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By LARRY NEUMEISTER NEW YORK (AP) — The founder and former CEO of the failed cryptocurrency lending platform Celsius Network could face decades in prison after pleading guilty Tuesday to federal fraud charges, admitting that he misled customers about the business. Alexander Mashinsky , 58, of Manhattan, entered the plea in New York federal court to commodities and securities fraud. He admitted illegally manipulating the price of Celsius’s proprietary crypto token while secretly selling his own tokens at inflated prices to pocket about $48 million before Celsius collapsed into bankruptcy in 2022. In court, he admitted that in 2021 he publicly suggested there was regulatory consent for the company’s moves because he knew that customers “would find false comfort” with that. And he said that in 2019, he was selling the crypto tokens even though he told the public that he was not. He said he knew customers would draw false comfort from that too. “I accept full responsibility for my actions,” Mashinsky said of crimes that stretched from 2018 to 2022 as the company pitched itself to customers as a modern-day bank where they could safely deposit crypto assets and earn interest. U.S. Attorney Damian Williams said in a release that Mashinsky “orchestrated one of the biggest frauds in the crypto industry” as his company’s assets purportedly grew to about $25 billion at its peak, making it one of the largest crypto platforms in the world. He said Mashinsky used catchy slogans like “Unbank Yourself” to entice prospective customers with a pledge that their money would be as safe in crypto accounts as money would be in a bank. Meanwhile, prosecutors said, Mashinsky and co-conspirators used customer deposits to fund market purchases of the Celsius token to prop up its value. Machinsky made tens of millions of dollars selling his own CEL tokens at artificially high prices, leaving his customers “holding the bag when the company went bankrupt,” Williams said. Related Articles National News | Judge weighs whether to order Fani Willis to comply with lawmakers’ subpoenas over Trump case National News | Are you a former SmileDirectClub customer? You might be eligible for a refund National News | Justice Department announces sweeping reforms to curb suicides in federal prisons and jails National News | Defense makes closing argument in murder trial of Cash App founder Bob Lee National News | Homeownership is getting unaffordable for the middle class An indictment alleged that Mashinsky promoted Celsius through media interviews, his social media accounts and Celsius’ website, along with a weekly “Ask Mashinsky Anything” session broadcast that was posted to Celsius’ website and a YouTube channel. Celsius employees from multiple departments who noticed false and misleading statements in the sessions warned Mashinsky, but they were ignored, the indictment said. A plea agreement Mashinsky made with prosecutors calls for him to be sentenced to up to 30 years in prison and to forfeit over $48 million, which is the amount of money he allegedly made by selling his company’s token. Sentencing was scheduled for April 8.
Sindh seeks tech-driven motor vehicle tax reform KARACHI: Sindh’s Chief Secretary Asif Hyder Shah has directed the Excise, Taxation, and Narcotics Control Department to implement tech-driven reforms aimed at making the Motor Vehicle Tax system more user-friendly. The goal is to enhance efficiency, transparency and convenience for taxpayers by minimising manual intervention in the tax collection process. During a high-level meeting to review the department’s development initiatives, Shah added the importance of adopting modern technology to simplify processes and improve the taxpayer experience. He also proposed offering taxpayers the option to prepay motor vehicle taxes for up to five years, providing a flexible and convenient solution for those wishing to settle their obligations in advance. The meeting, which included Secretary Excise, Taxation and Narcotics Department Muhammad Saleem Rajput, Secretary Implementation & Coordination Shahab Qamar Ansari, and other senior officials, highlighted significant achievements in revenue collection for the fiscal year 2024-25. As of November 2024, the department has collected Rs6,532 million under motor vehicle tax, Rs707 million through professional tax, and Rs85,172 million via infrastructure cess. Additional revenues included Rs49 million from entertainment duty, Rs3,756 million in excise enactment tax, and Rs71 million from cotton fee. The department also discussed its ongoing development projects, including six infrastructure initiatives and one IT project under the Annual Development Programme (ADP), aimed at improving operational efficiency and public service delivery. These efforts