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A research conducted by the Massachusetts Institute of Technology reveals a major flaw in artificial intelligence (AI): its inability to correctly grasp negation. This gap could have dramatic consequences in critical sectors such as healthcare. A research team led by Kumail Alhamoud, a PhD student at MIT, conducted this study in partnership with OpenAI and the University of Oxford. Their work reveals a disturbing flaw: the most advanced AI systems systematically fail when faced with negations. Renowned models like ChatGPT , Gemini, and Llama constantly favor positive associations, ignoring clearly explicit negation terms. The medical sector perfectly illustrates this issue. When a radiologist writes a report mentioning “no fracture” or “no enlargement”, AI risks misinterpreting this vital information. This confusion could lead to diagnostic errors with potentially fatal consequences for patients. The situation worsens with vision-language models, these hybrid systems that analyze images and texts together. These technologies show an even stronger bias towards positive terms. They often fail to differentiate between positive and negative descriptions, increasing the risk of errors in AI-assisted medical imaging. Franklin Delehelle, a research engineer at Lagrange Labs, explains that the heart of the problem does not lie in the lack of data. Current models excel at reproducing responses similar to their training, but struggle to generate truly new replies. Kian Katanforoosh, a professor at Stanford, explains that language models work by association, not by logical reasoning. When they encounter “not good”, they automatically associate “good” with a positive feeling, ignoring the negation. This approach creates subtle but critical errors, particularly dangerous in legal, medical, or human resources applications. Unlike humans, AI fails to overcome these automatic associations. Researchers are exploring promising avenues with synthetic negation data. However, Katanforoosh emphasizes that simply increasing training data is not sufficient. The solution lies in developing models capable of logical reasoning, combining statistical learning with structured thinking. This evolution represents the major challenge of modern artificial intelligence.

Worldcoin is spending $54 in tokens on every new user signup through biometric device orb. The user acquisition cost was supposed to be zero in my vision of Decentralised Identity, which I proposed in 2016. We had planned to use an existing network of visitor management

2 days ago, BTC made a new ATH. Today, HYPE now joins BTC as the only altcoin to also be doing price discovery. This is a testament to the quality of the project, the vision of what it can become, and the community that believes in it. Job's not finished though. Hyperliquid

Hey there, crypto enthusiasts and finance watchers! Get ready for some significant news from the world of digital assets. A major player in the Bitcoin mining space, MARA Holdings, is taking its relationship with digital asset fund Two Prime to the next level. This isn’t just a simple extension; it’s a strategic expansion that involves a substantial allocation of Bitcoin – 500 BTC, to be exact – into Two Prime’s managed strategies. This move builds upon their existing collaboration, which previously focused on BTC-backed loans. It signals a growing sophistication in how companies with significant crypto holdings are looking to manage and enhance the efficiency of those assets. This development is particularly noteworthy for those following the trajectory of institutional crypto adoption and the evolving landscape of digital asset management. Let’s break down who the players are and what makes this development so interesting. On one side, we have MARA Holdings (Marathon Digital Holdings), one of the largest and most well-known publicly traded Bitcoin mining companies in North America. As a miner, MARA accumulates a significant amount of BTC through its operations. Managing this growing treasury of digital assets is a crucial part of their business strategy, extending beyond just the mining process itself. On the other side is Two Prime, a digital asset fund focused on providing financial solutions and managed strategies for digital assets, often catering to institutional and sophisticated investors. Their expertise lies in navigating the complexities of the crypto market to potentially generate returns or manage risk for their clients. Their relationship isn’t new. Prior to this announcement, MARA and Two Prime had already established a working crypto partnership centered around Bitcoin-backed loans. In a traditional sense, this would involve MARA potentially using its BTC holdings as collateral to borrow fiat currency or other assets, providing MARA with liquidity while Two Prime earns interest and holds collateral. This new development represents an evolution of that relationship, moving beyond simple lending into active asset management. It highlights a deepening trust and a shared vision for how digital assets can be utilized more effectively within a corporate treasury context. Understanding the difference between the previous loan structure and the new allocation is key to appreciating the significance of this expansion. Think of it like this: This transition signifies a higher level of engagement and trust. It suggests that MARA is not just seeing its Bitcoin holdings as static collateral but as active capital that can be put to work through professional digital asset management. 500 Bitcoin is a considerable sum, currently valued in the tens of millions of dollars depending on the market price. For a company like MARA Holdings, whose core business is accumulating BTC, finding ways to make that accumulated wealth work harder is paramount to enhancing capital efficiency. Simply holding mined Bitcoin on a balance sheet exposes the company solely to the price volatility of BTC. While price appreciation is a primary driver for a miner’s value, generating additional yield or returns from the existing holdings can significantly boost overall financial performance and provide a buffer against market downturns. By allocating 500 BTC to Two Prime’s managed strategies, MARA is essentially seeking to generate yield or achieve growth on this portion of their treasury. This could involve various strategies within the DeFi or centralized crypto finance space, managed by Two Prime’s expertise. The aim is to create an additional revenue stream or asset growth mechanism on top of their core mining operations. This strategic use of a significant Bitcoin treasury is a strong indicator of how sophisticated corporate entities are approaching their digital asset holdings. It’s moving beyond simple hodling into active, professional treasury management within the crypto ecosystem. What exactly does it mean for Two Prime to manage 500 BTC within their ‘managed strategies’? While the specific details of Two Prime’s strategies are proprietary, digital asset management for institutional clients typically involves a range of activities designed to generate yield, manage risk, or achieve capital appreciation. These can include: By entrusting this to Two Prime, MARA Holdings gains access to specialized knowledge, infrastructure, and risk management frameworks that might be challenging or resource-intensive to build internally. It allows MARA to focus on its core competency – mining Bitcoin – while professionals manage a portion of their accumulated assets. The expansion of the crypto partnership between MARA Holdings and Two Prime is more than just a deal between two companies; it’s a significant data point in the broader narrative of institutional crypto adoption. Here’s why: This collaboration underscores the fact that institutional crypto isn’t just about buying Bitcoin; it’s increasingly about how to integrate these assets into existing financial operations and leverage them strategically. Like any financial strategy, this expanded crypto partnership comes with its potential upsides and risks. Potential Benefits for MARA Holdings: Potential Challenges and Risks: For MARA Holdings, the decision to allocate this significant amount of Bitcoin indicates a calculated assessment of these benefits and risks, likely driven by the potential to unlock greater value from their substantial BTC holdings. This expanded crypto partnership between MARA Holdings and Two Prime could set a precedent for how other Bitcoin miners and corporations with significant crypto treasuries manage their assets. As the crypto market matures, simply holding assets is becoming less appealing compared to strategies that can generate additional returns. We may see more miners and public companies explore similar collaborations with digital asset funds specializing in yield generation, lending, or other forms of active digital asset management. This trend would further bridge the gap between traditional corporate finance and the innovative possibilities within the crypto ecosystem. For the institutional crypto space, this is a positive signal. It demonstrates that demand exists for sophisticated financial products and services built around digital assets, moving beyond simple spot trading or custody. It encourages the development of more robust and compliant solutions tailored for the needs of large-scale investors and corporations. The expansion of the crypto partnership between MARA Holdings and Two Prime, marked by the allocation of 500 Bitcoin to managed strategies, is a significant step for both companies and the wider institutional crypto landscape. It signifies a strategic shift for MARA towards enhancing the capital efficiency of its substantial BTC holdings through professional digital asset management. This move highlights the increasing sophistication in how corporations are interacting with digital assets and validates the growing importance of specialized funds like Two Prime in providing advanced financial solutions in this evolving market. As the digital asset space continues to mature, expect to see more such strategic collaborations aimed at unlocking the full potential of crypto treasuries. To learn more about the latest Bitcoin and institutional crypto trends, explore our articles on key developments shaping digital asset management and crypto partnership activity. Disclaimer: The information provided is not trading advice, Bitcoinworld.co.in holds no liability for any investments made based on the information provided on this page. We strongly recommend independent research and/or consultation with a qualified professional before making any investment decisions.

