinde büyümek için kullanacağını açıkladı.

    Ariel Assaraf, Yoni Farin, Guy Kroupp ve Lior Redlus tarafından faaliyete geçirilen Coralogix, yazılım sistemlerinin performansını ve sağlığını izlemeye odaklanan bir gözlemlenebilirlik şirketi olarak tanımlanıyor. Platform, şirketlerin uygulamalarından ve altyapılarından gelen log, metrik ve trace verilerini toplayarak bunları tek bir platformda analiz eder ve sistemlerde neler olup bittiğinin anlaşılmasını sağlıyor. Bu sayede bir uygulama yavaşladığında ya da hata verdiğinde sorunun kaynağı hızlıca tespit edilebiliyor, sistem davranışları uçtan uca görünür hale getirilir ve olası problemler daha büyümeden fark edilebiliyor.

    Son dönemde ise özellikle yapay zeka ajanlarının ve otonom yazılımların artmasıyla birlikte Coralogix, sadece klasik yazılım sistemlerini değil yapay zeka tabanlı sistemleri de izlemeye odaklanarak bu ajanların ne yaptığını, nasıl davrandığını ve nerede hata verdiğini anlamayı sağlayan yeni nesil izleme çözümleri geliştiriyor.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Google Labs’ten kişisel yapay zeka destekli hikaye uygulaması: Dreambeans

    Google Labs’in yeni deneysel uygulaması Dreambeans, Google hizmetlerinden toplanan verileri kullanarak yapay zeka ile resmedilmiş hikayelerden oluşan özel bir liste ortaya koyuyor. Genel olarak yaşam tarzı önerileri sunan bu hikayeler ziyaret edilecek yerleri, keşfedilecek konuları, denenecek şeyleri, yaklaşan gezileri veya haberdar olmanız gereken etkinlikleri içeriyor.

    Dreambeans, bu fikirleri kullanıcının Google verilerine dayanarak oluşturuyor. Şirketin belirttiğine göre; izin verdiğinizde Dreambeans, Kişisel Zeka’yı kullanarak Gmail, Takvim, Fotoğraflar, YouTube ve Arama Geçmişi gibi Google uygulamalarındaki bilgileri birleştiriyor ve yeni fikirler uyandırmak üzere tasarlanmış sınırlı sayıda günlük hikaye koleksiyonu oluşturuyor.

    Örneğin Dreambeans, Gmail’deki bir teslimat bilgisini ve Takvim’deki yaklaşan bir buluşmayı birlikte değerlendirerek kullanıcılara evcil hayvan eğitimi ipuçları veya yakınlardaki köpek dostu restoranlar gibi öneriler sunabiliyor. Dreambeans, yalnızca kişiselleştirilmiş hikayeler sunmakla kalmıyor; web genelinden aldığı bilgilerle kullanıcıları bir sonraki adıma yönlendirmeyi de amaçlıyor.

    Kullanıcılara günde genellikle 10 ila 14 arası hikaye sunuluyor. Hikayelerin sınırlı sayıda olmasının nedeni insanların telefona olan bağımlılığının önüne geçmek. Bu ilham verici hikayelerle Google, kullanıcıların sanal akışlara olan bağımlılığını azaltarak onları fiziksel aktivilere yönlendirmeyi hedefliyor. 

    Yalnızca kullanıcıların, hikayelere erişimi bulunuyor. Yani başkaları Dreambeans hikayelerini göremiyor. Ayrıca kullanıcıların istedikleri zaman verilerini silebileceğini belirtelim. Aynı şekilde kullanıcılar, araca hangi Google hizmetlerini bağlamak istediklerini de seçebiliyor. Kullanıcılar ilgilerini çeken hikayeleri kütüphanelerine kaydedebiliyor; ayrıca önerilere geri bildirim vererek sonraki günlük koleksiyonların daha kişisel hale gelmesine katkıda bulunabiliyor.

