• Building an AI Travel Assistant: Lessons from Real-World Challenges
    towardsai.net
    LatestMachine LearningBuilding an AI Travel Assistant: Lessons from Real-World Challenges 0 like February 10, 2025Share this postAuthor(s): Prisca Ekhaeyemhe Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Imagine planning a trip and needing instant flight updates best prices, shortest layovers, and real-time availability all in one chat. Thats exactly what I set out to build: an AI-powered travel assistant.image from openAI chatYouve probably heard the saying: AI wont replace you, but the person using AI will. While AI can generate code, understanding the fundamentals is still crucial. The best way to learn? Get your hands dirty.As I developed this chatbot using OpenAIs API, I ran into several unexpected challenges. Here are three major roadblocks I faced and the solutions I discovered along the way.ChatGPTs web interface has a browsing feature, but this capability isnt available when calling OpenAIs API directly. This meant my assistant couldnt fetch live flight data on its own I needed an external API.To retrieve real-time flight details, I used SerpAPI, which returns all necessary information (prices, routes, layovers, airlines) in a single call. However, if a user first asks for price and then later asks for flight routes, calling the API again would be wasteful. Challenge: How do I store and reuse the API response so that my chatbot Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post
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  • The Best Deals Today: AirPods, Gaming Chairs, Witcher Gwent Deck, Power Bank, and More
    www.ign.com
    Check out the best deals for Monday, February 10. You can save $10 off Anker's new and improved high-capacity power bank, or treat yourself to a premium gaming chair on sale during Secretlab's Presidents' Day Sale. If you're a fan of Witcher's famous card game series, the IGN Store has a tabletop Gwent deck up for preorder. Check out more of today's deals down below.Apple AirPods Pro for $169Apple AirPods Pro 2 with USB-CJust in time for Valentine's Day, Amazon is offering the 2nd generation Apple AirPods Pro wireless noise-canceling earbuds for only $169 shipped, a savings of 32% off and the best price so far this year. Although the new AirPods 4 earbuds are also discounted (the noise-canceling model is currently priced at $148.99), between the two, the AirPods Pro are still the best earbuds because of superior sound quality and noise cancelation.New Release: Anker 25,000mAh 165W Power BankAnker 25,000mAh 165W Power Bank with Two Built-In USB Type-C CablesAnker quietly released a new high-capacity power bank earlier this year that sits alongside the Anker 737 and Prime series of power banks. This particular model boasts a massive 25,000mAh battery capacity, 165W of total charging output, and two built-in USB Type-C cables in case you forget to bring your own. It's also attractively priced at under $100, and there's even a deal today that drops the price by another $10 to $89.99. This is a great complement to your power-hungry gaming handheld PC like the Steam Deck, Asus ROG Ally, or Lenovo Legion Go.Secretlab Presidents' Day SaleSecretlab Titan EvoSecretlab Titan 2020Secretlab Titan Evo LitePreorder (Out November 24)Secretlab Titan Evo Nanogen Edition$799.99 at SecretlabNot Yet Available (Out 2025)Secretlab Titan Recliner Add-On$199.00 at SecretlabFixed Gaming DeskSecretlab MagnusElectric Standing DeskSecretlab Magnus ProSecretlab has already kicked off its Presidents' Day Sale, which starts now and runs until February 17. Save up to $139 off Secretlab's popular Titan line of gaming chairs, Magnus gaming desks (including the Magnus Pro electric standing desk model), and accessories like the Secretlab Skins upholstery covers, desk mats, cable management, and more. Unfortunately, new releases like the Titan Evo Nanogen chair and the recliner add-on are exempt from this sale. Preorder the Gwent Card Game at the IGN StoreShips August 2025Preorder The Witcher: Gwent The Legendary Card Game$40.00 at IGN StoreHere's your chance to preorder the tabletop version of Witcher's addictive card game. This is an officially licensed and CD Projekt Red backed edition consisting of over 400 playing cards faithfully reproducing the iconic designs from The Witcher 3. Preorders ship out sometime in August.Vita Coco Coconut Water Makes the Best Smoothie BasesSee it at Vita CocoLenovo Presidents' Day SaleLenovo Legion Tower 7i Intel Core i9-14900KF RTX 4080 Super Gaming PC with 32GB RAM, 2TB SSDApply second code: BUYMORELENOVO (may be auto applied)Lenovo Legion Tower 5 AMD Ryzen 7 7700 RTX 4070 Ti Super Gaming PC with 32GB RAM, 1TB SSDApply second code: BUYMORELENOVO (may be auto applied)Lenovo has kicked off its Presidents' Day sale early with big price drops on two of its most popular