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Elon Musk leaving Trump administration, White House official confirms

Elon Musk leaving Trump administration, White House official confirms

Reutersa day ago

WASHINGTON, May 28 (Reuters) - Billionaire Tesla (TSLA.O), opens new tab CEO Elon Musk is leaving the Trump administration after a tumultuous period working to restructure the federal government, a White House official confirmed.
A White House official told Reuters it was accurate Musk is leaving the administration and his "off-boarding will begin tonight.'
Musk on Wednesday thanked U.S. President Donald Trump as his time as a special government employee as a part of the Department of Government Efficiency draws to an end, he said in a post on social media platform X.
Musk's 130-day mandate as a special government employee in the Trump administration was set to expire around May 30. The administration has said DOGE's efforts to restructure and shrink the federal government will continue.
"The DOGE mission will only strengthen over time as it becomes a way of life throughout the government," Musk said.
Trump and DOGE have managed to cut nearly 12%, or 260,000, of the 2.3 million-strong federal civilian workforce largely through threats of firings, buyouts and early retirement offers, a Reuters review of agency departures found.
Musk on Tuesday criticized the price tag of Republicans' tax and budget legislation making its way through Congress.
"I was disappointed to see the massive spending bill, frankly, which increases the budget deficit, not just decreases it, and undermines the work that the DOGE team is doing," Musk told CBS News.
Musk's political activities have drawn protests and some investors have called for Musk to leave his work as Trump's adviser and manage Tesla more closely.
Musk, the world's richest person, has defended his role as an unelected official who was granted unprecedented authority by Trump to dismantle parts of the U.S. government.

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Could foundation models make RAG obsolete?
Could foundation models make RAG obsolete?

Coin Geek

time35 minutes ago

  • Coin Geek

Could foundation models make RAG obsolete?