are part of the department’s modernisation agenda, which includes biometric verification for vehicle registration, cashless transactions, and online auctions for premium vehicle number plates. Further efforts to modernise the department include proposed amendments to the Motor Vehicle Ordinance (1965) and revisions to tax rates for the 2024-25 budget. These changes are expected to streamline operations and align the department with modern standards. The chief secretary was updated on the department’s work under the Sindh Control of Narcotics Substances Act, 2024. The department reported the registration of 114 narcotics-related cases and the arrest of 142 individuals in 2024. To support these efforts, Shah approved Rs40 million for the procurement of modern equipment to enhance the department’s capacity to combat narcotics-related challenges. Shah commended the department for its progress and reaffirmed the Sindh government’s commitment to supporting the ongoing modernisation efforts. He stressed the importance of continued innovation and public service improvement in ensuring a transparent, efficient and secure environment for the people of Sindh.1. A pullover hoodie you'll throw on faster than your friend's "I have a cold, I'm going to have to cancel tonight" text. It comes in *so* many colors you can absolutely stock up on 'em. Promising review: "THE MOST PERFECT HOODIE. I cannot say enough great things about these hoodies!! I already bought it in seven different colors. The perfect comfortable basic to add to your wardrobe. Great quality. Soft and thick material. You definitely need this. I would pay double the price for it tbh!" — Michelle Gramlich Get it from Amazon for $44.99 (available in women's sizes 2XS–2XL, 3X–4X, and in 42 styles). 2. A foot massaging machine you can use to apply acupressure on the bothersome parts of your feet — it'll be so much nicer than walking around a bar in heels. Read more about reflexology, acupressure, and how it can help with stress at Cleveland Clinic . Promising review: "We got this for our mom who has neuropathy and her feet are always cold and numb. We've bought all sorts of things to make her feet feel better, like heated socks, foot baths, compression devices for her legs and feet ... nothing worked. So we were skeptical when we bought the Miko foot massager, even though it kept coming up as one of the top foot massagers in our research. We've been pleasantly surprised (shocked actually) at how much our mom LOVES it. It has an automatic setting for 15 minutes, and she just keeps pushing the start button for hours at a time! The combination of a little heat, the rollers and the compression all work together to give her feet a nice massage . She keeps things on the high setting so she's able to feel it. There are definitely less expensive foot massagers out there, but this one actually works , so was WELL worth the money!" — Amazon Customer Get it from Amazon for $139+ (available in two styles). 3. An electric heated mattress pad you better believe will become your most-used item this winter — who wouldn't want to feel like a freshly toasted marshmallow??? It comes with a memory timer and 10 heat settings, ideal for when you doze off while in your cozy bubble, and it boasts dual settings so you and your partner can *each* set your side of the bed to the perfect temp. Promising review: "I like all the things about this bed warmer. I had one in the past and got rid of it because we could feel the wires as we laid on them. Not this one. It works well. Just need to figure out what number setting I want. I also really like the timer setting since I often freeze as I go to sleep and then boil half way through the night. But not anymore!! :)" — Fairmaiden Get it from Amazon for $55.96+ (available in twin–California king sizing). 4. A "Cup Cozy Pillow" — aka an absolute essential for achieving peak comfort goals in your living room. It features a spot to hold your remote, two mugs, and two additional beverages. You honestly may never want to leave your couch again. Cup Cozy Pillow is a small business that specializes in family-friendly snack and drink organizers. Check out a TikTok of the Cup Cozy Deluxe Pillow in action. Promising review: "This thing is great! I’m home on maternity leave with my new baby and spend most of my time on the couch under a sleeping baby. This product makes it easy for me to keep my drinks, remote, etc close by even with dogs running around . It’s a little more expensive than I would have liked but it works and I love it so money well spent!" — Amber Get it from Amazon for $34.99 (available in eight styles). 