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精读DeepSeek OCR论文,我远远看到了「世界模型」的轮廓
Tai Mei Ti A P P· 2025-10-27 02:34
Core Insights - DeepSeek OCR is a notable OCR model but is considered overhyped compared to leading models in the field [1] - The model's performance in specific tasks, such as mathematical formula recognition and table structure identification, is subpar compared to smaller models like PaddleOCR-VL [2][5] - DeepSeek's approach to visual token compression is innovative, aiming to explore the boundaries of visual-text compression [14][15] Model Performance Comparison - DeepSeek OCR has a parameter size of 3 billion and achieves an accuracy of 86.46% with a compression ratio of 10-12 times, maintaining around 90% accuracy [10][14] - In contrast, PaddleOCR-VL, with only 0.9 billion parameters, outperforms DeepSeek in specific tasks [2][5] - Other models like MinerU2.5 and dots.ocr also show higher performance metrics in various tasks [2] Innovation and Research Direction - DeepSeek emphasizes a biological-inspired forgetting mechanism for compression, where recent context is kept high-resolution while older context is progressively blurred [12][11] - The research indicates that optical context compression is not only technically feasible but also biologically reasonable, providing a new perspective for long-context modeling [14][15] - The model's findings suggest a shift in focus from language-based models to visual-based models, potentially leading to breakthroughs in AI research [20][22] Industry Context - DeepSeek represents a unique case in the Chinese tech landscape, where it combines a romantic idealism for technology with practical applications, diverging from typical profit-driven models [6] - The company is seen as a rare entity that prioritizes exploration of advanced technologies over immediate commercial success [6] - The insights from DeepSeek's research could redefine how AI systems process information, moving towards a more visual-centric approach [20][21]
The Blockchain Revolution Is Quietly Remaking Commercial Real Estate—And It Could Unlock Trillions In New Value
Yahoo Finance· 2025-10-25 14:46
Core Insights - The commercial real estate industry is beginning to adopt blockchain technology, which could significantly change the processes of buying, selling, and financing properties [1][2] - Experts predict that the entire commercial real estate sector will operate on blockchain technology within the next decade [2] Group 1: Blockchain Applications - Blockchain serves as a secure platform for storing vast amounts of records, including titles, deeds, and mortgage bonds, without risk of loss or manipulation [3] - Beyond record-keeping, blockchain-based smart contracts are being integrated with public utility services, leading to automated billing and more efficient city management [4] Group 2: Cryptocurrency in Real Estate - Investors are increasingly using cryptocurrency as collateral for property loans, allowing them to maintain ownership of digital assets while acquiring real estate [5][6] - This approach resolves the dilemma of choosing between crypto holdings and real estate investments, enabling investors to benefit from both [6] Group 3: Tokenization - Tokenization is emerging as a transformative application of blockchain, allowing ownership rights in commercial properties to be converted into tradable digital tokens [7] - This process facilitates fractional ownership and simplifies the trading of shares in individual properties [7]
X @Sei
Sei· 2025-10-25 14:03
• BlackRock — The world’s largest asset manager with $12.5T AUM, and a pioneer of the tokenization of money market funds and crypto exposure through ETFs.• Apollo — A $650B alternative asset manager and one of the most prominent names bringing private credit onchain.• Hamilton Lane — A global private markets leader with $857B AUM, pioneering tokenized private credit funds.• Brevan Howard — A $26B hedge fund recognized for its macro strategies and early institutional forays into digital assets.• Nomura / Las ...
BlackRock's Plan To Tokenize EVERYTHING!
Coin Bureau· 2025-10-25 14:00
Black Rockck has been quietly preparing to capture your savings and now their technical solution has arrived. CEO Larry Frink recently confirmed that the world's largest asset manager is developing its own proprietary system to tokenize assets. But instead of using public blockchains, Black Rockck is building something far more centralized and scary.And that's why today we're uncovering the real $68 trillion reason behind Black Rockck's tokenization push. How they plan to use crypto for control and what it ...
Incubator Stock Review Initiates Coverage on Vystar
Globenewswire· 2025-10-24 14:05
Core Insights - Vystar Corporation has initiated coverage by the Internet and Incubator Stock Review, highlighting its portfolio of start-ups and development assistance strategy aimed at achieving profitability for each company [1][2]. Company Overview - Vystar Corporation is based in Worcester, Massachusetts, and owns RxAir UV light air purification products, Vytex Natural Rubber Latex, and is a partner/investor in GoPaid.com and Fluid Energy Solutions [10]. - The company has developed a multi-patented, environmentally safe rubber product, Vytex, which is used in various consumer and medical applications [10]. Product Highlights - The RxAir 400 model, a Class II medical device cleared by the FDA, is designed for consumer use, providing advanced air filtration technology that can cover up to 800 square feet [4]. - RxAir's technology has been independently tested and proven to destroy over 99.97% of airborne bacteria and viruses, including various strains of influenza and coronaviruses [5]. Start-up Portfolio - Vystar has four start-ups, with GoPaid.com being the most recent addition, which focuses on tokenizing real-world collectibles and fine art, aiming to connect the $62 billion domestic collectibles market with blockchain technology [2][7]. - The tokenization strategy is expected to democratize access to high-value collectibles, allowing multiple investors to own shares of expensive items [7]. Market Potential - The collectibles and fine art tokenization market is projected to reach $16 trillion by 2030, indicating significant growth potential for Vystar's initiatives in this sector [7].
