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However, this person has been investing for more than 2 decades and sold a startup to a big tech company in the first dot-com boom. "The lesson of Microsoft Windows"Then this hedge funder schooled me on the "lesson of Microsoft Windows." He also pointed out that if you don't own a big platform, your life kinda sucks. AdvertisementThe biggest betsThis is why big tech companies are investing 100s of billions of dollars to find the next big platforms. Big Tech is all about winning our attention and being the first "funnel" that sends us out into the world.
Persons: Mark Zuckerberg, , Apple, Tesla, it's, Mark Gurman, I've, Matthew Ball, Zuckerberg, Ball, OpenAI, Nora Naughton, Elon Musk Organizations: Apple, Service, Apple's, Microsoft, Microsoft Windows, Android, Amazon, Google, Big Tech, Tesla, Software, GM, Ford, Meta Locations: American
Nonetheless, analysts remain focused on the bigger picture and are bullish on stocks that offer attractive long-term growth prospects. Investors can weigh the recommendations of Wall Street's top analysts as they pick out the best names to add to their portfolios. With that in mind, here are three stocks favored by the Street's top pros, according to TipRanks, a platform that ranks analysts based on their past performance. The stock generated stellar returns last year due to the robust demand for the company's graphics processing units in generative AI. He thinks that the health-care business features among the top three verticals of the company's data center segment.
Persons: Wall, Brad Erickson, Erickson, TipRanks, Brian Pitz, Pitz, Harlan Sur, Kimberly Powell Organizations: RBC Capital, Web Services, BMO Capital, TAM, Nvidia, JPMorgan, Pharmaceuticals Locations: U.S, Europe, DoorDash's U.S, Sur
Reversal of the so-called Chevron deference approach was a priority for the judicial selection team that served Trump – on par with some right-wing activists’ quest for reversal of constitutional abortion rights. The reconstituted Supreme Court delivered on that agenda item in 2022 when it overturned Roe v. Wade. Former White House counsel Don McGahn, who controlled Trump’s judicial selections, regularly touted the administration’s anti-regulation agenda. He was especially drawn to the first two Trump appointees, Neil Gorsuch and Brett Kavanaugh, for their records in that regard. In his written brief and during arguments, Martinez invoked an adage of Chief Justice Roberts from his 2005 confirmation hearings, that judges serve as umpires, just calling balls and strikes.
Persons: Donald Trump, who’ve, Roe, Wade, Don McGahn, Neil Gorsuch, Brett Kavanaugh, , ” McGahn, McGahn, Anne Gorsuch, Reagan, Gorsuch, , “ I’ve, Trump, Mitch McConnell, Leonard Leo, Biden, Roberts, John Roberts, ” Roberts, Roman Martinez, Martinez, , Magnuson, Elizabeth Prelogar, don’t, Prelogar, Elena Kagan, ” Kagan, there’s, ” Martinez, Paul Clement, Justice Roberts, Ketanji Brown Jackson, They’re, ” Kavanaugh, George W, Bush, ” Said Kavanaugh Organizations: CNN, Trump, White House, Chevron, Environmental Protection Agency, Republican, Federalist Society, Chevron USA, Inc, Natural Resources Defense, , “ Chevron, National Marine Fisheries Service, Stevens Conservation, Management, Congress Locations: lockstep, Chevron
"Q should be more polished, given how far behind we are," one of the Amazon employees told BI. An Amazon spokesperson said Q is not based on a single AI model, and its launch followed standard operating procedure. They said Q primarily used Claude Instant 1.2, a cheaper, lighter, and faster version of the AI model that was released in August. More approachable, but too simpleCurrently, Amazon Q is only offered in preview mode to select customers. Some AWS employees, however, say it feels like the company is in a mad dash to release new products, even if they are subpar.
Persons: , Q, That's, Anthropic's Claude, It's, Google's Bard, Claude, Andy Jassy, Richard Brian Bedrock, Dario Amodei, Anthropic, Randall Hunt, Hunt, Corey Quinn, Quinn, Amazon's Trainium, Adam Selipsky, Selipsky, Amazon's Organizations: Service, Amazon, Business, Microsoft, Google, Claude, AWS's, Oracle, Duckbill, Nvidia, AWS
Gay, who last year became the first Black president in Harvard's nearly 400-year history, had retained the support of the powerful Harvard Corporation after her widely-criticized congressional testimony. Throughout the ordeal, she received a torrent of death threats, racist notes, and phone calls which only intensified as December progressed, according to The Times. Gay, who had only recently moved into the Harvard president's official residence, would pick up the phone only to be met with racial slurs, per the report. AdvertisementThe Times also reported that Gay's residence was being watched 24 hours a day. In her statement, Gay also called out not only critics of her prior work but also the personal racist attacks that had been lobbed at her.