5. A "Through The Seasons" Reverse Coloring Book , which is a newer edition of the fan favorite Reverse Coloring Book — perfect for anyone who is tired of coloring *inside* the lines and needs more of a challenge — in this scenario they'll be the one to draw the lines around the colors on the page! Basically, instead of adding the color to these, you draw lines to create images within the colors. Fun! Pair it with these fabulous black fine point pens for $9.99 on Amazon. Promising review : "Kendra Norton’s beautiful art books, Reverse Coloring books, have changed my world! My whole life I thought I was not creative and therefore had zero artistic ability. Now this has become my favorite form of artistic expression. I turn on music and/or an audiobook and allow myself to go for an adventure outside of my mind, beyond my mind, if you will. T his has become my favorite way to process through difficult emotions and experiences I’m working through ." — K. DeWitt Get it from Amazon for $8.29 . 6. A stuffed waffle maker you can count on to make all of your foodie dreams come true — fill 'em with cream cheese, strawberries, chicken, or anything else your heart desires! When your meal plans are cancelled you won't even bat an eye, just grab some waffle mix and enjoy a delicious time in your own kitchen. Promising review: "Oh my goodness. This was way better than expected. Definitely only need one waffle per person, they are huge. They are beyond delicious and the stuffing options are endless. It does take about seven minutes to make one waffle but totally worth it. Comes out perfect every single time. No issues at all. Buy it now!" — armywife Get it from Amazon for $49.99 . 7. A "flaming" humidifier for anyone who cherishes nothing more than cozy cottagecore vibes, soothing aromatherapy, and sleeping amongst delightfully hydrated air. Promising review : "I like how this diffuser kind of looks like a mini fireplace and it’s perfect for winter. I also like how long the water of this diffuser lasts — I always add my favorite essential oil in it when I go to sleep every night without worrying it will run out of water. I used to have insomnia and it helped me to sleep through the night with my relaxing essential oil scent, and it also worked as a humidifier." — Benny Get it from Amazon for $32.99 (available in two colors). 8. A small lamp with the ability to rotate 180 degrees — it'll quickly become the *~light of your life~*. It has 16 color settings to choose from so you'll always be able to match your lighting to your mood and it has a remote control so you can mix it up without getting out of bed. Promising review : "I was really happy to find that the quality of this light exceeded my expectations. I’ve used it to create a calm ambience in my room with the orange setting, as well as, added fun lighting to a karaoke party with the blue setting. It has a weighty base and a reasonably long cord. You can also rotate and adjust the angle. Both lights run at the same time too." — Amazon Customer Get it from Amazon for $14.99 (available in two colors). 9. A quilted chenille floor pillow for anyone who has always dreamt about having their very own reading nook — this will help you bring your fantasy to life without having to renovate your entire home. Plus *how lovely* do they look when stacked like in the review photo above!? Gorgeous! Promising review: "This comes just as pictured and described. It is comfortable and looks luxurious. It's great for floor seating." — AKhan Get it from Amazon for $38.49+ (available in seven colors). 10. A Book Nook , an absolutely genius idea for readers who simply *need* somewhere handy to place their book when they start to fall asleep mid-reading. It perfectly fits on nightstands and is designed to *~aesthetically~* hold your spot — it also has a place to put your glasses, a coffee mug, and even a phone. How much better does this evening sound than shouting across the table in a crowded restaurant? Sign me up. This is an ~Uncommon Goods original~ and you can see more on their TikTok ! Promising review : "When I saw this Book Nook, I was thrilled. I bought it for myself and it's perfect. Not only can you use the round spot for a cup of tea or coffee, I put my candle on there. If you don't wear glasses, your remote might fit perfectly in that spot. There is a little triangular nook for your phone. But the best thing is that you can save your spot in your book. My books are always tossed around and I can't find my bookmarks. I'm going to buy one of these for all the rooms where I read. This makes an excellent gift." — MJ Get it from Uncommon Goods for $50 . 11. A teak bath caddy to give you just one more reason to fill your tub to the brim and soak for hours while listening to LoFi beats. Promising review: "Well made, pretty tray that fits all the way across my tub. Has a support for book or iPad which is great." — Jolene Saiz Get it from Amazon for $39.99+ (available in two styles). 