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The post Squeezing The Juice Of LLM Neural Layers Promotes Greater Honesty And Could Be An AI Hallucination Antidote appeared on BitcoinEthereumNews.com. A clever technique could help reduce AI hallucinations and increase AI factuality. getty In today’s column, I examine some exciting research that could demonstrably improve how generative AI and large language models (LLMs) operate. The nascent new approach is only starting to be tried out. Time will tell whether the method will be of lasting value. The gist is this. Most of the prevailing AI models tend to be structured internally on a pass-it-along basis. A result flows from one component to the next. When a response is shown to you, the result is typically only whatever the last component came up with. Everything else that took place during the processing is no longer considered. Only the final result is what comes out of the generative process. A clever research study suggests that we might be able to overcome some of the issues of AI going awry, such as disconcertingly producing AI hallucinations or confabulations, by retooling the pass-it-along propensity. Suppose that upon reaching the final stage of generating the response, an additional mechanism revisited the processing that had occurred at each earlier stage. This additional mechanism might be able to see the forest for the trees. In other words, a computational and mathematical analysis of the processing at each stage could be used at the very end, doing so to determine what the final result really ought to be. Let’s talk about it. This analysis of AI breakthroughs is part of my ongoing Forbes column coverage on the latest in AI, including identifying and explaining various impactful AI complexities (see the link here). When Humans Are Problem-Solving Before I leap into the AI side of things, I’d like to share with you a general analogy that highlights how humans working together might sometimes try to solve a problem. This…

Author: The Kobeissi Letter Compiled by: Tim, PANews Over the past 41 days, the total market capitalization of cryptocurrencies has evaporated by $1.1 trillion, equivalent to a daily loss of $27 billion. Following the 10/11 liquidation, the total market capitalization of cryptocurrencies has fallen by approximately 10%. I believe this is a structural market adjustment, and this post will explain why in detail. This drop is quite unusual because, from the perspective of the crypto market's fundamentals, there haven't been many substantial bearish factors. Just days ago, President Trump stated that making the United States a "leader in the crypto space" is his top priority. However, Bitcoin fell by 25% in a month. This appears to be a structural decline, all stemming from institutional fund outflows in mid-to-late October. In the first week of November, crypto funds saw an outflow of $1.2 billion. A concerning issue is that this outflow occurred at a time when leverage levels were too high. Leverage is used aggressively in the crypto market. It is not uncommon for speculators to hold leverage ratios as high as 20x, 50x, or even 100x. As shown in the diagram below, with 100x leverage, a price fluctuation of just 2% can lead to a margin call. When millions of traders use leverage simultaneously, it can trigger a domino effect. Therefore, when the crypto market suddenly crashes, the scale of liquidations surges. As happened on October 11, a $19.2 billion liquidation frenzy caused Bitcoin to drop by $20,000 on its first daily candlestick chart. Excessive leverage has made the market unusually sensitive. In the past 16 days alone, there have been 3 days with single-day clearing amounts exceeding $1 billion. Daily margin calls exceeding $500 million have become the norm. This is especially true during periods of low trading volume, which can lead to significant volatility in the crypto market. Moreover, this volatility is two-way. This also explains the sudden shift in market sentiment. The crypto market fear and greed index has officially fallen to 10, which is "extreme fear". The current index is now on par with the all-time low of February 2025. Although Bitcoin has risen 25% since its April low, leverage is amplifying investor sentiment volatility. Are you still unwilling to believe all of this? Let's look at a chart comparing the price movements of Bitcoin and gold since the Great Liquidation on October 11th. Over the past 12 months, gold and Bitcoin, as safe-haven assets, have shown a high correlation. However, since the beginning of October, gold has outperformed Bitcoin by 25 percentage points. The downturn in the crypto market is even more pronounced in assets outside of Bitcoin. Ethereum, for example, has seen a year-to-date decline of -8.5%. Since October 6th, Ethereum has fallen sharply by 35%. Despite a general rise in various risky assets, Ethereum's decline has far exceeded the levels typical of a bear market. When you step back, the crypto market appears to be in a "structural" bear market. While the fundamentals of the crypto market have improved, the factors influencing prices are changing. As with any efficient market, this issue will resolve itself. Therefore, we believe the market bottom is near. Beyond the crypto market, entry opportunities have also emerged in other assets. The macroeconomy is shifting, and stocks, commodities, bonds, and cryptocurrencies all present investment opportunities. The macroeconomic reality is that the global M2 money supply has reached a record high of $137 trillion. Japan is preparing an economic stimulus plan of over $110 billion, and Trump's $2,000 tariff benefits are about to be distributed. For cryptocurrencies, this drop is merely growing pains in the process of rising prices.