Persons: Claudine Gay's, Gay, Ryan D, Enos Organizations: Harvard, Harvard Corporation, Jewish, The New York Times, The Times, Jan, Corporation Locations: Harvard's, Israel, Cambridge, United States
Harvard University President Claudine Gay resigned Tuesday after months of controversy. Many plagiarism accusations that piled up against Gay were revealed by Gen Z reporter Aaron Sibarium. Sibarium, a writer at the conservative news site The Washington Free Beacon , broke many of the plagiarism accusations against Gay. It wasn't until the plagiarism accusations continued to pile up that she resigned. But his author page shows how he spent the past month: breaking stories about plagiarism accusations against Gay.
Persons: Claudine Gay, Gay, Gen, Aaron Sibarium, Sibarium, , Elise Stefanik, Stefanik, Aaron Sibarium —, Harvard's, missteps, he's, Harvard, plagiarizing, David Canon, Canon, that's Organizations: Harvard, Service, University of Pennsylvania, MIT, Washington Free Beacon, Gay, Business, The New York Times, Harvard Corporation, Yale University, Politico, University of Wisconsin Locations: Washington, Israel, Madison
Amazon Web Services' Global AI Innovation Center, led by Sri Elaprolu, launched in July. Elaprolu said AWS customers are getting serious about moving ideas from concept to production. Still, most AWS clients don't quite know where to start with generative AI — that's where the AWS Generative AI Innovation Center comes in, Sri Elaprolu, the global head of AWS Generative AI Innovation Center and an 11-year AWS veteran, said. Interest in the Generative AI Innovation Center has been high since the company announced it in June, Elaprolu said. Many AWS customers are just beginning to think about generative AI, but an increasing number are starting to bring ideas into production.
Persons: Sri, Elaprolu's, , Sri Elaprolu, Elaprolu, It's Organizations: Amazon Web Services, AI Innovation, Service, Web, Center, PGA Tour, Bridgewater Associates, Business, Bridgewater, AWS Locations: Sri Elaprolu, Sri
CNN —Donald Trump is underscoring the profound choice that voters could face next year with expansive claims of unchecked presidential power alongside increasingly unapologetic anti-democratic rhetoric. This has huge consequences not simply for the courtroom accounting that is yet to take place over his first turbulent term. If the twice-impeached former president wins the Republican nomination and the presidency, it is already clear that a second term would risk destroying the principle that presidents do not hold monarchial power. “Joe Biden is not the defender of American democracy,” Trump said during a campaign stop in Cedar Rapids, Iowa, on Saturday. And if he succeeds in 2024, his legal arguments will have been a warning of a second term that he envisions with almost no guardrails.
Persons: Donald Trump, – he’s, Joe Biden, , He’s, Tanya Chutkan, Trump, Chutkan, Biden, “ Joe Biden, ” Trump, … it’s, , Trump’s, Ron DeSantis, , ” DeSantis, Liz Cheney, Mike Johnson, ” Cheney, Washington , South Carolina Republican Sen, Lindsey Graham, CNN’s Dana, Cheney, ” Graham, Liz Cheney's, Sri Srinivasan, Steven Sadow, ” Chutkan Organizations: CNN, Republican, US, GOP, Florida Gov, Trump –, Trump, Republican Party, CBS, Washington , South Carolina Republican, Union ”, , Capitol Locations: Cedar Rapids , Iowa, Iowa, Florida, Wyoming, Congress, United States, Washington , South, “ State, Washington , DC, , Fulton County , Georgia
How the U.S. courted the Philippines to thwart China
  + stars: | 2023-11-29 | by ( ) www.reuters.com   time to read: +14 min
What followed was two trips to the United States in less than a year for Marcos, and visits to the Philippines by high-ranking Biden administration officials. Marcos’ predecessor, the populist firebrand Rodrigo Duterte, was openly hostile to the United States and attempted to bring his country closer to communist China during his six-year term. For the United States, cementing alliances in the Asia-Pacific region is likewise crucial to keeping China in check. China’s Foreign Ministry, in a statement to Reuters, characterized China and the Philippines as “close neighbors across the sea” with a common interest in friendship. At the time, he said the cancellation of his visa was the latest in a list of “gripes and disrespect” by the United States.