Homepage > News > Tech > Could foundation models make RAG obsolete? Getting your Trinity Audio player ready... This post is a guest contribution by George Siosi Samuels , managing director at Faiā. See how Faiā is committed to staying at the forefront of technological advancements here . Even the smartest systems can become outdated if the paradigm shifts. Reid Hoffman recently argued that it's not the end of RAG—Retrieval Augmented Generation. But for those of us watching the evolution of large language models (LLMs) through a sharper lens, the writing might already be on the wall. Just as Yahoo's exhaustive web directory model was outpaced by Google's (NASDAQ: GOOGL) probabilistic search engine, RAG may soon find itself outdated in the face of increasingly powerful foundation models. It's not about whether RAG works. It's about whether it will matter. From Yahoo to Google: A signal from the past To understand the trajectory we're on, we need only look back. Yahoo believed in curating the Internet. Directories. Taxonomies. Human-reviewed indexes. But Google introduced a radically different idea: don't catalog everything—just rank relevance dynamically. Instead of organizing knowledge beforehand, Google inferred what mattered most through algorithms and backlinks. That wasn't just a technological improvement—it was a shift in philosophy. A move from structure to signal. From effortful storage to elegant retrieval. RAG, in many ways, feels like Yahoo. It's a bolted-on system that tries to enhance LLMs by grafting in 'clean,' retrievable knowledge from databases and vector stores. The goal is noble: improve the factuality and trustworthiness of artificial intelligence (AI) responses by injecting it with curated context. But what if that need disappears? Why RAG feels like a transitional technology RAG solves a real problem: hallucination. LLMs, especially in their earlier versions, had a tendency to fabricate facts. By adding a retrieval layer—pulling in external documents to ground the generation—RAG helped bridge the gap between generative flexibility and factual precision. But in solving one problem, it introduces others: Latency and complexity : RAG pipelines require orchestration between multiple components—vector databases, embedding models, retrievers, and re-rankers. : RAG pipelines require orchestration between multiple components—vector databases, embedding models, retrievers, and re-rankers. Data management burden : Enterprises must constantly update and maintain high-quality corpora, often requiring labor-intensive cleanup and formatting. : Enterprises must constantly update and maintain high-quality corpora, often requiring labor-intensive cleanup and formatting. Hard to generalize: RAG systems perform well in narrow domains but can break or return noise when facing edge cases or unfamiliar queries. It feels like scaffolding. Useful during construction—but not part of the finished architecture. Inference is eating Search Recent breakthroughs in LLM capabilities suggest that we're entering a new paradigm—one where inference can increasingly replace retrieval. With the emergence of models like GPT-4o, Claude 3 Opus, and even Google Gemini Pro 2.5, we're witnessing: Longer context windows : These models can now ingest and reason over hundreds of pages of content without needing external retrieval mechanisms. : These models can now ingest and reason over hundreds of pages of content without needing external retrieval mechanisms. Better zero-shot performance : The models are learning to generalize across vast domains without needing hand-fed examples or fine-tuned prompts. : The models are learning to generalize across vast domains without needing hand-fed examples or fine-tuned prompts. Higher factual accuracy: As foundation models train on more comprehensive data, their inherent 'memory' becomes more useful than brittle plug-ins or patched-on sources. In other words, the model itself is the database. This mirrors Google's dominance over Yahoo. When Google proved you didn't need to manually catalog the Internet to find useful content, the race was over. In the same way, when LLMs can consistently generate accurate answers without needing retrieval scaffolding, the RAG era ends. Enterprise blockchain implications So why does this matter to the blockchain and Web3 space? Because the architecture of how we store and surface data is changing. In the past, enterprise blockchain projects focused heavily on data provenance , auditability , and structured information flows . Naturally, RAG-like systems seemed appealing—pair a blockchain ledger (structured, secure) with a retriever that could pull trusted data into AI responses. But if inference can outpace retrieval—if models become so strong that they infer trustworthiness based on deep pretraining and internal reasoning—the value of these data layer bolt-ons will shift. It could go three ways: Legacy enterprise solutions double down on RAG-like hybrids, bolting AI onto databases and chains for compliance reasons. Next-gen startups skip RAG entirely, trusting LLMs' inference power and layering blockchain only for verifiability , not retrieval. A new form of 'self-attesting' data emerges, where models generate and verify their own responses using on-chain signals—but without traditional RAG scaffolding. Blockchain, in this context, becomes a reference point , not a library. The foundation model becomes both the interface and the reasoner. Is clean data still necessary? One of the assumptions keeping RAG alive is this: clean data = better output. That's partially true. But it's also a bit of an old-world assumption. Think about Gmail, Google Drive, or even Google Photos. You don't have to organize these meticulously. You just type and Google finds . The same is starting to happen with LLMs. You no longer need perfectly labeled, indexed corpora. You just need volume and diverse context —and the model figures it out. Clean data helps, yes. However, the new AI paradigm values signal density more than signal purity . The cleaner your data, the less your model has to guess. But the better your model, the more it can intuit even from messy, unstructured information. That's a core shift—and one that should change how enterprises think about knowledge management and blockchain-based storage. RAG's final role: A stepping stone, not a standard So, where does this leave RAG? Likely as a valuable bridge—but not the destination. We'll probably still see RAG-like systems in regulated industries and legacy enterprise stacks for a while. But betting on the future of AI on retrieval is like betting on the future of maps on phonebooks. The terrain is changing. Foundation models won't need retrieval in the way we think about it today. Their training and inference engines will absorb and transmute information in ways that feel alien to traditional IT logic. Blockchain will still play a role—especially in authentication and timestamping—but less as a knowledge base, and more as a consensus layer that LLMs can reference like a cryptographic compass. Conclusion: The search for simplicity RAG helped patch early AI flaws. But patchwork can't match the architecture. The best technologies don't just solve problems—they disappear . Google didn't ask users to understand PageRank. It simply worked. In the same way, the most powerful LLMs won't require RAG—they'll simply respond with clarity and resonance. And that's the signal we should be tracking. In order for artificial intelligence (AI) to work right within the law and thrive in the face of growing challenges, it needs to integrate an enterprise blockchain system that ensures data input quality and ownership—allowing it to keep data safe while also guaranteeing the immutability of data. Check out CoinGeek's coverage on this emerging tech to learn more why Enterprise blockchain will be the backbone of AI. Watch | IEEE COINS Conference: Intersection of blockchain, AI, IoT & IPv6 technologies title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen="">

