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AP News Summary at 6:26 p.m. ESTKNOXVILLE, Tenn. (AP) — Tennessee running back Dylan Sampson is heading to the NFL draft after leading the Southeastern Conference in rushing and setting a handful of school records. The SEC Offensive Player of the Year announced on social media his intention Friday to leave after his junior season. He helped the seventh-ranked Vols go 10-3 with a first-round loss in the College Football Playoff where Sampson was limited by an injured hamstring. Javascript is required for you to be able to read premium content. Please enable it in your browser settings.
S Korea's Leadership Crisis In The Hands Of Constitutional CourtIllinois to don viral scripted college football helmets for first time in Citrus Bowl vs. South Carolina | Sporting NewsStock market today: Wall Street gains ground as it notches a winning week and another Dow recordPierce's 20 lead Presbyterian past Youngstown State 67-42
Most manufacturers recognise technology adoption as a critical driver of profitability and competitiveness, but current investments remain modest, with many allocating less than 10 per cent of their budgets, stated a Manufacturing Competitiveness Study of Confederation of Indian Industry (CII). ET Year-end Special Reads What kept India's stock market investors on toes in 2024? India's car race: How far EVs went in 2024 Investing in 2025: Six wealth management trends to watch out for However, the report added that a shift towards higher investment--targeting 11-15 per cent of budgets--is expected in the next two years, particularly in Internet of Things (IoT), robotics, and Big Data. Challenges such as high costs, unclear Return on Investment, and the integration of legacy systems persist, especially for small and medium enterprises (SMEs), it said. Additionally, the report underscores the urgent need for workforce upskilling to bridge the skills gap and enable seamless adoption of advanced technologies. The Confederation of Indian Industry (CII) released Manufacturing Competitiveness Study, focusing on the transformative impact of smart technologies on India's manufacturing sector. 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The report showcases how cutting-edge technologies such as the Internet of Things (IoT), Artificial Intelligence (AI), Machine Learning (ML), robotics, and automation are reshaping the manufacturing landscape, driving optimization, innovation, and global competitiveness. High-capital industries like Semiconductors, Aerospace, and Automotive are leading the charge in adopting these technologies, while traditional sectors like Textiles and Food Processing are gradually transitioning towards digitalization. To address these barriers, the study recommends fostering public-private partnerships to establish shared technology hubs, increasing budget allocations for technology, strengthening industry-academia collaboration, and implementing supportive policies to encourage broader adoption of smart manufacturing. Speaking about the report, Deepak Shetty, Chairman of the Council on Manufacturing Excellence, CII and CEO & Managing Director, JCB India Limited, said, "India's manufacturing landscape is undergoing a significant transformation, driven by the rapid adoption of innovative technologies." Deepak Jain, Co-Chair of the Council on Manufacturing Excellence, CII and Chairman, Lumax Group, said, "This report highlights a transformative moment for India's manufacturing sector, where advanced technologies are reshaping processes and addressing challenges like supply chain visibility to drive industrial excellence." (You can now subscribe to our Economic Times WhatsApp channel )Dear Harriette: This Thanksgiving was an absolute disaster. I’ve been dating my boyfriend for a year, and this holiday felt like the perfect time to introduce him to my family. I was nervous because, while I love them, my family is known to be a little unconventional. They’re loud, opinionated and tend to say exactly what’s on their minds, no matter how inappropriate. From the moment we walked in, it was like a circus. My uncle started grilling my boyfriend about his job and his plans for the future, and then my aunt jumped in to question him about his political beliefs right in the middle of dinner. My cousins thought it would be hilarious to share every embarrassing story they could think of about me, and my mom kept dropping hints about how she’s “ready for grandchildren.” My boyfriend handled it all as well as he could, but I could tell he was overwhelmed. I’m worried this whole experience might have left a bad impression on my boyfriend, and I feel embarrassed about how things turned out. I want him to feel welcomed by my family, but