Legion prebuilt gaming desktop computers. You will have to apply two stackable coupon codes: "EXTRAFIVE" and "BUYMORELENOVO", although the second one might automatically be added to your cart. If you're waiting for RTX 50-series GPUs to come back in stock, don't. The RTX 40-series GPUs easily meet current gaming needs at a more affordable price point, and they're readily in stock.In our recent Legion Tower 7 review, Jacqueline Thomas wrote that "the Legion Tower 7i is an incredibly powerful gaming PC, especially for the money youre likely going to be paying for it. If all you want is a powerful, upgradeable machine without having to go through the trouble of building it yourself, its hard to find many gaming PCs better than this one."Seagate Expansion 20TB Desktop Hard DriveSeagate Expansion 20TB USB 3.0 Desktop Hard DriveIf you're shopping for a huge amount of local storage, here's a deal that beats pretty much anything I saw during Black Friday. For a limited time, Best Buy is offering this massive Seagate Expansion 20TB USB 3.0 Desktop Hard Drive for only $229.99 shipped. That averages out to a mere $11.50 per TB of storage.Buy One Get One 50% Off SteelSeries Gaming PeripheralsAdd 2 To CartTWO (2) Arctis Nova Pro Wireless Gaming HeadsetAdd 2 To CartTWO (2) Arctis GameBuds Wireless EarbudsAdd 2 To CartTWO (2) Arctis Nova 7 Wireless Gaming HeadsetAdd 2 To CartTWO (2) Arctis Nova 5 Wireless Gaming HeadsetAdd 2 To CartTWO (2) Apex Pro Gen 3 KeyboardAdd 2 To CartTWO (2) Apex Pro TKL Gen 3 KeyboardAdd 2 To CartTWO (2) Apex Pro Mini Wireless KeyboardAdd 2 To CartTWO (2) Apex Pro TKL 2023 KeyboardAerox 9 Wireless MouseAerox 3 Wireless MouseAdd 2 To CartArena 9 5.1ch PC SpeakersArena 7 2.1ch PC SpeakersArena 3 2.0ch PC SpeakersSteelSeries has kicked off an impressive Valentine's Day Sale with a rare promotion: buy one gaming headset, mouse, keyboard, or other gaming accessory and get a second item for 50% off with coupon "VALENTINE50". The second item will be of equal or lesser value and does not stack with instant discounts. All orders over $49 ship free. The Nova Pro is our favorite gaming headset, and we also recently picked the Apex Pro Gen 3 as the best gaming keyboard.Note that in all of my examples, I added two of the same item to cart to activate the discount. However, you don't need to buy the same item. For instance, you could add the Arctis Nova Pro wireless headset and the Apex Pro keyboard and get 50% off the keyboard (since it's the lower priced item).Apple AirPods 4 for Only $99.99Apple AirPods 4Amazon has discounted the newest generation Apple AirPods 4 earbuds by up to 25% off. The base model is currently down to $99.99 (originally $129). This is the first time we've seen the AirPods 4 earbuds drop below $100. In fact, that's a better deal than what we saw during Black Friday or Cyber Monday.30% Off Panther Vision Hand Warmers and Lighted BeaniesPanther Vision Powercap 3.0 Lighted Headlamp BeaniePanther Vision Powerpaw 602R Electric Hand Warmer and Power BankIf you're looking for a practical Valentine's Day gift idea, Panther Vision is offering a big 30% coupon code that works sitewide. If you suffer from cold appendages, the Panther Vision 602R rechargeable hand warmer is small enough to fit in your jacket pocket. It offers three different heat settings depending on how numb your fingers are, boasts an IP67 waterproof rating, and can even double up as a 5,000mAh USB Type-C power bank for emergencies.Pair it with the Panther Vision lighted beanie, which will keep your noggin warm while lighting up the way with a built-in LED headlamp rated for up to 150 lumens at max output. If you prioritize longevity over intensity, the 15-lumen setting will last up to 10 hours on a single charge. There are plenty of other useful gadgets on the site, including portable lamps and flashlights, so you might want to stock up to reach the $60 free shipping threshold.PDP Riffmaster Wireless Guitar Controller for $104For PS5 and PS4PDP Riffmaster Wireless Guitar ControllerThe Riffmaster wireless guitar controller sold out quickly when it first launched in 2024, but it's back and discounted today. This is one of very few widely available guitar controller peripherals that works with Rock Band 4 and Fortnite Festival.Apple iPad 10.9" 10th Gen for $279BlueApple iPad (10th Generation) 64GB Wi-FiSilverApple iPad (10th Generation) 64GB Wi-FiYellowApple iPad (10th Generation) 64GB Wi-FiPinkApple iPad (10th Generation) 64GB Wi-FiAhead of Valentine's Day, Amazon has just dropped the price of the latest model 10th gen Apple iPad to $279 shipped. Currently all colors including Blue, Silver, Pink, and Yellow are discounted. Although this price is about $20 higher than what we saw during Black Friday, This is the best price we've seen so far this year for the 10th gen iPad.Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.