Persons: Ferdinand “ Bongbong ” Marcos Jr, Joe Biden, Marcos, Gregorio Maria Araneta III, , ” Araneta, Biden, Kamala Harris, Antony Blinken, Defense Lloyd Austin, Julio Amador III, Marcos ’, Rodrigo Duterte, China’s, Xi Jinping, ” Marcos ’, Ferdinand Marcos Sr, , Marcos family’s, Washington, Duterte, China “, Becca Wasser, Wasser, Barack Obama, Xi, “ I’ve, ” Duterte, Ronald “ Bato, dela Rosa, Dela Rosa, gripes, Toribio Adaci, hadn’t, Blake Herzinger, Herzinger Organizations: Reuters, U.S, Defense, ., Party, China, U.S . State Department, ” Reuters, Philippine, United, Foreign Ministry, ” ‘, People’s Liberation Army, Center, New, New American Security, CNAS, U.S . Department of Defense, U.S ., Initiative, Philippines National Economic Development Authority, United States, Philippine National Police, Washington, Forces, VFA, Mutual, China’s, U.S . Pacific Fleet, Cooperation Locations: Philippines, Philippine, Manila, United States, U.S, China, America, Asia, Taipei, Taiwan, Beijing, South, East Asia, Pacific, Washington, Hawaii, South China, It’s, American, Japan, South Korea, Australia, New American, Taiwan . U.S, Duterte, China’s, Guangdong
A view of the sign of Signa Holding on their headquarters in Vienna, Austria, November 6, 2023. REUTERS/Leonhard Foeger/File Photo Acquire Licensing RightsVIENNA/FRANKFURT, Nov 29 (Reuters) - Property and retail giant Signa declared insolvency on Wednesday after last-ditch attempts to secure fresh funding failed, the biggest casualty so far of Europe's property crash. Signa blamed its problems on external factors affecting its property business and pressure on high-street shopping. Fuelled by low interest rates, billions were funneled into property, which was viewed as stable and safe. Weakness in commercial real estate in the United States as offices remain empty after the pandemic and the struggles of major property developers in China have focused global attention on the sector.
Persons: Leonhard Foeger, Rene Benko, Signa, Switzerland's Julius Baer, Hannes Moesenbacher, Matthias Inverardi, Rachel More, Madeline Chambers, Catherine Evans Organizations: Signa, REUTERS, Rights, Chrysler, Austria's Raiffeisen Bank, Thomson Locations: Vienna, Austria, FRANKFURT, Germany, Switzerland, Hamburg, Bavaria, Hesse, Europe's, United States, China
Duffie said more could be done, but added that the "official sector Treasury market datasets are far more comprehensive now than they were a few years ago." They would have much better estimates of the basis trade, for example, but they still wouldn't know exactly how big it is. The trade involves hedge funds exploiting the difference between a Treasury security and its derivative in the futures market. The CFTC data includes other trades that hedge funds enter into that involve shorting treasury futures, the two industry sources said. At a major Treasury market conference earlier this month, officials underscored the importance of good data.
Persons: Darrell Duffie, Duffie, John Williams, Sherlock Holmes, Paritosh Bansal, Anna Driver Organizations: U.S . Federal Reserve, Financial Research, Stanford University, Treasury, Futures Trading Commission, Securities, Exchange Commission, Regulators, ” New York Fed, Thomson Locations:
For Amazon, AWS is more important than ever. Targets missedAWS is falling short of reaching sales goals in its startups and small-business segments, two employees told BI. Burnout and attritionSeveral AWS employees also pointed to high turnover as a major point of concern. AWS employees told BI it still remains to be seen how all these changes will manifest in the months to come. "The most significant single sentiment we feel is uncertainty," one of the AWS employees told BI.