XRP analysts track key support, bull flag patterns, rising scam alerts, and growing interest in Evernode amid shifting market activity.

PANews reported on November 17 that the Securities Commission of Malaysia (SC) has proposed that, starting in 2026, licensed cryptocurrency exchanges will be able to independently approve token listings without needing individual regulatory approval. This move aims to modernize the Malaysian digital asset market, expand investor access, and give exchanges greater operational flexibility. Under the new framework, exchanges will be responsible for assessing the compliance of tokens and adhering to higher governance, security, and transparency requirements to ensure investor protection. This reform is expected to shorten token listing times, increase the variety of assets available to investors, and propel Malaysia into a digital asset hub in Southeast Asia.

Federal prosecutors for the Southern District of New York have asked the court to deny a motion to acquit Tornado Cash developer Roman Storm. They said the evidence presented was more than enough to support his conviction on the conspiracy charge. Storm was found partially guilty of conspiracy to engage in unlicensed money transfer activity […] Сообщение U.S. Justice Department Asks to Deny Motion for Acquittal of Tornado Cash Co-Founder появились сначала на INCRYPTED.

The post Overlooking SpacePay Could Be Like Missing Ethereum When It Started: Here’s Why appeared first on Coinpedia Fintech News When Ethereum first appeared nearly a decade ago, it wasn’t the global force everyone knows today. Back then, the dream was to make a decentralized world computer where developers could build smart contracts and decentralized applications. There was a point when Ethereum traded for less than a dollar. Still, many ignored it. The idea of …

TLDR FSA to label crypto as financial products under new reform. Exchanges must reveal asset details for 105 listed tokens. Insider trading laws to apply to digital asset transactions. Crypto tax cut to 20% aims to match stock trading rates. Japan pushes for transparency to lead global digital finance. Japan’s Financial Services Agency (FSA) is [...] The post Japan Plans Major Regulatory Overhaul for Crypto Assets appeared first on CoinCentral.

PANews reported on November 17th that Yu Xian, founder of SlowMist, warned users of the NOFX AI open-source automated trading system to be aware of security risks. While NOFX AI's open-source work is commendable, a real cryptocurrency theft incident has occurred, resulting in the leakage of some users' wallet private keys and CEX/DEX API keys. Yu Xian confirmed that this vulnerability also affects the wallet private key security of Aster users. Yu Xian stated that he has worked with relevant security teams to do his best to notify affected users to reduce the risk and advised users to be vigilant and take timely security measures.

Every cycle has a moment when investors look back and say they should have moved earlier. With the next big crypto narrative heating up, three names dominate early chatter: LivLive, TRON, and HYPE. Only one, however, is delivering a rare first-stage chance where timing directly multiplies returns. LivLive (LIVE) has surged ahead by raising over […] The post LivLive, TRON, or HYPE: Who Claims the 500x Crown in 2025’s Next Big Crypto Breakout? appeared first on Live Bitcoin News.