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  • Today's NYT Mini Crossword Answers for Tuesday, Feb. 11
    www.cnet.com
    Looking forthe most recentMini Crossword answer?Click here for today's Mini Crossword hints, as well as our daily answers and hints for The New York Times Wordle, Strands, Connections and Connections: Sports Edition puzzles.The NYT Mini Crosswordcreators love to put some very similar words next to each other. Check out 6-Across and 7-Across for an example of what I mean. Today's puzzle wasn't super difficult, but read on if you need some more help. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.The Mini Crossword is just one of many games in the Times' games collection. If you're looking for today's Wordle, Connections, Connections: Sports Edition and Strands answers, you can visitCNET's NYT puzzle hints page.Read more: Tips and Tricks for Solving The New York Times Mini CrosswordLet's get at those Mini Crossword clues and answers. The completed NYT Mini Crossword puzzle fo Feb. 11, 2025. NYT/Screenshot by CNETMini across clues and answers1A clue: Yoga discipline with a name from SanskritAnswer: HATHA6A clue: ___ run (testing-out stage)Answer: TRIAL7A clue: ___ run (jog in the woods)Answer: TRAIL8A clue: Deflect an attack, in fencingAnswer: PARRY9A clue: "Woo-hoo!"Answer: YAYMini down clues and answers1D clue: Internet address starterAnswer: HTTP2D clue: Matrixlike gridAnswer: ARRAY3D clue: Headwear for a princessAnswer: TIARA4D clue: Like Chewbacca and Mr. SnuffleupagusAnswer: HAIRY5D clue: Supporter of L.G.B.T.Q. rightsAnswer: ALLYHow to play more Mini CrosswordsThe New York Times Games section offers a large number of online games, but only some of them are free for all to play. You can play the current day's Mini Crossword for free, but you'll need a subscription to the Times Games section to play older puzzles from the archives.