Persons: Matt Garman, Garman, Mark Shmulik, Bernstein, Rob Munoz, Munoz, Charlie Bell, Rachel Thornton, Chris Vonderhaar, Peter DeSantis, DeSantis, Andy Jassy Mike Blake, AWS's, Prasad Kalyanaraman, Kalyanaraman, Amazon's, Bard, Adam Selipsky, Adam Selipsky Noah Berger, Selipsky, Andy Jassy, Jeff Bezos, Jassy, Geekwire Organizations: Amazon Web, AWS, Business, Amazon, SMB, Enterprise, Reuters, Microsoft, Google, BI Locations: Las Vegas, AMZN's, billings
Amazon unveils Q, its AI chatbot for workers
  + stars: | 2023-11-28 | by ( Aaron Mok | ) www.businessinsider.com   time to read: +2 min
Amazon's cloud division has just unveiled Amazon Q, its AI chatbot for workers. Amazon Q aims to help workers draft emails, write blogs, summarize reports, and troubleshoot bugs. AdvertisementThere's yet another generative AI chatbot on the market — this time from Amazon. On Tuesday, Amazon Web Services, the retail giant's cloud division, unveiled Amazon Q, its generative AI chatbot that can be tailored specifically to a business, according to Amazon's press release. Marketing professionals, project managers, and sales representatives at companies that use AWS can prompt Amazon Q to draft emails, summarize reports, and write blog posts, according to Amazon.
Persons: , Slack, Q, Adam Selipsky, OpenAI, Bard, Amazon's chatbot Organizations: Service, Amazon, Web Services, Google, Microsoft, Amazon Web Services, New York Times
The new software arrives roughly a year after OpenAI’s ChatGPT burst onto the scene, setting off a frenzy of investment in generative AI startups. AWS CEO Adam Selipsky, at Amazon’s annual cloud computing conference in Las Vegas, announced a new safeguard against objectionable content on generative AI applications, called Guardrails for Bedrock. Because generative AI is trained on publicly available content, offensive words or other objectionable content can slip through into results from users’ prompts. Selipsky said the new service was important for customers to put limits they see fit on the generative AI they use. Also at the conference, Amazon announced it would indemnify its customers against lawsuits based on the misuse of copyrighted materials.
Persons: Vincent West, Slack, OpenAI’s, Adam Selipsky, Selipsky, , Greg Bensinger, Marguerita Choy Organizations: REUTERS, Facebook, Amazon, Getty, Thomson Locations: Trapagaran, Spain, Las Vegas, Seattle
After Sam Altman's ouster, many are wondering why OpenAI board members booted him. Bedrock Capital's founder, an OpenAI investor, is more concerned with a board member's background. Geoff Lewis said, without offering evidence, he thinks an ex-board member's ties to China should be examined. Instead of debating Toner's reason to oust Altman, Lewis said the "right set of questions" should be aimed at her background. AdvertisementToner, along with Tasha McCauley, the only two female board members of OpenAI, were removed from the board following their votes to vacate Altman from his role as CEO.
Persons: Sam Altman's, Geoff Lewis, , Sam Altman, Altman, Helen Toner, Lewis, Toner, CNBC's Rebecca Quick, Tasha McCauley Organizations: Service, Chinese Communist Party, CNBC, Oxford University's Center, Twitter, US Social, Foreign Affairs, Bedrock, Business, The New York Times, Microsoft Locations: China, OpenAI, Beijing
The week’s best and worst from Kim Strassel, Allysia Finley and Dan Henninger. The Supreme Court on Wednesday will hear the first of two landmark cases this term challenging the runaway administrative state. At stake in SEC v. Jarkesy is a bedrock constitutional principle that colonists fought to defend in the American revolution: the right to a trial by jury. The 2010 Dodd-Frank Act granted the Securities and Exchange Commission unbridled power to seek penalties administratively against any individual for violating securities laws. Democrats wanted to make it easier for the agency to punish misconduct.
Persons: Kim Strassel, Allysia Finley, Dan Henninger, Dodd, Frank Organizations: SEC, Securities and Exchange Commission
Companies are actively hiring workers with generative AI skills. Advertisement"We were surprised to see the proliferation of generative AI skills being required in jobs that are not developing these technologies," Kane said. JOSH EDELSON/AFP via Getty ImagesMeta has released a number of AI projects, including AI chatbots and Ray-Ban Smart Glasses. AdvertisementAmazon's is currently hiring for a generative AI data scientist to work on the AWS team. It's currently hiring for an advanced AI research scientist and responsible AI advisor.