instead, it felt like he was under a microscope. How can I smooth things over with him and also set some boundaries with my family for the future? — Crossing the Line Dear Crossing The Line: Since you already know what your family is like, you know that little that you say is going to get them to change. So don’t promise anything to your boyfriend about their behavior in the future. Instead, you can apologize for how overwhelming the experience may have been for him. If he likes being with you and wants to get to know you and your family better, he will need to learn to spar with them in an amicable way and not get too defensive. Ask him how he felt after the dinner and how he’s doing now. Find out if he is turned off by their behavior, or if he found it amusing. You never know. He may have some kooky family members, too, and he could be more OK with it than you think. Dear Harriette: After years of using traditional notebooks, I decided to transition to digital planning, especially as schools are now adapting to digital tools. Back in grade school, pen and paper were my go-to, and I loved the simplicity they offered. While I was excited about the potential for better organization, the switch hasn’t been as smooth as I hoped. I find myself missing the tactile joy of writing and feeling overwhelmed by learning new apps and systems. I don’t want to give up, but I am starting to wonder if digital tools are truly the right fit for me. The promise of efficiency and flexibility is tempting, yet the adjustment feels daunting. How can I embrace this change without losing the joy and comfort of my old ways? — Digital Planning Dilemmas Dear Digital Planning Dilemmas: Who says you have to choose? I use a mix of digital resources and old-fashioned notepads. This makes me feel comfortable and satisfies my desire to write things down. The technology is wonderful for support in organizing thoughts, dates and details quickly.Las Vegas, Dec 6 (PTI) A mission-driven workforce of tomorrow, energy efficiency driving innovation, and rise of AI-powered tools that accelerate fact-checking and debunk misinformation are among the top five tech prediction outlined by Amazon CTO Werner Vogels. According to him, in an era of unprecedented societal challenges and rapid technological advancements, harnessing 'technology for good' has become both an ethical imperative and a profitable endeavour. "From clean energy innovations unlocking new avenues for sustainable development to AI-powered tools tipping the scales in the fight against disinformation, we are witnessing technology augment human ingenuity in inspiring ways," he said. Emergence of workforce that is mission-driven, an era of energy efficiency driving innovation, and increasingly, technology tipping the scales in the discovery of truth are among his top tech predictions for 2025. "As disinformation spreads at unprecedented rates, a new wave of AI-powered tools will emerge to empower journalists, researchers, and engaged citizens in their quest for truth," he said. Vogels asserted this technological revolution will democratise investigative capabilities, accelerate fact-checking, as it closes the gap between the spread of misinformation and its debunking. He further observed that the rise of intention-driven technologies is reshaping people's relationship with the digital world, promoting focus and well-being over mere attention capture. "All the while, a mission-driven workforce is emerging, more eager to tackle hard human problems than chase the bottomline. In the coming years, using technology for positive impact will not just be possible — it will redefine the way we think about success," Vogels noted. As the world confronts urgent challenges around sustainability, social equity, food and economic security, and responsible AI usage, a quiet revolution is sweeping the job market, marking a shift towards "work that benefits humanity". Across industries and generations, there is a palpable shift in worker values and preferences, with a growing number of people seeking roles that allow them to make a meaningful impact on society and the environment. He argues that compared to previous generations, who were more concerned about personal freedom and economic growth, millennials and Gen Z typically show greater concern about issues like inequality, mental health, and climate change. "Organisations that recognise and harness this shift will be the ones that thrive in the decades to come," he said. To remain competitive, businesses across sectors must adapt their strategies to attract and retain purpose-driven employees. Vogels also sees open data driving decentralised disaster preparedness. By 2025 and beyond, disaster resilience will be fundamentally transformed through the power of hyperlocal, community-sourced data. This shift will redefine disaster management from a top-down, reactive model to one that is proactive, decentralised, and community-driven, he believes. The top executive of Amazon further sees intention-driven consumer technology taking hold. "A subtle shift is underway that is redefining our relationship with consumer technology. As more and more people look for a refuge from constant distraction, devices are emerging that prioritise mindfulness, intentionality, and deep thinking over a barrage of fleeting stimuli," says Vogels. In 2025 and beyond, technology will empower rather than distract, he says adding, "we’ll be better for it". 