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  • Legacy Of Kain: Soul Reaver 1 & 2 Remastered Is Getting Another Physical Switch Release
    www.nintendolife.com
    Pre-orders are now live.In case you missed it, Legacy of Kain: Soul Reaver 1 & 2 Remastered was released on the Switch at the end of last year.A new physical retail version has now surfaced, and it's being distributed by Aspyr - the same team behind the modern re-release. This will be priced at $29.99 USD or you can grab a deluxe edition for $49.99. Pre-orders are now live on Amazon, with a release scheduled to take place in June 2025.Read the full article on nintendolife.com
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  • Round Up: The First Impressions Of Capcom Fighting Collection 2 Are In
    www.nintendolife.com
    Subscribe to Nintendo Life on YouTube796kCapcom last week confirmed the Capcom Fighting Collection 2 would be arriving on the Switch and multiple other platforms in May 2025.Ahead of the launch of this new collection, the first batch of previews and impressions have gone live. Starting with fighting game enthusiast Maximillian Dood, who went hands-on with select titles including Capcom vs. SNK 2, Project Justice and Street Fighter Alpha 3 Upper during a Capcom event. Here's his summary:"So far from the few ones we played, they all ran really good, but because I had the most experience with something like a Capcom vs. SNK 2 that one to me felt especially refined because of that experience, and I have good news that it feels wonderful."Subscribe to Nintendo Life on YouTube796kWatch on YouTube Digital Trends mentioned how this new collection was a delightful mix:"If you love video game history, Capcom Fighting Collection 2 is the kind of package youll want to own when it launches this year. Its a snapshot of a delightfully experimental era for fighting games, one that the Dreamcast played a major role in. If youre anything like me, with a hunger for oddball games, theres a good chance youll find your next favorite fighting game here."Destin also enjoyed his "first look" preview:"If it's feeling this good now, I'm pretty optimistic with how good it's going to be at launch...this a great collection...getting to play Capcom vs. SNK was realy, really fun."Restart also enjoyed reliving Capcom's earlier games with this latest collection:"I recently had a hands-on preview with Capcom Fighting Collection 2, and I'm pleased to report that, much like the previous compilations the studio has released (Capcom Fighting Collection and Marvel vs. Capcom Fighting Collection: Arcade Classics), this new release comes filled to the brim with quality-of-life changes that maintain the sanctity of the original titles while modernizing the packages to meet our current standards. These games play exactly as you might remember them, and if you never did, it will be easier than ever to jump into them and understand the love they've accrued over the decades." Pre-orders now liveWill you be picking up this collection on Switch? Let us know in the comments.Related GamesSee AlsoShare:00 Liam is a news writer and reviewer for Nintendo Life and Pure Xbox. He's been writing about games for more than 15 years and is a lifelong fan of Mario and Master Chief. Hold on there, you need to login to post a comment...Related ArticlesNintendo Reconfirms Release Windows For Major Upcoming Switch Games... and the Switch 2!Nintendo Talks About Future Switch Support Ahead Of Switch 2 Launch"We would like to continue releasing new titles""Nintendo Is Probably The Easiest To Scam" - Devs Discuss The Current State Of The eShopThe rise of "eSlop"PlatinumGames Wipes Several Games From Its Website's PortfolioIncluding Star Fox Zero and 'Project G.G.'
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  • Apple and Google take down malicious mobile apps from their app stores
    techcrunch.com
    Apple and Google have pulled as many as 20 apps from their respective app stores after security researchers found the apps were carrying data-stealing malware for almost a year.Security researchers at Kaspersky said the malware, dubbed SparkCat, has been active since March 2024. Initially, the researchers found the malicious framework within a food delivery app used in the United Arab Emirates and Indonesia but later found the malware on 19 other, unrelated apps, which they say were cumulatively downloaded more than 242,000 times through Googles Play Store.Using code thats designed to capture text visible on the users display known as optical character recognition (OCR) researchers found the malware scanned the image galleries on victims devices for keywords to find recovery phrases for cryptocurrency wallets across various languages, including English, Chinese, Japanese, and Korean.By using the malware to capture a victims recovery phrases, attackers could gain complete control over a victims wallet and steal their funds, the researchers found.The malware could also enable the extraction of personal information from screenshots, such as messages and passwords, the researchers said.Upon receiving the report from the researchers, Apple pulled the compromised apps from the App Store last week, followed by Google.All of the identified apps have been removed from Google Play, and the developers have been banned, Google spokesperson Ed Fernandez told TechCrunch.Googles spokesperson also confirmed that Android users were protected from known versions of this malware through the in-built Google Play Protect security feature.Apple did not respond to requests for comment.Kaspersky spokesperson Rosemarie Gonzales told TechCrunch that while the reported apps were pulled from the official app stores, the companys telemetry data suggested that the malware was also available from other websites and non-official app stores.