Persons: , Layla O'Kane, Kane, Mark Zuckerberg, JOSH EDELSON, PNNL, Artur Widak, Anthropic, It's, there's Organizations: Meta, Service, Getty, Capital, Pacific Northwest National Laboratory, US Department of Energy, AWS, Accenture, Nvidia, Microsoft Locations: AFP, Asia
Share Share Article via Facebook Share Article via Twitter Share Article via LinkedIn Share Article via EmailIf the U.S. does not win on AI, the emerging China alliance will: Bedrock Capital's Geoff LewisGeoff Lewis, Bedrock Capital founder and managing partner, joins 'Squawk Box' to discuss the fallout at OpenAI, questions about the company's governance structure, A.I. arms race, and more.
Persons: Geoff Lewis Geoff Lewis Organizations: Bedrock Capital Locations: U.S, China
View of the construction site of the Elbtower building, owned by Rene Benko’s Signa and a Commerzbank subsidiary, in Hamburg Germany, November 2, 2023. On Friday, Signa Real Estate Management filed for insolvency in a local court in Berlin, according to a court filing. The real estate sector was a bedrock of Germany's economy for years, accounting for roughly a fifth of output and one in 10 jobs. Now a sharp rise in rates has put an end to the run, tipping some developers into insolvency as deals freeze and prices fall. Weakness in commercial real estate in the United States as offices remain empty after the pandemic and the struggles of major property developers in China have focused global attention on the sector.
Persons: Rene Benko’s Signa, Fabian Bimmer, Signa, Elliott, Rene Benko, Switzerland's Julius Baer, Hannes Moesenbacher, Matthias Inverardi, John O'Donnell, Miranda Murray, Sharon Singleton, Mark Potter Organizations: REUTERS, Rights, Elliott Investment Management, Chrysler, Estate Management, Austria's Raiffeisen Bank, Thomson Locations: Hamburg Germany, Austrian, Germany, Austria, Switzerland, Sweden, Berlin, Bavaria, Hesse, Hamburg, Europe's, United States, China
An a episode of NYT's "The Run-Up," Black voters discussed Biden, Trump, and the Democratic Party. Several Black voters expressed varying degrees of disappointment with the administration. One Black voter told The Times he perceives Democrats as empowering Black women over Black men. Many voters in group told Herndon that they largely backed Democrats due to a GOP agenda which they find intolerable. AdvertisementA Black male in the group, who said that the GOP espoused values of entrepreneurship that might attract some Black men to Trump next year, also spoke openly of how he felt that Democrats empowered Black women at the expense of Black men.
Persons: Trump, , Joe Biden's, Biden, Donald Trump, Herndon, Kamala Harris, we've, Barack, Obama, Harris, they're Organizations: Biden, Democratic Party, Times, Service, Democratic, Black, New York Times, Trump, White, GOP Locations: Georgia , Michigan, Nevada, Pennsylvania, Siena, Black
ATLANTA (AP) — Georgia's state Supreme Court on Wednesday refused to approve rules for a new commission to discipline and remove state prosecutors, meaning the commission can't begin operating. In an unsigned order, justices said they have “grave doubts” about their ability to regulate the duties of district attorneys beyond the practice of law. Beyond the hurdle of state Supreme Court approval of rules, four district attorneys are suing to overturn the commission, arguing that it unconstitutionally infringes on their power. The Georgia law states a prosecutor can't refuse to prosecute whole categories of crimes, but must instead decide charges case by case. It applies both to district attorneys and elected solicitors general, who prosecute lower-level crimes in some Georgia counties.
Persons: Fani Willis, Donald Trump, hadn't, Houston Gaines, ” Gaines, Sherry Boston, ” Boston, Judge Paige Reese Whitaker, , Chris Carr, Willis, Trump, Randy McGinley, McGinley Organizations: ATLANTA, , Judicial, , Athens Republican, Republicans, Democratic, Republican Locations: Georgia, Fulton County, Athens, Atlanta's DeKalb County, Walton
A ruling that places limits on voting-rights lawsuits cut against years of decisions by other courts. Photo: Thomas Metthe/Associated PressA federal appeals court ruled Monday that voters alleging discrimination in election rules don’t have a right to sue, a decision that could have a sweeping impact on voting rights if adopted by other courts. The Eighth U.S. Circuit Court of Appeals, in a 2-to-1 ruling, held that private plaintiffs can’t bring legal claims under Section 2 of the Voting Rights Act, a bedrock provision of the 1965 law that prohibits discriminatory voting practices. Instead, only the U.S. attorney general can bring such lawsuits, the court said.