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PillSafe Founders' Interview Featured on Bloomberg, Fox Business, and NasdaqKaroline Leavitt , President-elect Donald Trump ’s incoming press secretary , showed off a giant MAGA gingerbread cookie featuring a frosted likeness of her boss on Monday. The human head-sized treat, which she noted came from baker Ginger Betty’s in Quincy, Massachusetts, features a “Ginger Donald” gingerbread man with frosted recreations of Trump’s pouting lips and red-haired eyebrows, baked into a larger, circular cookie with the frosted, seasonal salutation “Merry MAGA Christmas .” Rather than Trump’s usual red coif or similarly colored MAGA ballcap, the Ginger Donald sported a Santa hat. In an Instagram story, Leavitt asked: “How cute is this gingerbread MAGA cookie?” Meanwhile, she recently claimed that the Washington, D.C. press corps is secretly elated to have Trump—who has long bashed journalists, threatening to shut down news networks and imprison reporters—back in the White House. An Alaska Airlines passenger was too “anxious” to wait to exit the plane after her flight landed in Seattle on Sunday, so she opened the emergency exit and climbed out onto the plane’s wing, per Fox News . The flight had just landed and passengers were queuing to exit when the incident took place, prompting Port of Seattle fire services and Seattle Police to intervene and help her safely off of the aircraft. The passenger was then taken for a medical evaluation. Though no other explanation for the bizarre move was reported, an Alaska Airlines spokesperson told Fox the “matter was safely resolved.” In addition to thanking their employees for their “swift response,” the airline is still trying to understand what took place. The spokesperson added, “We are working with our crew and airport officials to gather more details about what may have transpired.” No injuries were reported. Scouted selects products independently. If you purchase something from our posts, we may earn a small commission. Neil deGrasse Tyson. Martin Scorsese. Bill and Hillary. Martha Steward. These are just some of the people we are unlikely to meet in person, but at least we can get up close and personal with them by taking their MasterClass online courses —and at a major discount for a limited time. The expert-led platform has a robust library of educational classes on far-ranging topics: science , music, arts , personal empowerment, and more. The classes are taught by industry experts and household names, including Gordon Ramsey, Mariah Carey, David Lynch, Jeff Koons, and many more. Right now, you can score up to 50 percent off on MasterClass subscriptions just in time for last-minute holiday gifting. You do have to take a short quiz to get to the deal, but honestly, it’s worth the 60 seconds. Honestly, whether you waited until the last minute or not, you’ll be gifting the dad in your life with intelligent, cultured content and giving them the opportunity to learn something new from someone famous. An attempt to reinstate involuntary manslaughter charges against actor Alec Baldwin over the deadly shooting on the set of the movie Rust was withdrawn Monday, authorities in New Mexico said. First Judicial District Attorney Mary Carmack-Altwies disclosed that special prosecutor Kari Morrissey ended the state’s appeal of a lower court decision to dismiss the charges against Baldwin, who was holding a prop gun on the set in October 2021 when it discharged, killing cinematographer Halyna Hutchins and wounding director Joel Souza. The movie’s armorer, Hannah Gutierrez-Reed, was convicted of involuntary manslaughter for Hutchins’ death. Baldwin pleaded not guilty in the case, stating he did not pull the trigger of the gun. Judge Mary Marlowe Sommer dismissed the case in July, ruling that prosecutors and police withheld evidence that could have helped determine the source of the live round that killed Hutchins. Carmack-Altwies said the district attorney’s office “supports the Hutchins’ family and their continued fight for justice in civil