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  • ESAs space telescope Euclid discovers astonishing' Einstein ring
    www.foxnews.com
    By Greg Wehner Fox News Published February 10, 2025 9:52pm EST close Debris from SpaceX Starship streaks through the sky SpaceX's Starship exploded during an unmanned test flight. Debris from the explosion streaked through the sky, leaving people on the ground amazed and confused. (Greg Munch /TMX) The European Space Agency (ESA) said Monday that its Euclid space telescope has detected a rare bright halo of light around a nearby galaxy.Known as an Einstein ring, the halo was captured in photos encircling a galaxy nearly 590 million light-years away, which is considered close by cosmic standards. A single light-year is measured at 5.8 trillion miles.While astronomers have known about the galaxy where the phenomenon was captured for over a century, they were surprised when Euclid revealed the bright glowing ring,Euclid blasted off from Cape Canaveral, Florida on July 1, 2023, to begin a six-year mission to explore the dark universe.GIANT STELLAR NURSERY REVEALED IN NEW IMAGES FROM ESA'S SPACE TELESCOPE A sea of colorful stars and galaxies appear to swim in the vast blackness of space around a hazy halo at center stage. In the middle of the image, the fuzzy-looking bulb of light in a warm shade of yellow extends around a small bright spot, nestled within a thin light circle that appears to be drawn closely around it. (ESA/Euclid/Euclid Consortium/NASA, image processing by J.-C. Cuillandre, G. Anselmi, T. Li)But before the space telescope could begin its survey of the universe, scientists had to ensure everything onboard was working properly. During the early phase of testing, which took place in September 2023, Euclid sent images back to Earth.The ESA said the images were deliberately out of focus, but in one of the images, Euclid Archive Scientist Bruno Altieri saw what he believed was a very special phenomenon and decided to look at it a bit closer."I look at the data from Euclid as it comes in," Bruno said in a press release from the ESA. "Even from that first observation, I could see it, but after Euclid made more observations of the area, we could see a perfect Einstein ring. For me, with a lifelong interest in gravitational lensing, that was amazing."For most of the population out there, an Einstein Ring is an "extremely rare phenomenon," the ESA said. A thin ring of a perfect circular shape and a piercingly bright white disc in its middle are the protagonists of this image. They stand out against a uniformly colored background of a hazy dark gray. (ESA/Euclid/Euclid Consortium/NASA, image processing by J.-C. Cuillandre, G. Anselmi, T. Li)When a distant galaxy is observed through a telescope, the light from that galaxy may encounter another galaxy on its way to the telescope. When that happens, the foreground galaxy acts like a magnifying glass, and gravity causes the traveling light rays to bend. When light rays bend, scientists call that gravitational lensing, according to the ESA.When the background galaxy, lensing galaxy and telescope are in perfect alignment, the image appears as a ring, also known as an Einstein Ring.The galaxy, called NGC 6506, is about 590 million light-years away, and this is the first time the ring of light around its center has ever been detected."All strong lenses are special, because they're so rare, and they're incredibly useful scientifically," Conor ORiordan of the Max Planck Institute for Astrophysics said. "This one is particularly special, because its so close to Earth and the alignment makes it very beautiful."POWERFUL WEBB TELESCOPE CAPTURES PHOTOS OF ONE OF THE EARLIEST SUPERNOVA EVER SEEN The text paragraph explains the principle behind the Einstein rings. (ESA)Einstein rings are based on physicist Albert Einsteins general theory of relativity, which predicts that light will bend around objects in space, so they focus the light like giant lenses, ESA said. The phenomenon allows scientists to sometimes see the light from distant galaxies that would otherwise be hidden."I find it very intriguing that this ring was observed within a well-known galaxy, which was first discovered in 1884," Valeria Pettorino, ESA Euclid project scientist, said. "The galaxy has been known to astronomers for a very long time. And yet this ring was never observed before. This demonstrates how powerful Euclid is, finding new things even in places we thought we knew well. This discovery is very encouraging for the future of the Euclid mission and demonstrates its fantastic capabilities."Over the course of the mission, scientists expect Euclid will reveal more about the role of gravity in the Universe, as well as the nature of dark energy and dark matter.Euclid will map over a third of the sky and observe billions of galaxies as far as 10 billion light-years away, ESA said. In doing so, scientists expect Euclid to find around 100,000 more strong lenses, though finding one so cosmically close to home and so spectacular, ESA added, "is astonishing.""Euclid is going to revolutionize the field, with all this data we've never had before," ORiordan said.The Associated Press contributed to this report. Greg Wehner is a breaking news reporter for Fox News Digital.Story tips and ideas can be sent to Greg.Wehner@Fox.com and on Twitter @GregWehner.