12. And a mod bath pillow , a must-have for anyone who desperately needs to soak the stress of their day away (ahem, me) before hittin' the hay. Promising review: "This has a lot of cushion for your back and neck. I had no issues with sticking it to the tub. The best part is the hook which allows it to dry out well. In this time of working at home, I need a nice tub to help relax." — Danielle Piacentini Get it from Amazon for $45.99 . 13. A star string canopy that'll make every night feel like date night as you and your special someone cuddle up *underneath the stars* before heading off to sleep and by sleep I mean to watch too much Netflix. Promising review: "This product is great. And beautiful! It was a nice touch to a surprise anniversary date ." — Juan Rodriguez Get it from Amazon for $16.98+ (available in six styles). 14. A foot heater for anyone with perpetually cold tootsies — fire this bad boy up, turn on The Great British Baking Show , and enjoy the warmth you’re guaranteed to feel from head-to-toe (literally). Promising review: "I love this product. It's well built, nice neutral colors to blend into my carpet, so it's not an eyesore wherever I have it sitting. The fuzziness lends a cozy feel to it, as well. It offers a heat or no-heat setting and two directions for the shiatsu-style massagers to work on your heels. The inside is roomy enough that you can even turn your feet on their side to get an extra massage there as well. It's a gentle yet deep massage, so it's great for days when you've been standing for hours or walking on your feet a lot. I would recommend to anyone looking for a nice foot massager." — Gardener Get it from Amazon for $49.99 (available in two colors). 15. A cleverly designed rechargeable electric candle lighter with a flexible neck to light every candle in your house to create the *perfect* ambiance without concern you'll run out of lighter fluid. Promising review: "I cook outside, and lighting a fire during wet and windy weather was a real pain. This lighter was a game changer! As long as the material is dry, this lighter will light regularly, consistently, and easily. Plus, it’s rechargeable! Love it!" — Sandra Get it from Amazon for $15.99+ (available in seven colors and as a two-pack). 16. And a Santa's Naturals Snow Fall candle featuring notes of pine, citrus, and eucalyptus you can light to celebrate your plans being cancelled due to inclement weather — nothing too terrible about a cozy, candlelit night at home! Santa's Naturals is a small business! I've tested their candles out myself and am a big fan. I love that they're made of soy and beeswax for clean, beautiful burning and the scents are absolutely delightful. They're not too heavy or overpowering and the jars are the perfect addition to my home's cozy winter vibes. Promising review: "The scent of this candle couldn’t be more cozy, wintry or Christmasy! Is very pleasant, and perfect for the holiday season. Burn time is accurate I would say. The candle tin is also very cute and festive." — Elaine Rehder Get it from Amazon for $13.99 (available in three scents and sizes). 17. A floral-inspired dimmable candle-warmer lamp you can safely use to bring the scent of your favorite candle to your home (no flames necessary). An added bonus — the candle will last waaaaay longer since it's not actually burning down! Promising review: "I bought this on a whim, and I’m hooked. I love the timer and dimmer features. So far, the lamp works great. It doesn’t put out a lot of heat and I love that you can adjust the light. This is now going to be my go-to gift. " — Amazon Customer Get it from Amazon for $35.98 (available in 10 styles). 18. Or a set of remote-controlled flameless candles so you can set up the cozy corner of your dreams without worrying about starting a not-so-cozy fire. 😅 Each candle requires 3 AAA batteries . Promising review: "I bought one set and loved them so much I bought two more sets. They're the most realistic looking fake candles I've bought so far. The 'flame' up close obviously doesn't look real but from afar with the flicker setting on, you almost can't tell these aren't real. They also put out a decent amount of light for being fake. Gives my living room a very cozy feel which is what I wanted. Remote works great as well. " — suckerforcats Get a set of three from Amazon for $25.99 (available in five styles). 19. A homebody sticker for my fellow '90s girlies who have *never* felt more at home than squatting in that all-too-memorable yellow playhouse with the pink door and light green shutters. IYKYK, my friends. SpunkeeMonkeeStudio is a small business! This sticker is waterproof so it can happily live on your water bottle! Promising review: "I had one of these!! 111/10 nostalgia core." — aria isnt here anymore Get it from SpunkeeMonkeeStudio on Etsy for $4.25 . 