Datavault AI's Swiss Exchange Is Reshaping Its Future
MarketBeat· 2025-10-24 12:14
Core Viewpoint - Datavault AI has experienced a significant stock price increase of over 500% in the last 30 days, attracting attention from growth-focused investors [1][2] Group 1: Strategic Developments - The company announced a strategic partnership to launch a digital asset exchange in Switzerland, targeting the Real-World Assets (RWAs) market, projected to exceed $16 trillion by 2030 [3][4] - By collaborating with Swiss corporate advisory firm Max International AG, Datavault AI aims to leverage Switzerland's advanced legal framework for digital assets and Distributed Ledger Technology (DLT), addressing regulatory uncertainties [5] Group 2: Technology and Acquisitions - Datavault AI signed a Letter of Intent to acquire NYIAX, which owns a blockchain-powered trading platform, enhancing its technological capabilities [7][8] - This acquisition allows Datavault AI to bypass the lengthy process of building an exchange from scratch, providing a robust technology engine that meets institutional client demands [8][9] Group 3: Financial Projections - The company has set aggressive revenue guidance for the second half of 2025, projecting between $12 million and $15 million, indicating a significant growth from the $1.74 million reported in the second quarter [10][11] - The current market capitalization of Datavault AI is approximately $473 million, with analysts projecting a price target of $7.00, suggesting substantial upside potential if the company executes its strategic plan [14][15] Group 4: Market Sentiment - The stock's price-to-sales ratio exceeds 177, reflecting high market expectations based on future revenue potential rather than past performance [16] - A notable high short interest in the stock indicates skepticism but also presents a potential bullish catalyst, as successful execution could lead to a short squeeze, driving the stock price higher [17][18]
X @Avalanche🔺
Avalanche🔺· 2025-10-24 11:48
BREAKING: $500M was just tokenized into @BlackRock's popular BUIDL fund on Avalanche.Avalanche now ranks 4th by RWA TVL among chains. https://t.co/XhllCfAOWE ...
Solana Price Prediction: Is the Market Overreacting to Fidelity’s Solana Expansion?
Yahoo Finance· 2025-10-23 22:49
Fidelity just put Solana on one of Wall Street’s biggest brokerage menus, but some traders see reasons for caution – here’s the Solana price prediction. As of Oct. 23, Fidelity made Solana (SOL) available to clients across its crypto platforms. Fidelity added Solana to its crypto lineup on October 23, 2025, expanding its list of supported assets to Bitcoin, Ethereum, and Litecoin. EXPLORE: The 12+ Hottest Crypto Presales to Buy Right Now Could Fidelity’s Support Push Solana Toward a More Stable Market P ...
SS&C(SSNC) - 2025 Q3 - Earnings Call Transcript
2025-10-23 22:02
Financial Data and Key Metrics Changes - The company reported record adjusted revenue of $1.569 billion, an increase of 7% year-over-year, and adjusted diluted earnings per share of $1.57, reflecting a 17.2% increase [5][12] - Adjusted consolidated EBITDA reached $619 million, up 9.3%, resulting in a quarterly adjusted consolidated EBITDA margin of 39.5% [5][13] - Cash from operating activities for the nine months ended September 30, 2025, was $1.101 billion, a 22% increase over the prior year [6][15] - The company returned $305 million to shareholders in Q3, including $240 million for share repurchases and $65.8 million in dividends [6][7] Business Line Data and Key Metrics Changes - The GIDS business experienced a 9% revenue growth, while GlobeOp reported a 9.6% revenue growth, contributing to the overall performance [5][12] - Financial services recurring revenue growth was 6.7% in Q3 [5] Market Data and Key Metrics Changes - The company noted strength across all alternative markets and capitalized on international opportunities, particularly in Australia and the U.S. [5][10] - The acquisition of Curo Fund Services is expected to enhance the company's presence in the African market, which is still developing compared to European and U.S. markets [7][26] Company Strategy and Development Direction - The company aims to enhance user interfaces and client experiences as competitive differentiators, particularly through emerging technologies [10] - Intelligent automation and AI are viewed as both revenue opportunities and means to improve operational efficiency [9][10] - The company is focused on high-quality acquisitions and has recently completed the acquisition of Calastone, which adds capabilities in money markets, ETFs, and digital assets [8][7] Management's Comments on Operating Environment and Future Outlook - Management expressed optimism about the fourth quarter, expecting revenue in the range of $1.59 billion to $1.63 billion and organic revenue growth of 4.5% at the midpoint [16][17] - The company anticipates continued strong performance in 2026, supported by a robust pipeline of liftouts and acquisitions [23][10] Other Important Information - The company raised its common stock dividend to $1.08, an 8% increase [7] - The effective non-GAAP tax rate was reported at 21.1% [13] Q&A Session Summary Question: Contribution of Battea to Q4 organic growth - Management expects Battea to contribute approximately $25 million in Q4, up from $16 million in the previous year [21] Question: Details on organic growth mechanics - A significant portion of organic growth was attributed to a large liftout in Sydney, Australia, completed on July 1 [23] Question: Revenue generation from Curo Fund Services - Curo is generating negligible revenue, approximately $15 million [27] Question: Update on agentic AI implementation - The company is infusing AI agents across its business, enhancing existing technologies with smarter capabilities [28] Question: Impact of lost business from State Street - Management indicated a small impact from lost business but remains confident in overall growth [31] Question: Margin outlook with GIDS and GlobeOp growth - The company expects continued margin improvement, driven by strong performance in GlobeOp and efforts to enhance GIDS margins [32] Question: Seasonality of Calastone's revenue - Management stated that Calastone does not have significant seasonality that would impact overall growth rates [39] Question: Confidence in healthcare business growth - Management expressed cautious optimism about the healthcare business, noting its lumpy nature but strong client relationships [43]
SS&C(SSNC) - 2025 Q3 - Earnings Call Transcript
2025-10-23 22:02
Financial Data and Key Metrics Changes - The company reported record adjusted revenue of $1.569 billion, an increase of 7% year-over-year, and adjusted diluted earnings per share of $1.57, reflecting a 17.2% increase [5][12] - Adjusted consolidated EBITDA reached $619 million, up 9.3%, resulting in a quarterly adjusted consolidated EBITDA margin of 39.5% [5][13] - Cash from operating activities for the nine months ended September 30, 2025, was $1.101 billion, a 22% increase over the prior year [6][15] - The company returned $305 million to shareholders in Q3, including $240 million for share repurchases and $65.8 million in dividends [6][7] Business Line Data and Key Metrics Changes - The GIDS business experienced a 9% revenue growth, while GlobeOp reported a 9.6% revenue growth, contributing to the overall performance [5][12] - Financial services recurring revenue growth was 6.7% in Q3 [5] Market Data and Key Metrics Changes - The company noted strength across all alternative markets and capitalized on international opportunities, particularly in Australia and the U.S. [5][10] - The acquisition of Curo Fund Services is expected to enhance the company's presence in the African market, which is still developing compared to Europe and the U.S. [7][26] Company Strategy and Development Direction - The company aims to enhance user interfaces and client experiences as competitive differentiators, particularly through emerging technologies [10] - Intelligent automation and AI are viewed as both revenue opportunities and means to improve operational efficiency [9][10] - The company is focused on high-quality acquisitions and has recently completed the acquisition of Calastone, which adds capabilities in money markets, ETFs, and digital assets [8][7] Management's Comments on Operating Environment and Future Outlook - Management expressed optimism about the fourth quarter and the remainder of the year, expecting continued strong performance [15][18] - The company anticipates revenue growth of approximately 4.5% in Q4 and has raised its full-year revenue guidance [17][18] - Management acknowledged the competitive landscape but remains confident in the company's growth trajectory despite some lost business [31][32] Other Important Information - The company is hosting its annual Deliver Conference, which will showcase its latest offerings and advancements in AI [18] - The effective non-GAAP tax rate was reported at 21.1% for the quarter [13] Q&A Session Summary Question: Contribution of Pathea to Q4 organic growth - Management expects Pathea to contribute approximately $25 million in Q4, up from $16 million in the previous year [20][21] Question: Details on organic growth mechanics - A significant portion of organic growth was attributed to a large liftout in Sydney, Australia, completed on July 1 [22][23] Question: Curo Fund Services deal attraction and revenue - The African market's potential and existing relationships with large insurers were key attractions, with Curo generating approximately $15 million in revenue [26][27] Question: Update on agentic AI implementation - The company is integrating AI across its business, enhancing existing technologies with smarter agents [28] Question: Impact of lost business from State Street - Management indicated a small impact from lost business but remains confident in overall growth [31] Question: Margin outlook with GIDS and GlobeOp growth - The company expects continued margin improvement due to strong performance from GlobeOp and efforts to enhance GIDS margins [32] Question: Seasonality of Calastone's revenue - Management stated that Calastone does not have significant seasonality that would impact overall growth rates [39] Question: M&A pipeline and Intralinks growth - Early indicators show improvement in the M&A pipeline, although revenue growth may lag behind [42] Question: Confidence in healthcare business growth - Management expressed cautious optimism about the healthcare business, highlighting its potential for large deals [43]