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  • Prompt-A-Thon Hackathons Still Going Strong As A Crucial Means Of Spurring Prompt Engineering Skills
    www.forbes.com
    A good prompt-a-thon can be worth its weight in gold.gettyIn todays column, I explore the ongoing and expanding use of prompt-a-thon hackathons that serve to enhance both the core fundamentals and advanced techniques underlying prompt engineering and aid users in enhancing said vital skills. I also directly share some of my personal experiences organizing and facilitating prompt-a-thons. In brief, a well-devised and well-executed prompt-a-thon can be a highly effective means of helping users become more proficient at the best practices of prompting and suitably leveraging generative AI and large language models (LLMs).Lets talk about it.This analysis of an innovative AI breakthrough is part of my ongoing Forbes column coverage on the latest in AI including identifying and explaining various impactful AI complexities (see the link here).Prompt Engineering As A Learned SkillReaders might recall that I previously posted an in-depth depiction of over fifty prompt engineering techniques and methods, see the link here. There is no doubt that undertaking proficient prompt engineering is a learned skill. That being said, sure, you can always do a lot with seat-of-the-pants prompting too. But the top-notch prompt engineers know that seriously learning a wide array of researched and proven prompting techniques is the best way to get the most out of generative AI and likely garner you some good bucks for your skilled deeds.There are numerous classes covering prompt engineering.Some of the courses are online and involve an automated system that walks you through various steps. Some classes consist of prerecorded videos along with hands-on exercises. Human-led courses are still actively underway, at times done remotely and in other cases occurring in a physical classroom.One special way of garnering prompt engineering skills consists of participating in a prompt-a-thon.When I tell people about prompt-a-thons, their first reaction is often one of modest surprise. What is a prompt-a-thon, they ask curiously, and why would someone attend one?MORE FOR YOUIt is very straightforward, as you will soon learn.Prompt-A-Thon DefinedFirst, Im sure youve indubitably heard about or maybe attended a hackathon.Those are events or activities whereby people come together to write programs to do something in particular for the theme or goal of the hacking endeavor. It is quite common nowadays. Attending can be fun since you get to interact in a place and time to accomplish a usually reasonably sensible mini-project. Lots of satisfaction and personal networking arise. Fond memories are collected.A prompt-a-thon is essentially the same notion, though instead of writing programs you make use of prompts while using generative AI apps. No programming is usually required. It is all about how to best compose prompts. There are good prompts and lousy prompts. There are prompting techniques that research has shown will tip the AI in a direction that can get you better answers.The usual prompt-a-thon does several things all at once.It provides a forum for people to learn about prompt engineering and actively do so in a hands-on mode. A key takeaway is that you end up being able to write more effective and efficient prompts. A secondary or maybe equal footing goal is that you typically focus on some specific realm to hone your proficiency, such as using generative AI for medical uses, financial uses, legal uses, and so on. A third goal is the camaraderie of those you meet and potentially establish collegial friendships that will last throughout your career.Based On A Chosen DomainI would estimate that most of the prompt-a-thons that I know of or have been involved in are usually focused on a chosen domain.Heres how that works.Suppose a prompt-a-thon is put together that entails the healthcare domain. The activity will be a day or two days in length and focus on how to best compose and use prompts when it comes to the healthcare realm. Attendees are going to be professionals in healthcare. They know that AI is coming to their desks soon and want to be ahead of the game. Or they are already experiencing generative AI in the workplace and want to do a better job at leveraging AI.Sometimes a hack-a-thon is undertaken by a company and solely attended by its employees. No outsiders allowed. In other cases, a prompt-a-thon is put on widely and attracts people from all walks of life who are interested in the specific domain.If you use a publicly offered prompt-a-thon, make sure to look beforehand at how they have structured the event. How hands-on will it truly be (sometimes it is all talk, little or no walk)? Who else will likely be attending? Will the instructor be flexible and accommodating or rigid and act as though a schedule must be strictly kept? Are there any hidden fees besides a base registration fee? And so on.Do your due diligence.Recommendation On StructurePrompt-a-thons vary in how they approach the prompt engineering activities that will take place.My preference is that the course be explicitly planned and contain at least these five elements:(1) Overarching Prompting Goals: A list of the specific goals that the prompt-a-thon is designed to meet -- laid out so it is readily apparent where the session will be heading throughout the endeavor.