๐ Read this must-read post from Hacker News ๐ ๐ **Category**: โ
**What Youโll Learn**: โโโโโโโโโโโโโโโโโโโโโโโโโโโ Attention Residuals โโโโโโโโโโโโโโโโโโโโโโโโโโโ Paper ย |ย arXiv ย |ย Overview ย |ย Results ย |ย Citation (a) Standard residuals with uniform additive accumulation. (b) Full AttnRes: each layer attends over all previous outputs. (c) Block AttnRes: layers are grouped into blocks, reducing memory from O(Ld) to O(Nd). This is the official repository for Attention Residuals (AttnRes), a drop-in replacement for standard residual connections in Transformers that enables each layer to selectively aggregate earlier representations via learned, input-dependent attention over depth. Standard residual connections accumulate all layer outputs with…
๐ Read this trending post from PBS NewsHour - Politics ๐ ๐ **Category**: mental health,New York,policing,Zohran Mamdani ๐ก **What Youโll Learn**: NEW YORK (AP) โ New York City Mayor Zahran Mamdani on Thursday unveiled a new office dedicated to community safety, an interim first step toward fulfilling a major campaign pledge to reduce the role of police in responding to mental health emergencies. Mamdani initially envisioned creating a $1 billion-a-year agency that would send civilian workers, rather than police, in non-criminal emergencies. However, his initial proposal is much more modest, launching with just two employees and few immediate plans to…
๐ Discover this trending post from Culture | The Guardian ๐ ๐ **Category**: Alice Coltrane,Music,Culture ๐ **What Youโll Learn**: IIt's been 19 years since Alice Coltrane's death and more than half a century since her most famous albums, but only now has her first autobiography, Andy Petta's Cosmic Music, been published. The first major exhibition dedicated to it was held last year also in Los Angeles, and musicians from the mainstream to the left have supported it, so much so that there are now an abundance of cosmic jazz guitarists on festival lineups. โFor a long time it seemed like…
โจ Explore this awesome post from TechCrunch ๐ ๐ **Category**: Social,government,law,Pinterest,social media ๐ก **What Youโll Learn**: Pinterest CEO Bill Ready called on governments to ban social media for users under the age of 16 in a new op-ed for Time magazine. He is now one of the few top CEOs to have called for such a restriction, as countries around the world begin to implement or consider ways to limit children's time online, and how to verify their exact ages. Reddy writes that children today are โliving the largest social experiment in history,โ given โunlimited access to social media platforms.โ…
๐ฅ Discover this insightful post from BBC Sport ๐ ๐ **Category**: โ
**What Youโll Learn**: FIFA implemented a historical policy requiring that teams in its tournaments include female coaches.Under the new decision, there must be at least two female employees on the bench for each team in matches, with one in the position of assistant or head coach.The rules apply to international football competitions and FIFA club competitions.Looking at the top 10 countries in the world, six of them would already be compatible with only four of them having female head coaches.But should action be taken in the English game?In…
๐ฅ Check out this must-read post from BBC Sport ๐ ๐ **Category**: ๐ก **What Youโll Learn**: Manchester City manager Pep Guardiola has confirmed that James Trafford will be the goalkeeper in Sunday's Carabao Cup final at Wembley, but Mikel Arteta has refused to say who will be Arsenal's starting goalkeeper.Guardiola said he would continue his policy of playing Trafford in domestic cup matches, although he did not make any assurances about the 23-year-old's long-term situation.Trafford returned to City from Burnley last summer in a ยฃ27m deal and was seen as a replacement for Ederson.However, he was soon dropped from his…
โจ Read this must-read post from Hacker News ๐ ๐ **Category**: ๐ **What Youโll Learn**: BYD is already seeing a flood of new EV buyers as gas and oil prices surge amid rising tensions in the Middle East. BYDโs bet on EVs is paying off Since it stopped building vehicles powered solely by internal combustion engines (ICEs) in 2022, BYD has become the worldโs largest EV maker. The Chinese automaker ranked sixth in global sales in 2025, surpassing Ford for the first time, with over 4.6 million electric and plug-in hybrid vehicles sold. While sales growth has slowed over the…
๐ Discover this awesome post from PBS NewsHour - Politics ๐ ๐ **Category**: dan caine,Donald Trump news,football,pete hegseth,Sports,U.S. Navy โ
**What Youโll Learn**: President Donald Trump said senior officials were in the situation room on Friday as the Iranian conflict continued. Watch the event in the video player above. The president mentioned the war when he presented the Commander-in-Chief's Trophy to the Navy's football team for beating Army during a game in 2025. "We're in very good shape," he said, without providing details. Trump said that Defense Secretary Pete Hegseth and General Dan Kaine, Chairman of the Joint Chiefs of…
๐ฅ Discover this must-read post from Culture | The Guardian ๐ ๐ **Category**: Music,Indie,Ladytron,TikTok,Culture ๐ **What Youโll Learn**: IIt was October 2001 in New York City, and Mira Arroyo and bandmate Robin Wu were invited to a new DJ party. The daring 200-meter Luxx on Brooklyn's Grand Street specialized in forgotten electro sounds from the 1980s. Party name? Electric clash.โIt was us, the Peaches, the people from Berlin,โ Arroyo recalls. Atlanta DJ and RuPaul collaborator Larry T booked them for their love of gems that Jenna X or Bobby O had overlooked. โIt was fun, non-binary and joyful.โBack in Liverpool,…
๐ฅ Explore this must-read post from TechCrunch ๐ ๐ **Category**: Biotech & Health,laughter,scientists,study โ
**What Youโll Learn**: A recent survey of more than 500 scientific conference presentations over a two-year period was published to determine whether scientists were funny, which is funny in itself, if not the most productive use of time. The results were about what you might expect: two-thirds of attempts at humor garnered either polite chuckles or complete silence, and only 9% succeeded well enough to elicit laughter from most attendees. Also unsurprisingly, the biggest laughs came from technical hiccups, such as slide malfunctions and microphones being…