court.” During a podcast appearance with fellow actor David Duchovny last week, Baldwin accused media outlets of wanting him “to die” because of the charges and said he intends to “expose what really happened” that led to the fatal shooting on the Rust set. Actor Brandon Sklenar on Monday urged his followers to read a complaint filed by his It Ends With Us co-star, Blake Lively , accusing the film’s director Justin Baldoni of sexual harassment and attempting to ruin her reputation. “For the love of God read this,” Sklenar wrote in an Instagram story, which also linked to the full complaint Lively filed against Baldoni and others with the California Civil Rights Department. The filing accuses him of sexual harassment during the shoot for It Ends With Us —which Baldoni also starred in—and alleges that he hired a company to launch a “social manipulation” campaign to “destroy” her reputation after she raised concerns about his behavior on set. An attorney for Baldoni has called the claims “completely false, outrageous and intentionally salacious.” Since the allegations emerged, Baldoni has been dropped by his talent agency WME and Liz Plank, the co-host of his “Man Enough” podcast, announced her departure from the show Monday. Sony Pictures, which distributed It Ends With Us , also sent a statement to Variety backing Lively. “We strongly condemn any reputational attacks on her,” the statement said. “Any such attacks have no place in our business or in a civil society.” Scouted selects products independently. If you purchase something from our posts, we may earn a small commission. Every winter, my skin gets chapped, irritated, and downright pissed at me, thanks to the shorter days, colder temperatures, layers of clothes, heaters on full-blast everywhere, and lack of moisture in the air. Usually, I don’t feel the need to reach for a designated ‘night cream’ since the regular moisturizer that I use during the day works just fine, but during the past few weeks, my skin has been screaming for a little extra TLC and hydration. When it comes to any category of skincare , I always look for clinically-proven and medical-grade formulas, if possible, including the most basic creams and moisturizers. While there are a few Korean beauty (K-beauty to the initiated) products I’ve loved for years, the holy grail snail mucin serum I once used religiously has disappeared from my daily routine, as has my former collection of sheet and lip masks. On my quest for a thirst-quenching night cream with added anti-aging benefits, I discovered the luxury medical-grade skincare line, Dr. Rossi DERM MD . The brand’s formulas borrow wisdom from Korean skincare traditions and each of the formulas is powered by Dr. Rossi’s proprietary Bio-Theriac Complex , combining biomimetic sea anemone peptides, niacinamide, and hyaluronic acid in an optimized ratio to combat premature aging caused by skin sensitization. Its bestselling, skin-repairing Night Synthesis Cream sounded like exactly what my skin needed (it also doesn’t hurt that the enviably ageless Martha Stewart is reportedly a fan of the concentrated cream.) Without being overly heavy or greasy—two skincare formula characteristics that are absolute dealbreakers as far as I’m concerned—the night cream is still rich, emollient, and brimming with science-backed ingredients that not only keep their complexion-enhancing properties but also rejuvenate lackluster skin fast. When I say this cream is dense, I’m really not joking—when you turn the jar upside down, the formula stays put like a Dairy Queen Blizzard turned upside down. Despite its density and viscosity, I’ve been wearing it under makeup during the day, and the formula absorbs quickly enough that there’s no oil slick of residue lingering, which is another requirement of mine. Within just a week of using the cream , the dehydration-induced fine lines around my crow’s feet and under my eyes have diminished significantly. My skin appears firmer, brighter, and more luminous upon waking. Plus, the broken capillaries, redness, and skin peeling (also likely due to my retinoid use) have almost vanished despite the arid climate and rampant seasonal cedar allergies. Coming in at just under $200, this luxury night cream is definitely an investment but one that is well worth it if your skin, like mine, is crying out for reprieve from these drier winter months. A man who claims to have worked as an executive assistant for Sean ‘Diddy’ Combs sued the embattled hip hop mogul for sexual battery in Los Angeles, Variety reported, adding another case to the slew of accusations that have been leveled against him. In a new suit filed on Monday, a plaintiff named Phillip Pines claimed he was hired as Diddy’s “personal lackey” and served at the legendary