BitcoinWorld Remarkable Bitcoin Holdings: Boyaa Interactive’s 4,091 BTC Portfolio Signals Growing Institutional Adoption In a stunning development that highlights growing institutional confidence, Hong Kong-listed game developer Boyaa Interactive has revealed holding 4,091 Bitcoin as part of its corporate treasury strategy. This substantial Bitcoin holdings position, disclosed in their recent quarterly report, represents a significant vote of confidence in the world’s leading cryptocurrency. Why Are Bitcoin Holdings Becoming Crucial for Public Companies? Public companies worldwide are increasingly recognizing Bitcoin as a legitimate store of value and hedge against inflation. Boyaa Interactive’s Bitcoin holdings strategy demonstrates how forward-thinking corporations are diversifying their assets beyond traditional investments. The company’s approach reflects a growing trend where businesses allocate portions of their treasury to digital assets. This move follows similar strategies by other major corporations who have integrated cryptocurrency into their balance sheets. The decision to maintain substantial Bitcoin holdings shows confidence in the long-term value proposition of digital currencies. What Makes Boyaa’s Bitcoin Strategy So Impressive? Boyaa Interactive’s latest financial report reveals they increased their Bitcoin holdings by 738 BTC during the third quarter. This aggressive accumulation strategy indicates strong belief in Bitcoin’s future potential. Their Bitcoin holdings now represent one of the largest corporate cryptocurrency positions in the Asian markets. The company’s approach to Bitcoin holdings includes: Strategic accumulation during market opportunities Secure storage solutions for long-term preservation Regular portfolio rebalancing to optimize position size How Do Bitcoin Holdings Impact Corporate Valuation? Substantial Bitcoin holdings can significantly influence a company’s market valuation and investor perception. As digital assets gain mainstream acceptance, corporations with meaningful Bitcoin holdings often attract different types of investors. These Bitcoin holdings provide exposure to cryptocurrency markets without direct trading. Moreover, Bitcoin holdings serve as a diversification tool against traditional market volatility. Companies maintaining Bitcoin holdings demonstrate innovative financial management approaches that can enhance their competitive positioning. What Does This Mean for Future Bitcoin Adoption? Boyaa Interactive’s growing Bitcoin holdings signal a broader acceptance trend among publicly traded companies. Their consistent accumulation of Bitcoin holdings suggests confidence in cryptocurrency’s long-term viability. This development could encourage other Asian companies to consider similar Bitcoin holdings strategies. The increasing institutional Bitcoin holdings create positive momentum for overall market development. As more corporations establish Bitcoin holdings, liquidity improves and market stability increases. Conclusion: The Future Looks Bright for Corporate Bitcoin Holdings Boyaa Interactive’s substantial Bitcoin holdings represent more than just a corporate investment—they signal a fundamental shift in how companies view digital assets. Their growing Bitcoin holdings portfolio demonstrates confidence in cryptocurrency’s future while setting a precedent for other public companies. As institutional adoption continues, we can expect to see more corporations establishing significant Bitcoin holdings as part of their treasury management strategies. Frequently Asked Questions How many Bitcoin does Boyaa Interactive currently hold? Boyaa Interactive holds 4,091 Bitcoin as of their latest quarterly report dated November 17th. How much did their Bitcoin holdings increase last quarter? The company increased their Bitcoin holdings by 738 BTC during the third quarter, representing significant growth in their digital asset portfolio. Why are public companies investing in Bitcoin? Public companies are adding Bitcoin to their balance sheets as a hedge against inflation, for portfolio diversification, and as a long-term store of value. What does this mean for Bitcoin’s institutional adoption? Boyaa’s substantial Bitcoin holdings indicate growing institutional confidence and could encourage other companies to follow similar strategies. How do Bitcoin holdings affect a company’s financial position? Bitcoin holdings can impact valuation, attract cryptocurrency-focused investors, and provide exposure to digital asset markets. Are there risks associated with corporate Bitcoin holdings? Like any investment, Bitcoin holdings carry volatility risks, but companies typically implement risk management strategies to mitigate these concerns. Found this insight into corporate Bitcoin holdings fascinating? Share this article with colleagues and friends on social media to spread awareness about growing institutional cryptocurrency adoption! To learn more about the latest Bitcoin trends, explore our article on key developments shaping Bitcoin institutional adoption. This post Remarkable Bitcoin Holdings: Boyaa Interactive’s 4,091 BTC Portfolio Signals Growing Institutional Adoption first appeared on BitcoinWorld.