20. Murdle, Volume 1 , a compilation of murder mystery–themed logic puzzles that are reminiscent of the ever-popular Wordle game. This version will encourage you to use powers of deduction and a variety of clues to solve the mysteries throughout the book. Sherlock Holmes, who? There are 100 puzzles total, and four different levels of difficulty to tackle —each puzzle features a logic grid to help you solve it! Promising review: "The puzzles are a lot of fun, but the characters, storylines and other details take the Murdle experience to another level. I have no idea how the author came up with all of this creativeness! You can Murdle solo or with friends. I look forward to future volumes but this one will keep me busy for a while!" — Liz Gately Get it from Amazon for $12.99 . If you want to keep the fun going you can *also* snag Murdle: Volume 2 and Murdle: Volume 3 for more puzzling. 21. A " Grievance Journal ," aka a "burn book for the discerning misanthrope" that anyone with dark humor who will find it especially cathartic thanks to 52 prompts to express irritations over what's bothering them the most. Promising review : "Bought this intending to gift it to a friend but ended up getting really into the prompts and decided to keep it for myself. WOW, what an awesome way to vent and articulate the negativity you're feeling by actually forcing yourself to form coherent thoughts around your emotions. Cheaper and more effective than therapy, buying several more for friends and fam. " — Alex Get it from Amazon for $27.99 . If your recipient wants something a little less grim, check out this Burn After Writing book with a similar but lighter sentiment. 22. A chunky knit chenille blanket to bury yourself under because it's simply that time of year — it comes in so many colors you'll absolutely be able to snag one that matches your room's vibe. It's also hypoallergenic *and* machine washable! Samiah Luxe is a small business! Promising review: "Love this look. Makes the room look & feel cozy. But then the blanket ACTUALLY is cozy! Super soft. Heavy. Warm. Worth the money." — Tracy W. Get it from Amazon for $49.99+ (available in three sizes and eight colors). 23. Or a wearable blanket for anyone who typically wraps their throw blanket around their shoulders and wanders the house like a ghost. Skip that entire step and slip this version right over your head then proceed with your meandering. Promising review: "I bought this to live in when in my college dorm and now I never want to leave my college dorm. But that means it's GOOD!! I totally slept in it last night and it's perfect for rolling out of bed when it's 40 degrees outside, which makes the floors cold. My feet may be cold, but the rest of me sure isn't! 😀👍" — Eden Get it from Amazon for $29.99 (available in kids and adults sizes and 28 styles). 24. A new cookbook from Prue Leith (yes, the famed The Great British Bake Off judge!) filled with a variety of exciting recipes — perfect for someone who enjoys unwinding by cooking (and even better for their roommate who gets to eat all the stress-fueled cooking). Get it from Amazon for $20.38 . 25. A heated eye massager complete with five different massage modes and Bluetooth music so you can fully indulge and relax while relieving pain from eye strain and headaches. Promising review : "I saw this product on one of Amazon’s must-have TikTok videos and I knew I had to get it. It was so worth it — even though price may seem higher compared to other sellers, this is for sure a good investment piece. The quality is top notch, the strap that goes around your head is comfortable, and most importantly, the duration of each mode is long enough that it doesn’t interrupt your rest. I work a 12-hour night shift as a nurse and this technology has helped me get through the night easily. 👍🏽👍🏽👍🏽" — Amazon Customer Get it from Amazon for $69.99 (available in four colors). 26. A mason jar cold brew maker so you can have your fave morning bev on-hand when your brunch plans get not-so-sadly cancelled. Reviewers absolutely love this version and also use it to brew their favorite iced teas. Cheers! County Line Kitchen is a small business specializing in mason jar–style cold brew makers, pitchers, and accessories. Promising review: "This has been a hit in my house. Makes the most delicious cold brew and is of great quality. Has saved a ton of money on going out and on pods I used to buy. I try to let it sit for 48 hours so I can dilute it with a little water to get it to last longer, and throw it in my dishwasher in between uses. Perfect!" — Jo Get it from Amazon for $27.99+ (available in two sizes and colors). 