Diddy's bodyguard Gene Deal clashes with fans outside court over his alleged involvement in Freak Offs
Diddy's bodyguard Gene Deal clashes with fans outside court over his alleged involvement in Freak Offs

Daily Mail​

time36 minutes ago

  • Daily Mail​

Diddy's bodyguard Gene Deal clashes with fans outside court over his alleged involvement in Freak Offs

Sean 'Diddy' Combs's former bodyguard had an intense confrontation with fans outside the New York City courthouse about his alleged involvement in Freak Offs. Gene Deal, who protected the disgraced rapper throughout the 1990s, was seen being bombarded by several people on Tuesday - day 10 of the blockbuster trial. As explosive testimonies played out inside the federal courtroom, events outside also got heated after Deal was asked about the drug and sex-fueled Freak Offs Diddy is accused of orchestrating for several years. SCROLL DOWN FOR VIDEO While he appeared to enter the courthouse, Gene stopped in his tracks as a man off-camera shouted at him: 'Hey G, I talked to Randy Pittman last night, a white guy, who said in 2004, you was at a party with P. Diddy, and you held him down with two minor kids. 'I did an interview with him on my YouTube last night. What do you have to say about that Gene?,' he added in the video posted on TikTok. Gene seemingly looked toward the man as he shouted accusations at him while a woman got close to him and shoved a phone in his face, and a man snapped pictures of him with a camera. 'He said you was at a Puffy party! You gave him E pills and you held two minors down as well as him Gene, I interviewed him on my YouTube,' the man continued. 'He filed a lawsuit!' he added as another man kept repeating the word 'allegedly.' Gene then appeared to look towards the yelling man and said: 'I'll speak to you when you get inside. 'You coming back in right? Alright I'll see you when you get inside,' Gene said as he entered the building. This was reportedly not the first dramatic interaction Deal had outside the courthouse, as he allegedly got physical with a person 'harassing him' at the trial, according to the outlet The Art Of Dialogue. Gene was 'told not to return to the Diddy trial for a few days' following the outburst, according to the outlet. A video, posted by the outlet, appeared to show Gene going back and forth in a heated exchange with a man. 'You're not gonna tell me what to do,' the man told Gene as the bodyguard turned toward him. 'You can't come up on me! If you come up on me, I'm gonna knock you the f*** out,' Gene yelled back. Gene then continued walking ahead as a woman started screaming at the other man. Diddy's former bodyguard is one of many big names who have been vocal about the allegations against the music mogul. The 55-year-old's staggering downfall began when his ex-girlfriend Cassie Ventura filed a bombshell lawsuit in 2023 detailing horrific claims of sexual abuse and violence at the hands of her ex-partner. The lawsuit was settled for $20 million just a day after it was filed, but it was too late for Diddy's reputation as the rapper was then hit with dozens of lawsuits detailing similar claims. Diddy denies all allegations against him. His lawyers admit he's a woman beater - although he does not face domestic abuse charges - but that he is not guilty of sex trafficking or racketeering. In a recent interview with The Art Of Dialogue, Deal said he believes the pressure from hearing hours of testimony about his 'dirty deeds with Cassie' will 'break' Diddy. 'He can't take sitting right there and hearing all of his dirty deeds with Cassie,' he claimed. 'He's hearing all of his deeds in front of him and he ain't high. He ain't drunk... He gone break bruh. I'm telling you. 'He'll end up asking his defense team to see if y'all can still get me that deal,' he continued.

Offset demands spousal support from Cardi B as divorce war turns ugly
Offset demands spousal support from Cardi B as divorce war turns ugly