producer’s “beck and call” from 2019 through 2021. As part of his job, the plaintiff alleged that he was responsible for organizing sex parties called “Wild King Nights,” which involved procuring illegal drugs, alcohol, and even some of the mogul’s now-notorious “baby oil.” The suit also claims that he was in charge of cleaning up after the parties—removing stains of bodily fluids and leaving hotel staff large tips. Diddy, who is currently incarcerated at the Metropolitan Detention Center in New York awaiting trial on federal charges of sex trafficking, has denied any wrongdoing. A representative told the entertainment publication that Diddy was “confident he will prevail in court.” He is also facing a number of other lawsuits alleging sexual assault and other charges over his decades-long career in the music industry. A research manager for ESPN has died after a two-year fight with colorectal cancer, the network announced Monday. Zach Jones, 41, had joined ESPN in 2010, and moved to its Stats and Information team eight years later, “SportsCenter” anchor Randy Scott said while paying an emotional on-air tribute to Jones. “You may have never seen him on your screens, but you saw his work on our live golf coverage, on our women’s basketball coverage or any of our ‘SportsCenter’ shows,” Scott told viewers. “But more important than that, he got married here. He started a family here. The Stanford graduate loved the Cardinal and he loved golf. He loved his wife, Amber. And he loved his son, Silas, who turned 10 last month—and he lost his dad three days before Christmas.” Scott added: ”I saw Zach in the cafeteria just a couple of weeks ago. He was hopeful, but he was also reflective. He said he just wanted his family to be OK after a recent move to Texas. He fought like hell. He gets to rest now. We love you, buddy.” We remembered Zach Jones on SportsCenter this morning. Our friend, Amber’s husband, and Silas’s dad. pic.twitter.com/YAMMhg9Y5l An award recognizing Justin Baldoni’s efforts in “advocating on behalf of women and girls” from nonprofit organization Vital Voices has been rescinded following a lawsuit filed by Blake Lively accusing the actor of sexual harassment and coordinating a smear campaign against her. On Dec. 9, a little over a week before Lively filed her complaint, Baldoni was awarded the “Voices of Solidarity” Award from Vital Voices, which celebrates “remarkable men” who’ve shown “courage and compassion” in advocating for women. The NGO has since released a statement clarifying it has rescinded the award, writing in a post on Instagram Monday: “The communications among Mr. Baldoni and his publicists included in the lawsuit—and the PR effort they indicate—are, alone, contrary to the values of Vital Voices and the spirit of the Award. We have notified Mr. Baldoni that we have rescinded this award.” Along with sexual harassment, Lively’s complaint also accused Baldoni of orchestrating a smear campaign against her with the help of his public relations team. His attorney, Bryan Freedman, told the Associated Press in a statement that the claims were “completely false” and “outrageous.” A post shared by Vital Voices (@vitalvoices) Shane Lamond , a former lieutenant in the Washington, D.C. police department, was found guilty in federal court on Monday of tipping off a Proud Boys leader about a warrant, and then repeatedly lying to federal investigators about it. Lamond, who had been on the force for 24 years, alerted Henry “Enrique” Tarrio about his impending arrest for burning a Black Lives Matter banner that had been stolen from a predominantly African-American church in late 2020. “Whatever the relationship had been before, after the banner burning the defendant was not using Tarrio as a source; it was the other way around,” District Judge Amy Berman Jackson said. “He knew then, and he knows now, that it was wrong.” In 2023, Tarrio was one of several Proud Boys leaders who were convicted of seditious conspiracy for their actions relating to the Jan. 6 insurrection. Tarrio received a 22-year prison sentence. Lamond is due to be sentenced April 3. He could face 30 years for obstruction of justice and five years for each count of making false statements, though Lamond is a first-time offender, meaning his sentence will likely be shorter. Scouted selects products independently. If you purchase something from our posts, we may earn a small commission. As any true audiophile already knows, Amazon Music Unlimited has long been a reliable destination for an elevated listening experience. With millions of high-quality songs and an unparalleled collection of top ad-free podcasts, the platform’s catalog is curated to capture both your attention and your imagination. Now, Amazon is raising the bar with