27. A subscription to Book of the Month for any bibliophile who hates having to actually speak to someone in a store about what they should read next and would much rather have their next fave novel delivered to their door. I was gifted a BOTM subscription many years ago and I've stayed loyal since! It's the only subscription service I've kept up with and gifted to different people. Each month your gift recipient will be permitted to choose from a selection of books (and more recently, audiobooks!), all of which are different genres. Then the book they select will be delivered to their door. Half of my beautifully color coordinated bookcase is filled with books from BOTM and I couldn't be happier! Get three months from Book of the Month for $59.99 . 28. A genius amber reading light to attach directly to your novel, so even if your partner wants to hit the hay you can stay up as late as you want without disturbing them as you dive deeper and deeper into The New York Times bestseller your friends have all been raving about. Promising review: "This is a fantastic light! I use it every evening to continue reading while my son sleeps, it does not wake him or impede my sleep after I’m ready to go to bed. Great product." — Brian Masters Get it from Amazon for $11.99 . 29. An "Awakened Artifacts" puzzle from the TikTok-famous Magic Puzzle Company for helping you to unwind after a day filled with unpleasantries. There are over 50 hidden Easter eggs in this journey of an activity (including a hidden twist at the end!) that'll delight and amaze anyone who works on it. Promising review: "Bought this as soon as I got the email that it dropped on Amazon! Love this series and will continue to purchase them. Was it the most challenging puzzle? No, but that didn't take away from the fun of putting it together. Great artwork, wacky pieces, two posters, you just can't go wrong with a magic puzzle!" — Jennifer Lawton Get it from Amazon for $22.99 . This is one of 14 puzzles from the Magic Puzzle Company , so there's lots of other ~puzzling~ possibilities once this one's finished! 30. A flexible universal tablet stand , in case you have roommates whose plans sadly *weren't* cancelled and simply don't feel like hanging out with them to watch TV. This handy dandy gadget will ensure you can continue to watch episodes of The Bear hands-free and human-free. Tablift is a small business created by Scott Blevins after he had trouble finding a tablet stand for his bed. This is compatible with Apple, Samsung, Microsoft, and most other tablets (but you may have to remove the case in some cases). Promising review : "I wondered how the flexible legs might be. The problem I envisioned was that the legs would deflect as I used the support — nope! Not at all! It's flexible AND stable in just the right way. The legs twist in a wide variety of positions and the STAY where I put them. I use it for reading in bed at night mostly but have also used it's on the couch while watching TV. Ideal in each instance. Great job!" — R. Steven Cooper Get it from Amazon for $49.95 . 31. Microwaveable hugging sloths filled with soothing lavender — who better to spend a cold wintry night with?! The pair breaks apart so you can share the love with your roommate when they're having a rough day. 🥹 My sister bought my son a Golden Retriever Warmies plush before he was born and it's recently become a staple in his collection of "crib friends." It smells incredible and is so soothing for bedtime. I love that they're weighted but not *too* heavy that I'd be worried to let him snuggle with it overnight. Promising review: "I have a sloth obsession so I'm adding these to my collection! Perfect size and absolutely adorable! Not sure I'll use them for warming, but I have other Warmies for that purpose!!" — Heather W. Get it from Warmies for $29.99 or Amazon for $26.95 . Reviews have been edited for length and/or clarity.
On December 9, 2024, a heartbreaking incident unfolded in Bengaluru, as Atul Subhash , a 34-year-old tech professional, tragically took his own life. Subhash, who had been facing ongoing marital troubles, uploaded a chilling post on X (formerly known as Twitter) before ending his life, claiming that he was a victim of “harassment, extortion, and corruption.” His post, which also tagged prominent figures like U.S. President Donald Trump and Tesla CEO Elon Musk, conveyed his deep disillusionment with India’s judiciary. He alleged that he was driven to suicide due to the actions of his wife and her family. This event has sparked widespread outrage and raised important questions regarding the treatment of men in the Indian legal system, with the hashtag #JusticeForAtulSubhash trending on social media. Atul Subhash’s final message Before taking this tragic step, Atul Subhash uploaded an 84-minute video and a 24-page suicide note, naming five individuals he held responsible for his distress, including his wife, in-laws, and a judge. The video, which has been widely shared on social media, saw Subhash speaking calmly and directly, explaining his