Daily Mail​

timean hour ago

  • Daily Mail​

Offset demands spousal support from Cardi B as divorce war turns ugly

Cardi B is having a difficult week after her new beau Stefon Diggs was caught flirting with bikini-clad women and now, her ex Offset has made a shock decision in their divorce proceedings, has learned. The 32-year-old rapper filed for divorce from her husband of nearly seven years in August 2024, under grounds of 'irreconcilable differences between the parties,' and 'there is not reasonable prospect of reconciliation' according to the complaint. Offset, 33, initially filed his 'answer and counterclaim' in February this year, but can reveal that he filed an amended response on May 23 requesting she pay him spousal support. SCROLL DOWN FOR VIDEO 'Defendant/Counterclaimant demands judgment requiring Plaintiff to pay to the Defendant spousal maintenance,' the court document reads, where the defendant refers to Offset and the plaintiff is Cardi B. A specific amount has not been given, but this will be determined by the judge once divorce proceedings happen in the coming months. Cardi did not request spousal support in her divorce filing last August. Cardi B's current reported net worth is $101million - making her the second richest female rapper of all time - while Offset's wealth is reported to be $32million. Offset initially filed his answer and counterclaim on February 25, before amending it this month. All other requests, except for spousal support, are the same, including his request that the court determine each parent's child support obligations, distribution of their marital property and other personal property. He's also requesting each party be responsible for their own counsel fees. In addition, he's asking for joint legal custody of their three children, with Cardi B's home being the primary residence for the kids and him being the alternate resident, with a parenting schedule that considers the best interest of the children. Family: The couple share Kulture, six, Wave, three, and a six-month-old daughter whose name has not been revealed to the public The couple share daughter Kulture, six, son Wave, three, and a six-month-old daughter whose name has not been revealed to the public. In Offset's court filing, he did note that the six-month-old's birth father - if it is him or not - would be revealed during a 'pending paternity confirmation.' It was previously reported that the rapper was seeking a DNA test for all of their children, but Cardi B said that she would 'never do a DNA test because all my kids look like their father' and that 'the proof and the receipt is in my kids' face.' She continued, 'When my daughter will be six months, I'll post the picture and y'all will see she looks just like her baby daddy. My baby daddy has never asked me for any DNA tests because he knows when he's hitting.' In Cardi B's complaint for divorce, which was filed in August 2024, she confirmed Offset was the father, writing that 'their third child' would be born later in the year. She gave birth on September 7. Offset, whose real name is Kiari Kendrell Cephus, also has three children from previous relationships: a son named Jordan Cephus, a son named Kody Cephus, and a daughter named Kalea Marie Cephus. The couple married in September 2017 in Atlanta, Georgia - where Offset is currently residing. Cardi B remains in Tenafly, New Jersey, where they purchased a $5.85million house that has nine bedrooms, and nine bathrooms. She is requesting an equitable distribution of their personal property as well as primary custody of their minor children. She asked the court for Offset to pay child support - although he's requesting the court decide child support matters. Wealth: The wide receiver signed a three-year, $69million contract in late March with the Patriots The exes have already moved on with new love interests. Offset is rumored to be dating an Atlanta-based model named Melanie Jayda, who he was seen cozying up to in Dubai at the end of December. While the pair hasn't been seen out publicly lately - and their relationship has yet to be confirmed - Cardi B has been spotted on multiple occasions with Diggs, 31. They spent Memorial Day weekend together in Florida where they were seen partying on a yacht. The singer nearly suffered a wardrobe malfunction, but her boyfriend came to the rescue as he pulled her one-piece black swimsuit over her chest. The New England Patriots wide receiver - who signed a three-year, $69million contract in late March - was swarmed by bikini-clad women on the yacht as his rapper girlfriend was nearby. The moment was captured on video and has since gone viral, leading fans to raise eyebrows over his antics as he lounged shirtless on the boat and chatted with three women, who called him 'daddy' after he repeatedly asked, 'What's my name?' Toward the end of the clip, he is seen with a plastic bag containing an unknown substance that one of the women took from him. Despite Cardi B also enjoying the party onboard, she was left seething. A source revealed to the that Cardi 'doesn't want her man flirting with any ladies' and that she 'wishes he wouldn't be a scumbag,' and 'flirt' with women who throw themselves at him. 'She is really frustrated with him,' the source added. 'He should know better. The fact that he didn't realize what was going on around him is embarrassing.' The Patriots head coach Mike Vrabel addressed the viral clip of Diggs seen with the bikini-clad women on Wednesday, after Diggs was absent from team practice, despite him currently recovering from a torn ACL. Vrabel claimed that any conversations on the issue would remain in-house. 'And so the message will be the same for all our players, that we're trying to make great decisions,' Vrabel told reporters. 'And any conversations that I've had with Stefon will remain between him and I and the club.'

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