an exciting update: Audible is officially joining Amazon Music Unlimited, cementing the brand’s status as an all-in-one audio hub . Audible’s industry-leading catalog of audiobooks features an expansive selection of can’t-miss bestsellers, hot-off-the-press exclusives, and timeless classics to immerse yourself in. As an Amazon Music Unlimited subscriber, you’ll be free to select one book each month (of any length) and listen to it directly in the Amazon Music app . Whether you’re a fiction buff ready to dive into a thrilling new adventure or a non-fiction enthusiast looking to expand your horizons, Audible’s expansive collection is sure to have the right title that matches your tastes. Plus, when you’re ready to take a break from the book, you can seamlessly swap back to your favorite tunes and podcast episodes —all without having to leave the app. It’s all the audio that you’ll ever need, all in one place! Best of all, this game-changing update is arriving just in time for the holiday season: start a new subscription , and enjoy your first three months of Amazon Music Unlimited, completely for free. Audio art, conversation, and storytelling—all in one place. What’s not to love? Sign up today and get lost in the sound . Universal Pictures put the speculation to rest on Monday, announcing that director Christopher Nolan’s next film will be The Odyssey , based on Homer’s epic poem and a central story of Greek mythology. “Christopher Nolan’s next film ‘The Odyssey’ is a mythic action epic shot across the world using brand new IMAX film technology,” the studio posted on X. “The film brings Homer’s foundational saga to IMAX film screens for the first time and opens in theaters everywhere on July 17, 2026.” No specific casting has been announced, but the film is expected to star real-life couple and former Spider-Man co-stars Tom Holland and Zendaya along with Matt Damon ( Oppenheimer ), Anne Hathaway ( Interstellar ), Robert Pattinson, Lupita Nyong’o, and Charlize Theron. As recently as last week, Holland was being coy about the details of the film, saying in a podcast interview , “To be perfectly honest, I don’t really know what it’s about. I’m super excited, but it’s been pretty quiet about the project. I met with [Nolan] and it was awesome. He kind of loosely pitched what it is, and I’m sure when he’s ready he’ll announce what it’s about.” Hawaii’s Kīlauea volcano, located in Hawaii Volcanoes National Park, began erupting Monday. Lava fountains emitted from the volcano, which is one of the most active ones in the world. The volcano erupted last in September and June. The United States Geographic Survey posted videos of the eruption cascading along the caldera floor. According to the AP, the area where the eruption is has been closed off to the public since 2007 due to many hazards. Some of the dangers include sulfur dioxide and other gases from the volcanoes, possible explosions and uneven ground surfaces like cracks and cliffs. “Kīlauea volcano has been intermittently erupting,” the USGS said. “This is an exciting time on Kīlauea because several eruptions have occurred at the summit following the 2018 summit collapse.” According to the USGS, past eruptions in the last several years from Kīlauea have lasted from around two weeks to over a year. Short video of the current Kīlauea eruption from the west caldera wall. pic.twitter.com/A3kBpJTeUl
Caves of Qud isn’t a new game by any means. Over 15 years of development, Freehold Games has built a community of passionate players over a long period of early access. But on Wednesday, Caves of Qud finally enjoyed a 1.0 launch, and is available for sale on Steam , Itch.io , and GOG . It’s not easy to categorize Caves of Qud , because it covers so much ground — quite literally, since it’s generating an entire world full of ancient ruins, toxic jungles, scattered settlements, mutants, beasts, clones, sentient bears, and mysterious robots. It’s advertised as a “science fantasy roguelike epic” and a “deep simulation” that allows the players to do basically anything. Thanks to all the technology and magic of the setting, that can be anything from arguing with a sentient plant to becoming a spider and trapping your enemies in webs. The 1.0 update adds a tutorial to teach the basics of the game, which was sorely needed, and adds a final quest to the main questline that initiates the end of the game. There are several new music tracks, as well as sound effects. Players can also earn 40 new achievements, find new items, and enjoy lots of minor bug fixes and quality of life changes. The obvious comparison to draw here is to Dwarf Fortress , another visually simple but stunningly complex game that simulates every aspect of the environment. Much like Dwarf Fortress , a run-through of Caves of Qud is similarly spicy and unique. The game originally only had permadeath, but the Roleplay and Wander modes are much more casual and allow for exploration of this strange new world. Gaming PC