    Android ve iOS platformlarında yayına alınan Dreambeans, ABD’de bulunan ve şartları karşılayan Google AI Ultra aboneleri tarafından kullanılabiliyor. Eğer kişisel bir Google hesabınız bulunuyorsa, bekleme listesine kaydolmanız da mümkün.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: How small businesses can leverage AI

    This article is from Making AI Work, MIT Technology Review’s limited-run yenisletter examining how to apply LLMs across industries. To receive it in your inbox,sign up here.

    From accounting to design to market research and product development, there’s a staggering breadth of skills needed to run a business. A large company can hire experts to handle these tasks, but small businesses don’t always have this luxury.

    That’s where AI comes in. Today’s AI models do a decent job at these tasks. The trick for small businesses is to understand where AI is good enough and where it’s not.

    One place where a “good enough” AI can already be quite valuable to small business owners is in providing secretarial skills and handling basic administrative matters. Let’s take a look at how one private tutor is using it to improve his recordkeeping and free up his time.

    Case study

    Sam Finnegan-Dehn works in fundraising for a charity, but he moonlights as a math and philosophy tutor for university students from his home in London. Through this part-time business, he can leverage his degrees in philosophy and share his love of the subject with clients.

    But meeting with students is only a fraction of the work it takes to be a good tutor. He also plans lessons and finds fresh reading materials, creates assignments, sends invoices, and keeps up with yeni research—all on top of his regular job. Given these demands, Finnegan-Dehn doesn’t have as much time as he’d like to grow his tutoring roster.

    So he’s turned to AI for some help in managing the day-to-day aspects of his business. He says AI has taken on a secretarial role across all of his digital notebooks, where he jots down reminders about his clients’ progress and yeni readings to keep himself up-to-date. He describes using AI as kind of like having a second memory that helps him connect ideas he’s written down in various places.

    While he has experimented with different tools like Claude and ChatGPT, he’s now landed on Notion AI because it integrates better with his tutoring notes, which live across his notebook tabs in the Notion app. Finnegan-Dehn doesn’t use AI to create teaching materials, but he does let Notion AI record meetings with his clients (after getting their consent), and then uses its automated summaries to refine his teaching strategy. For example, if he notices from the AI’s summary that it seems like a certain technique was not helping a student, he may change how he approaches the subject next time.

    Beyond this, Notion AI also helps him with goal-setting, drafting lesson notes, invoicing, and generating and syncing social media posts. For goal-setting, for example, Finnegan-Dehn says he understands his long-term goals for his business but not always the concrete steps to build to them. He uses AI to help fill in these gaps. He starts by writing down a “North Star” goal—say, to have a certain number of clients by the end of the year. Next, he asks his AI to generate the steps that he needs to take to get there, given the profile he has built up in the app. Then, he can reflect on the results and choose which tasks to tackle first.

    The tool

    Notion has been a big player in note-taking software for many years. Its AI add-on, released in late 2023, now has tools that enable it to interact with many other online productivity platforms. There’s an email client, calendar integrations, and a yenily released agent. And while this level of access has raised privacy concerns, it can also make for a pretty powerful virtual assistant.

    Many of the tasks targeted by Notion AI are less creative and more rote: syncing information across documents or searching through old scribbles, for example. This makes the tool especially appealing to small business owners, who have limited bandwidth, particularly for menial work.

    Other companies are developing tools targeted at specific industries. For example, Grandma’s Quilt Shop in Yuma, Arizona, uses Rain, which has a software suite tailored to craft companies, to generate inventory descriptions and pricing for its stock of fabric designs. The owners claim this AI tool cuts the time it takes to list items by 60 to 80%.

    There are drawbacks, though, as Finnegan-Dehn described some of Notion AI’s idiosyncrasies as “clunky” at times. And the AI add-on for Notion costs $20 per month. As with all yeni tools, small business owners should carefully assess how the potential gains and headaches measure up against the cost of just doing the job themselves.