Persons: Thomas Metthe Organizations: Press, Eighth U.S, Circuit, Appeals
CNN —Israel could not have asked for a better friend than President Joe Biden. As global anger mounted at the thousands of civilian deaths in Gaza during Israel’s counter-attack against Hamas, Biden has been unequivocal on the Jewish state’s right to hit back. He pushed back at suggestions by Prime Minister Benjamin Netanyahu that Israel would somehow control Gaza after the war. Senior administration officials have repeatedly denied that any part of Biden’s calculations on Israel are rooted in domestic politics. Protests have rocked university campuses, where there’s been an outbreak of anti-Israel feeling that has sometimes crossed into blatant antisemitism.
Persons: Israel, Joe Biden, Biden, Benjamin Netanyahu, Democratic Sen, Mark Warner, Virginia, Alexandria Ocasio, Cortez, , , what’s, ” Biden, Netanyahu, there’s, Hakeem Jeffries, Andy Biggs, Donald Trump, George Floyd, Trump, CNN’s Jeff Zeleny Organizations: CNN, Hamas, Democratic Party, Jewish, Democratic, CBS, Rep, New York Democrat, NPR, PBS, Marist, Israel, White, Democratic National Committee, Capitol, Democrat Party, DNC, American, GOP, Trump, New York Times, Siena Locations: Gaza, United States, Michigan, Israel, Alexandria, San Francisco, Washington, Arizona, California, Asia, Oakland, Iraq, Georgia, Virginia, Ohio, East
U.S. President Joe Biden and China’s Xi Jinping, who met in San Francisco on Wednesday, may disagree on the terminology. Barely half the manufactured goods imported into the United States from low-cost Asian countries now come from China. Chinese firms have raised just $529 million from initial and secondary stock offerings in the United States in the year to mid-October. But the conscious decoupling between the U.S. and China looks set to continue. Follow @ugalani and @a_fitri_alias on XCONTEXT NEWSU.S. President Joe Biden and Chinese President Xi Jinping met on Nov. 15 in San Francisco on the sidelines of the Asia-Pacific Economic Cooperation forum.
Persons: Xi, Joe Biden, Kevin Lamarque, friendshoring, China’s Xi Jinping, Breakingviews, Donald Trump, China’s ByteDance, Reuters Graphics Reuters Graphics Goldman Sachs, Xi Jinping, Una, Peter Thal Larsen, Oliver Taslic, Thomas Shum Organizations: U.S, Economic Cooperation, REUTERS, Rights, Reuters, People’s Republic . U.S, People’s, World Trade Organization, Reuters Graphics Reuters, FRAYING FINANCE, U.S . Federal Reserve, Federal, Investment Board, HK, Republican, Reuters Graphics Apple, United, Reuters Graphics Reuters Graphics, Thomson Locations: Filoli, Asia, Woodside , California, U.S, Rights MUMBAI, United States, China, Washington, People’s Republic ., San Francisco, People’s Republic, Southeast Asia, Hong Kong, That’s, New York, Greater China, India, TAIWAN, Taiwan, Una Galani, Mumbai, London
An Amazon cloud VP sent a motivational email to his team last week after GitHub, the developer code-sharing site owned by Microsoft, held an artificial intelligence event and released a bunch of new products. In it, he noted the products announced at the GitHub Universe developer conference were similar to what his team is currently working on. One of the big products announced at GitHub Universe was the general availability of its Copilot Chat, a chatbot that helps answer developer questions and identify bugs. AWS, meanwhile, has announced products like Bedrock, a service that makes foundation models more easily accessible, and CodeWhisperer, a coding assistant app. The new chatbot for AWS developers is one example of that strategy, as it's intended to guide developers towards more AWS services when they are building AI products, the person familiar with the project told BI.
Persons: GitHub, Deepak Singh, Singh, They've, Google's Bard, it's Organizations: Microsoft, Business, Amazon, Services, GitHub, BI, AWS
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