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Man City vs Tottenham live stream: How to watch Premier League game onlineHost Hotels & Resorts, Inc. (HST) to Issue Quarterly Dividend of $0.20 on January 15thChristmas Eve air travel off to a rough start after American Airlines briefly grounded all flightsMillions of people now have access to artificial intelligence like ChatGPT. After Apple Intelligence integrated ChatGPT into its platform, anyone with an iPhone, iPad or Mac can now ask complex questions without going to a separate app or website. This long-awaited integration may spark questions like, how does ChatGPT work? What are chatbots? ChatGPT, operated by OpenAI, is an artificial intelligence chatbot like Google’s Gemini, Anthropic’s Claude, or Meta AI. These chatbots use a type of AI called a “large language model.” They understand text and generate words to sound human. “It’s almost boring now to say this,” said Daniel Dugas, an AI and robotics scientist based in Switzerland. He wrote a visualized explanation of earlier AI GPT models. “The fact that I can talk to my computer and have a semi-coherent conversation is — it’s just unbelievable,” “As an engineer, I immediately was pushed to the direction of, OK, how do we make something like intelligence?” Dugas said. While large language models may seem intelligent, they essentially just predict the next word — much like a phone’s text suggestions. But it’s far more complex. How ChatGPT works Large language models are trained on vast amounts of data, ranging from books to social media to much of the internet. An LLM maps out word relationships similar to the way the human brain does. Take the sentence, “Don’t put all your eggs in one.” Once you enter it into an LLM and hit send, a lot of things happen in repetition — in a fraction of a second. Step One: Tokenization and Encoding Imagine the process like an assembly line. The first step on the assembly line is to turn the sentence into something computers can definitely understand: numbers. RELATED STORY | How deepfake technology works The sentence, “Don’t put all your eggs in one” is broken down into what’s called “token IDs” that vary depending on the AI model. The sentence now becomes [91418, 3006, 722, 634, 27226, 306, 1001] You can test out tokenization using OpenAI’s tool . Step Two: Embedding Next, the resulting vector of numbers is expanded based on context. For example, the word “egg” has a lot of different meanings and connotations. If you had to map out the word mathematically, one way is to plot it onto a graph between “chicken” and “young.” On a two-dimensional graph, that’s simple. But “egg” has so many different meanings. “Egg” can be a part of an idiom, a breakfast ingredient, something associated with Easter, or a shape. Graphing this out would require multiple dimensions in a never-ending vector. We can’t imagine this, but a computer can compute it. With the sentence “Don’t put all your eggs in one” the word egg might be [27226]. With the sentence “I ate an egg for breakfast” the word egg might be [16102]. It all depends on context. These contextual adjustments are based on all the training and the neural network of word relationships, and the changes are embedded into the vector. Step Three: Transformer Architecture The vector moves down the assembly line into a “transformer architecture.” It is a series of layers that make even more adjustments to the vector of numbers. Based on the previous training, the AI has learned and decided what words carry more weight. For example, in the sentence “Don’t put all your eggs in one” the word “eggs” matters more than “one.” Adjustments to the vector of numbers occur repeatedly to make sure context and meaning are close to everything it was trained on. Step Four: Output Finally, the result goes in reverse on the assembly line to turn a vector of numbers back into a word: basket. "Don’t put all your eggs in one ... basket." Is this advanced word prediction? Is this intelligence? Are there limits? “You have papers saying, the model will never be able to create music or a model will never be able to answer a mathematical question,” Dugas said. “And they basically are crushed in the last five years.” As large language models continue to advance, it’s important to keep up with what they can do and to know how we can work with them, not for them. Even a basic understanding will help people utilize, navigate, and legislate a technology some might consider revolutionary.
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