(2) Use Of Mini-Project Cards: Various prepared mini-projects that can be used by the attendees should be made available, though not as a lock-in necessarily. In other words, the mini-projects suggest what kinds of focus attendees ought to have but they arent limited to just the ones provided. If participants dont have something else in mind, they are welcome to use the provided depictions.(3) Curated Datasets Available: The organizer should provide ready-to-go datasets that can be used during the prompt-a-thon. This will be wise since otherwise much of the time could be inadvertently consumed by finding and wrangling with data. The exception would be if the course is about prompts that entail finding and refining data, in which case the curated datasets might not be as crucial.(4) Team And Individual Efforts: I prefer that, if possible, there be team exercises. Ive found that when attendees interact with each other, the experience gets magnified. Im not saying there shouldnt also be individual-only activities, nor am I saying that if team setup is limited you shouldnt attend. All Im suggesting is that teamwork and prompting are synergistic.(5) Plenty Of Materials And Mentoring: There should be workbooks and guides provided to the attendees. Ive attended a prompt-a-thon where the instructor did everything verbally and on the fly. I dont recommend that approach and urge that in-hand materials be provided. Also, some courses have a facilitator who is not an expert in prompting and just tells the attendees to do this or that as based on the guidebook. Sad face. I believe there ought to be an instructor who serves in a mentoring capacity.Not all prompt-a-thons will have those five elements. Dont assume that they do. There are ad hoc prompt-a-thons, which, if you know thats what you are getting into, well, fine, but otherwise my suggestion is to ensure that the activity is planned and hopefully will get carried out according to the plan.Example In HealthcareTo illustrate how a prompt-a-thon often proceeds, assume that there is a healthcare-oriented prompt-a-thon coming up that catches your eye (this is going to be roughly the same as if it was a finance one, legal one, etc.).Lets start with the stated goal of the prompt-a-thon:This prompt-a-thon is for healthcare practitioners who are using or going to use generative AI while on the job in a healthcare practice. You will learn to devise suitable prompts to generate medical summaries and patient notices. Ins and outs will be covered. You will be doing prompting during the prompt-a-thon to make use of the best practices described. Teams of participants will be assembled to undertake a healthcare mini-project. Open time will be available to pursue your specific interests related to the specific needs of the healthcare organization that you are employed by.The organizer noted too that data will be available:Curated datasets of fake healthcare data will be provided for use during the prompt-a-thon. The data will be highly realistic and similar to the nature of data you would find in actual practice. The prompting will encompass dealing with data that is at times fragmented, contains errors, and has other real-world issues.A sample mini-project in this context might be this:Mini-project Card: Doctor and Patient Communications. You are to create and then test out prompts that will use the curated dataset to generate summaries of doctor-patient transcripts. The aim is to devise proficient prompts that produce patient summaries of a kind that reduce medical jargon and provide clarity for the patient. An additional aim is to provide summaries for the medical doctor that contain needed medical jargon and retain the essence of the interactions but that provides a condensed version to minimize the time required by the doctor to sufficiently grasp what the medical session entailed.As an aside, for my coverage on how to use generative AI to generate summaries, including a medical healthcare example, see the link here.Prompt-A-Thon As Startup InstigatorA few final comments and then Ill wrap up.Think further for a moment about traditional hackathons.There is a general expectation that if you attend a hackathon, it is usually due to a keen interest in potentially doing a startup business. You go there with a kernel of an idea and hope to find programmers who can turn this into a quick prototype. Or you are a programmer who doesnt have a clear idea of what to develop but wants to find others who have business ideas, and you can apply your software development acumen to building.That isnt quite the same for prompt-a-thons.In my experience, most prompt-a-thons involve people who want to know more about prompting and see what else they can get generative AI to accomplish. This might lead to some startup ideas, possibly. This is rarer, but still possible.Remember too that another growing use of generative AI is to have the AI generate code. In that sense, if you were to attend a hackathon and from scratch develop code for a startup prototype, you can potentially do the same via the use of prompting. Make sure to check beforehand if the prompt-a-thon is supportive of that angle. If they arent, it would be an uphill battle to try and turn the endeavor in that direction.Lets close things with a mindful quote. Acclaimed American author, Vernon Howard, famously said this: Always walk through life as if you have something new to learn, and you will.Go into a prompt-a-thon with your eyes wide open and your mind primed to learn. I can almost guarantee youll get something useful out of the experience and pat yourself on the back for having successfully undertaken a prompt-a-thon.