Elon Musk said on Tuesday he plans to remain Tesla’s chief executive for at least the next five years, except if “I might die,” responding to rumours that he might soon step aside. Musk also claimed, “There are people buying Teslas because Elon is crazy” at an event in Doha at Bloomberg’s Qatar economic forum . The remarks came after weeks of talk about Musk’s future at Tesla. Reports first surfaced in late April suggesting that Tesla’s board had quietly begun looking for a new CEO as early as March. On May 1, The Wall Street Journal and CNN said the board had reached out to several executive search firms to explore potential successors for Musk. They cited worries that he was too distracted, mainly because of his role at the US Department of Government Efficiency, and pointed to Tesla’s weak financial results in the first quarter of 2025. Musk flatly denied those claims, calling the Wall Street Journal report “deliberately false” and “an ethical breach.” Tesla chair Robyn Denholm backed him up, labeling the stories “absolutely false” and expressing full confidence in his leadership. Still, the rumors stirred fresh debate among investors and analysts over whether Musk could stay fully focused on Tesla while juggling other high‐profile projects and government work. In Doha, Musk tried to calm nerves by saying Tesla has “already turned around.” He labeled Europe as the company’s weakest market but said it was showing strength “everywhere else.” He stressed that having “reasonable control” of Tesla was the key to his staying on as CEO. Musk also spoke out against acts of “violence committed against my companies” and threats aimed at him personally, calling them “on the wrong side of history.” Earlier, Musk appeared at the Saudi‐US Investment Forum in Riyadh. There, he discussed humanoid robots, self-driving cars, his artificial intelligence venture xAI, and his vision for a drastically changed global economy. He said he has cut back his involvement in the DOGE initiative in Washington to concentrate on his duties at Tesla. Addressing investors and officials in Riyadh, Musk predicted, “We’re headed to a radically different world.” He forecast “tens of billions of humanoid robots,” describing them as helpers that could boost economic productivity enormously. He explained that “the output of an economy is productivity per capita times population. With humanoid robots, productivity becomes virtually unlimited.” Musk suggested that advances in AI and robotics might one day bring about a “universal high income,” erasing scarcity so that everyone could access any goods or services they wished. On the political front, Musk’s ties to former President Donald Trump have all but vanished . Trump’s inner circle has frozen out the tech billionaire. While Trump mentioned Musk online almost weekly from early February through March, he hasn’t mentioned him at all since April. Musk’s absence from White House briefings and congressional newsletters marks a sharp change. Public polling shows his popularity has fallen sharply, even more than Trump’s among some groups. By late April, most voters said they wanted him out of government before his 130-day contract ends at the end of May, if not sooner. Your crypto news deserves attention - KEY Difference Wire puts you on 250+ top sites