    User tips

    Consider these points when thinking about whether AI might be able to help you run a business, or make any part of your work life just a little bit easier. 

    • Look before you leap. Since LLMs feed on the data you input to answer your queries or complete tasks, you want to give them information in a way that’s convenient for you and for the model. For many of these notebook AI services, this means, for example, using their platform for notetaking so you don’t have to input or upload notes later. Because of this, it’s a good idea to weigh your options carefully before committing to an AI-powered ecosystem.
    • Work to your strengths. Think about what skills you lack in-house, and see if AI can either help with training or take these tasks on for you. Just be aware: AI hallucinates and makes mistakes, so think about where accuracy is needed and keep humans in charge there.
    • AI isn’t always the best tool. It’s okay to use something off the shelf when that’s the better choice. It’s going to be safer, for example, to use existing payment processing platforms like Shopify or Square than to vibe-code one using AI.
    • Consider using local models for any sensitive information. Our reporting has covered the risks that online AI models have in leaking sensitive data, and there have been many reports about how AI companies collect your data when you ask their chatbots questions. Even if your business doesn’t handle personal information, there can still be some things you’d prefer not to share publicly. In these cases, using an open-source model that makes inferences on your prompts locally can be a great option, instead of ChatGPT or Claude or other proprietary models. Thankfully, some LLMs can now be run off of laptops and small desktops. Here’s how to set one up and start using it.

    Sign up for Making AI Work, MIT Technology Review’s limited-run yenisletter examining how to apply LLMs across healthcare, climate tech, education, and more.

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  • Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Webrazzi Summit 2026’nın ilk konuşmacıları belli oldu!

    Şu başlığı türkçeleştir ve başlangıcını içinde bulunduğmuz yıl – title şeklinde hazır ve geri döndür. Başlık:: Webrazzi Summit 2026’nın ilk konuşmacıları belli oldu!

    Türkiye’nin en etkili teknoloji ve girişimcilik konferansı Webrazzi Summit 2026, 21 Ekim‘de Wyndham Grand İstanbul Levent‘te gerçekleşecek. Webrazzi’nin 20. yılında düzenlenecek konferans, teknoloji ve girişimcilik ekosisteminin önemli isimlerini yeniden bir araya getirecek.

    Webrazzi Summit, her yıl olduğu gibi 2026’da da sektörün önemli isimleri ve binlerce katılımcıyla; yapay zeka, şirketlerin iş yapış biçimlerini yeniden şekillendiren teknolojiler, fintech, dijital pazarlama, girişimcilik, yatırım ekosistemi ve sürdürülebilirlik gibi başlıklarda teknoloji dünyasının gündemini belirleyen konuları ele alacak. Gün boyunca eş zamanlı paneller, sunumlar ve workshop’larla devam edecek etkinlikte katılımcılar, iş dünyasının dönüşümüne yön veren fikirler ve teknolojilerle buluşma fırsatı yakalayacak.

    Webrazzi Summit 2026’ya katılmak için, süper erken kayıt indirimlerinden yararlanarak buradan bilet alabileceğinizi de hatırlatalım.

    Dilerseniz şimdi gelin, Webrazzi Summit 2026’nın ilk tur konuşmacılarına göz atalım.

    Webrazzi Arena geri dönüyor!

    Bu arada bir duyuruyu da araya sıkıştıralım. Gerçi “duyuru” demek ne kadar doğru emin değiliz; çünkü Arda Kutsal bizden önce davranıp dün sosyal medya hesabından haberi verdi bile. 🙂

    Evet, Webrazzi Arena geri dönüyor. Başvuru süreci ve detaylar çok yakında paylaşılacak. Kısacası, önümüzdeki günlerde girişim ekosisteminde heyecanın dozu biraz daha artacak gibi görünüyor.

    21 Ekim’de görüşmek üzere!

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