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  • Elon Musk Leads Group Seeking to Buy OpenAI. Sam Altman Says No Thank You
    time.com
    OpenAIs logo is displayed on a mobile phone screen in front of images of Sam Altman, left, and Elon Musk.Muhammed Selim KorkutataAnadolu/Getty ImagesBy Matt O'Brien / APUpdated: February 10, 2025 10:30 PM EST | Originally published: February 10, 2025 9:00 PM ESTA group of investors led by Elon Musk is offering about $97.4 billion to buy the nonprofit behind OpenAI, escalating a dispute with the artificial intelligence company that Musk helped found a decade ago.Musk and his own AI startup, xAI, and a consortium of investment firms want to take control of the ChatGPT maker and revert it to its original charitable mission as a nonprofit research lab, according to Musks attorney Marc Toberoff.OpenAI CEO Sam Altman quickly rejected the unsolicited bid on Musks social platform X, saying, no thank you but we will buy Twitter for $9.74 billion if you want.Musk bought Twitter, now called X, for $44 billion in 2022.Musk and Altman, who together helped start OpenAI in 2015 and later competed over who should lead it, have been in a long-running feud over the startups direction since Musk resigned from its board in 2018.Musk, an early OpenAI investor and board member, sued the company last year, first in a California state court and later in federal court, alleging it had betrayed its founding aims as a nonprofit research lab that would benefit the public good by safely building better-than-human AI. Musk had invested about $45 million in the startup from its founding until 2018, Toberoff has said.The sudden success of ChatGPT two years ago brought worldwide fame and a new revenue stream to OpenAI and also heightened the internal battles over the future of the organization and the advanced AI it was trying to develop. Its nonprofit board fired Altman in late 2023. He came back days later with a new board.Now a fast-growing business still controlled by a nonprofit board bound to its original mission, OpenAI last year announced plans to formally change its corporate structure. But such changes are complicated. Tax law requires money or assets donated to a tax-exempt organization to remain within the charitable sector.If the initial organization becomes a for-profit, generally, a conversion is needed where the for-profit pays the fair market value of the assets to another charitable organization. Even if the nonprofit OpenAI continues to exist in some way, some experts argue it would have to be paid fair market value for any assets that get transferred to its for-profit subsidiaries.Lawyers for OpenAI and Musk faced off in a California federal court last week as a judge weighed Musks request for a court order that would block the ChatGPT maker from converting itself to a for-profit company.U.S. District Judge Yvonne Gonzalez Rogers hasnt yet ruled on Musks request but in the courtroom said it was a stretch for Musk to claim he will be irreparably harmed if she doesnt intervene to stop OpenAI from moving forward with its planned transition.But the judge also raised concerns about OpenAI and its relationship with business partner Microsoft and said she wouldnt stop the case from moving to trial as soon as next year so a jury can decide.It is plausible that what Mr. Musk is saying is true. Well find out. Hell sit on the stand, she said.Along with Musk and xAI, others backing the bid announced Monday include Baron Capital Group, Valor Management, Atreides Management, Vy Fund, Emanuel Capital Management and Eight Partners VC.Toberoff said in a statement that if Altman and OpenAIs current board are intent on becoming a fully for-profit corporation, it is vital that the charity be fairly compensated for what its leadership is taking away from it: control over the most transformative technology of our time.Musks attorney also shared a letter he sent in early January to the attorneys general of California, where OpenAI operates, and Delaware, where it is incorporated.Since both state offices must ensure any such transactional process relating to OpenAIs charitable assets provides at least fair market value to protect the publics beneficial interest, we assume you will provide a process for competitive bidding to actually determine that fair market value, Toberoff wrote, asking for more information on the terms and timing of that bidding process.OpenAI and TIME have a licensing and technology agreement that allows OpenAI to access TIMEs archives.More Must-Reads from TIMEInside Elon Musks War on WashingtonIntroducing the 2025 ClosersColman Domingo Leads With Radical LoveWhy, Exactly, Is Alcohol So Bad for You?The Motivational Trick That Makes You Exercise Harder11 New Books to Read in FebruaryHow to Get Better at Doing Things AloneColumn: Trumps Trans Military Ban Betrays Our TroopsContact us at letters@time.com
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