decision. In the video, he stated, "With my taxes, this court, this police system, will harass me and my family and other good people as well." He mentioned the emotional and financial toll that the legal system had taken on him and expressed that he felt his only option was to end his life. He also left behind a placard in his house that read, “Justice is due.” The video shocked viewers not only for its content but also for Subhash’s calm demeanor, which many perceived as a sign of a man resigned to his fate rather than someone overwhelmed by mental illness. His words highlighted the alleged injustice he faced, and the clear documentation of his experiences raised significant concerns about the treatment of men in the legal system. Legal and personal struggles leading to Atul Subhash’s death Atul Subhash’s death appears to be the culmination of years of legal and marital struggles. According to preliminary investigations, Subhash had been facing significant tension in his marriage, with his wife reportedly filing legal cases against him. These cases allegedly involved fabricated accusations and demands for a substantial settlement, reportedly around 3 crore rupees. These legal challenges, combined with harassment from his wife and in-laws, drove Subhash to a point of desperation. His complaints centered on what he saw as a biased judicial system that he felt had failed to offer him a fair chance in his personal and legal matters. #JusticeForAtulSubhash and the #MenToo Movement take over social media As Subhash’s video and suicide note circulated on social media, a wave of support and outrage emerged. The hashtag #JusticeForAtulSubhash quickly gained traction, with many expressing their sympathy and anger over the circumstances that led to his tragic death. Social media users, including noted author Shefali Vaidya, voiced their shock at the video’s content, calling for a reevaluation of the legal system and its treatment of men in similar situations. Vaidya’s comments highlighted the disturbing nature of the video, emphasizing that Subhash seemed to be a rational individual, not suffering from depression, but instead making a calculated decision after enduring prolonged injustice. What is the #MenToo movement? #MenToo is a social movement that emerged in India to raise awareness about the issue of false sexual harassment allegations against men. The movement gained widespread attention after Bollywood actress Pooja Bedi and Barkha Trehan, the founder of Purush Aayog, called for the introduction of gender-neutral laws and fair investigations following the arrest of actor Karan Oberoi. Oberoi had been accused of sexual harassment by his ex-girlfriend, which led to public outcry and debates surrounding the fairness of such legal proceedings. This case reignited discussions about the #MenToo movement, which advocates for men’s rights, especially in cases involving false accusations and biased legal systems. The movement gained significant traction after the 2019 arrest of Karan Oberoi. His supporters, including Pooja Bedi, emphasized the need for balanced, unbiased laws that ensure fairness for both genders. Since then, #MenToo has continued to gain momentum, with many advocating for reforms to address the challenges men face, particularly in areas such as divorce, domestic abuse, and harassment cases. The broader issue of gender bias and legal inequality The outpouring of support for Atul Subhash has shone a spotlight on broader issues within India’s legal and social systems. Many commentators on social media have pointed to the bias against men in family law, alleging that false accusations, dowry demands, and the manipulation of legal processes are common issues men face. One user wrote, “Atul Subhash’s case is just one of many in India. Countless similar stories remain unheard. Honestly, our justice system is so broken.” This sentiment reflects a growing concern about the need for gender-neutral laws that treat both men and women equally, particularly in matters of domestic disputes and harassment allegations. The #MenToo movement and Subhash’s tragic death have sparked calls for legal reforms and a more balanced approach to dealing with cases of harassment, divorce, and dowry. Critics argue that men often suffer in silence, unable to speak out due to social stigma and a lack of legal recourse. Many users expressed frustration over the way media outlets cover such cases, often downplaying the suffering of men and failing to report on the accused individuals, particularly when women are involved. Also read | Elon Musk becomes first person with $400 billion net worth | Apple iPhone 16 Pro is available for Rs 71,050 on FlipkartA Chinese lab has created what appears to be one of the most powerful “open” AI models to date. The model, DeepSeek V3 , was developed by the AI firm DeepSeek, and was released on Wednesday under a permissive license that allows developers to download and modify it for most applications, including commercial ones. DeepSeek V3 can handle a range of text-based workloads and tasks, like coding, translating, and writing essays and emails from a descriptive prompt. According to DeepSeek’s internal benchmark testing, DeepSeek V3 outperforms both downloadable, “openly” available models and “closed” AI models that can only be accessed through an API. In a subset of coding competitions hosted on Codeforces, a platform for programming contests, DeepSeek outperforms models including Meta’s Llama 3.1 405B , OpenAI’s GPT-4o , and Alibaba’s Qwen 2.5 72B. DeepSeek V3 also crushes the competition on Aider Polgyglot, a test designed to measure, among other things, whether a model can successfully write new code that integrates into existing code. DeepSeek-V3! 60 tokens/second (3x faster than V2!) API compatibility intact Fully open-source models & papers 671B MoE parameters 37B activated parameters Trained on 14.8T high-quality tokens Beats Llama 3.1 405b on almost every benchmark https://t.co/OiHu17hBSI pic.twitter.com/jVwJU07dqf — Chubby♨️ (@kimmonismus) December 26, 2024 DeepSeek claims that DeepSeek V3 was trained on a dataset of 14.8 trillion tokens. In data science, tokens are used to represent bits of raw data; 1 million tokens is equal to about 750,000 words. It’s not just the training set that’s massive. DeepSeek V3 is enormous in size: 685 billion parameters. (Parameters are the internal variables models used to make predictions or decisions.) That’s around 1.6 times the size of Llama 3.1 405B, which has 405 billion parameters. DeepSeek (Chinese AI co) making it look easy today with an open weights release of a frontier-grade LLM trained on a joke of a budget (2048 GPUs for 2 months, $6M). For reference, this level of capability is supposed to require clusters of closer to 16K GPUs, the ones being... https://t.co/EW7q2pQ94B Parameter count often (but not always) correlates with skill; models with more parameters tend to outperform models with fewer parameters. But large models also require beefier hardware in order to run. An unoptimized version of DeepSeek V3 would need a bank of high-end GPUs to answer questions at reasonable speeds. While it’s not the most practical model, DeepSeek V3 is an achievement in some respects. DeepSeek was able to train the model using a data center of Nvidia H800 GPUs in just around two months — GPUs that Chinese companies were recently restricted by the U.S. Commerce Department from procuring. The company also claims it only spent $5.5 million to train DeepSeek V3, a fraction of the development cost of models like OpenAI’s GPT-4. The downside is that the model’s political views are a bit filtered. Ask DeepSeek V3 about Tiananmen Square, for instance, and it won’t answer. DeepSeek, being a Chinese company, is subject to benchmarking by China’s internet regulator to ensure its models’ responses “embody core socialist values.” Many Chinese AI systems decline to respond to topics that might raise the ire of regulators, like speculation about the Xi Jinping regime. DeepSeek, which recently unveiled DeepSeek-R1, an answer to OpenAI’s o1 “reasoning” model , is a curious organization. It’s backed by High-Flyer Capital Management, a Chinese quantitative hedge fund that uses AI to inform its trading decisions. DeepSeek’s models have forced competitors like ByteDance, Baidu, and Alibaba to cut the usage prices for some of their models — and make others completely free. High-Flyer builds its own server clusters for model training, one of the most recent of which reportedly has 10,000 Nvidia A100 GPUs and cost 1 billion yen (~$138 million). Founded by Liang Wenfeng, a computer science graduate, High-Flyer aims to achieve “superintelligent” AI through its DeepSeek org. In an interview earlier this year, Liang described open sourcing as a “cultural act,” and characterized closed source AI like OpenAI’s a “temporary” moat. “Even OpenAI’s closed-source approach hasn’t stopped others from catching up,” he noted. Indeed.
NEW YORK (AP) — U.S. stock indexes got back to climbing on Wednesday after the latest update on inflation appeared to clear the way for more help for the economy from the Federal Reserve . The S&P 500 rose 0.8% to break its first two-day losing streak in nearly a month and finished just short of its all-time high. Big Tech stocks led the way, which drove the Nasdaq composite up 1.8% to top the 20,000 level for the first time. The Dow Jones Industrial Average, meanwhile, lagged the market with a dip of 99 points, or 0.2%. Javascript is required for you to be able to read premium content. Please enable it in your browser settings.
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