Business News
AI Becomes the New Fix for Email Deliverability Crisis, Says Warmy CEO
As inboxes grow more competitive and spam filters become increasingly aggressive, a rising percentage of legitimate marketing emails are still failing to reach consumers. New research shows that 16.9% of marketing emails never make it to their intended inboxes, creating a growing crisis for brands that rely heavily on email marketing. This trend has major revenue implications as email remains one of the highest-performing digital marketing channels. Now, experts say AI-powered deliverability tools are reshaping how companies ensure that their emails stay out of spam folders. AI Tools Move to the Frontline of Inbox Protection According to Daniel Shnaider , co-founder and CEO of Warmy — an automated platform that improves email deliverability — modern spam filters are no longer just scanning message content. Instead, they evaluate complex sender behavior patterns. “Spam filters have spent years battling phishing attacks and junk mail,” Shnaider said. “Now they’re so strict that even legitimate campaigns get flagged.” ISPs closely analyze IP address reputation through behavior signals such as complaint rates, bounces, frequency of errors, and prior sending history. During peak seasons such as the holidays, these filters become even more unforgiving. Poor list hygiene, misconfigured authentication settings, or sudden volume spikes can quickly erode sender trust — pushing even high-quality marketing emails straight into spam. AI Delivers Real-Time Monitoring and Predictive Insights AI’s growing intelligence now allows email marketers to analyze complex patterns that were previously invisible. As Shnaider explains, advanced AI systems can: Analyze inbox behavior across major email providers Track engagement signals (opens, replies, deletions) Monitor sender reputation indicators Predict which messages are likely to hit the primary inbox versus spam “In the past, marketers could only guess why their emails failed,” Shnaider said. “AI now shows exactly how providers respond to campaigns — and alerts teams before problems escalate.” AI-based deliverability tools can also detect domain health issues instantly. Brands are notified in real time when bounce rates rise, a domain appears on a blacklist, or an authentication error threatens deliverability. These early warnings help businesses preserve sender reputation and avoid costly disruptions. AI Helps Fix Hidden Deliverability Issues Before Sending Beyond monitoring, AI tools play a hands-on role in improving deliverability. Systems can scan email lists for invalid or risky contacts, detect patterns that trigger spam filters, and recommend optimizations for content, timing, volume, or segmentation. These capabilities align with industry findings on how to improve deliverability by strengthening domain health and user engagement. AI algorithms can also point out format issues — such as overly image-heavy content or aggressive subject lines — and suggest fixes that increase inbox placement odds. Sender Reputation Now Matters More Than Email Design While email copy and creative still influence engagement, Shnaider emphasizes that sender reputation now outweighs content in determining inbox placement. Email providers reward consistency, authenticity, and user engagement — not flashy designs. AI tools help uphold these standards by automatically: Throttling email volume when complaints rise Maintaining list hygiene Optimizing send times Fine-tuning outbound frequency Automatically re-engaging inactive contacts These automated adjustments help brands preserve sender reputation even during high-volume campaigns. A New Era for Email Marketing Has Begun As businesses continue to rely on email for customer communication, AI-driven systems are quickly becoming essential. Industry solutions built around AI email security and deliverability optimization — such as those explored by Acronis in their work on optimizing email deliverability — indicate a major shift toward automation-led email strategies. Shnaider notes that AI’s evolving capabilities allow marketers to stop guessing and instead make data-driven decisions rooted in real-time behavior patterns. “AI is transforming deliverability into a science,” he said. “By understanding why emails reach spam and fixing issues proactively, businesses can ensure their most important messages land at the top of the inbox.”
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- December 3, 2025Business
Uplifting Garage Doors Announces Major Service Area Expansion Across Utah County — Bringing Trusted, Award-Winning Garage Door Installation & Repair to More Local Families
Uplifting Garage Doors—one of Utah’s most trusted names in garage door installation and repair—is expanding its service coverage to key communities across Utah County, strengthening its commitment to dependable, high-quality residential garage door care. Recently recognized as the Best Garage Door Company in Salt Lake City for 2025 by Garage Door Galaxy, the company now brings its expertise in garage door installation in Saratoga Springs, UT , garage door repair in Vineyard, and emergency garage door service in Eagle Mountain to even more homeowners across the region. A Commitment Built on Reliability and Honest Service For years, Uplifting Garage Doors has set the standard for dependable garage door service throughout the Wasatch Front—combining technical precision, durable materials, and a true customer-first approach. The company specializes in full garage door installation, emergency repair, and expert spring repair, providing long-lasting solutions built to withstand Utah’s challenging climate. Whether a homeowner needs a new garage door installation in Saratoga Springs or Eagle Mountain or immediate garage door repair in Vineyard, UT , the company’s technicians are known for clear communication, honest assessments, and workmanship centered on safety, longevity, and the highest level of professionalism. “Expanding our service area into these growing communities is an exciting milestone for our team,” said Uplifting Garage Doors’ leadership. “Families in Saratoga Springs, Vineyard, and Eagle Mountain deserve fast and reliable garage door service, and we are honored to bring our expertise to more Utah homeowners. This expansion reflects our continued dedication to quality, integrity, and the trust our customers place in us.” Why Uplifting Garage Doors Stands Apart Uplifting Garage Doors has earned its reputation through consistent reliability, transparent service, and genuine customer care. Homeowners rely on the company for accurate diagnostics, thorough repair processes, and recommendations focused only on what is truly needed—never upselling or unnecessary work. These values contributed to the recent recognition naming Uplifting Garage Doors among Salt Lake City’s top home service companies, highlighting its commitment to community trust, dependable performance, and exceptional customer experiences. From new installations to urgent spring repairs, every service call reflects the company’s dedication to high standards and long-term results. About the Service Area Expansion This expansion aims to support the rapid residential growth occurring throughout the region. Uplifting Garage Doors will now offer its full range of services to homeowners in Saratoga Springs, Vineyard, and Eagle Mountain, ensuring quicker response times and greater accessibility. The company will continue to develop its presence throughout Utah County and the Salt Lake Valley, providing trusted solutions for homeowners who rely on their garage doors every day. Looking Ahead Uplifting Garage Doors will continue expanding its service footprint while maintaining the quality, responsiveness, and transparency that earned the company industry-wide recognition. As demand increases for dependable installation and repair services, including emergency garage door service in Eagle Mountain, UT , the team looks forward to serving more families and delivering results homeowners can count on for years to come. For scheduling or service inquiries, homeowners can visit upliftinggarage.com.
- December 3, 2025Business
First Choice Seamless Gutters Named Best Gutter Installer in Lakeland, Florida
First Choice Seamless Gutters has been officially named the Best Gutter Installer in Lakeland, Florida by GutterPro HQ for 2025. This recognition places the company at the top of a competitive field of local contractors and highlights their commitment to exceptional service quality and long lasting craftsmanship. GutterPro HQ is a respected national directory that evaluates home service companies based on customer reviews workmanship reliability customer experience and proven performance. According to their ranking First Choice Seamless Gutters stood out as the most trusted and most consistent gutter installation company serving the Lakeland area. For years First Choice Seamless Gutters has built a reputation for doing things the right way. The team provides seamless gutter installation gutter guards gutter cleaning downspout solutions and water management systems designed specifically for the heavy rain and rapid weather changes that Florida homeowners face. Every project is completed with attention to detail and a focus on protecting homes from long term water damage. Homeowners across Lakeland repeatedly praise the company for their clear communication fast turnaround and trustworthy recommendations. Whether they are installing new seamless gutters repairing storm damage or upgrading a home to a clog resistant gutter guard system the First Choice team has earned its position as a dependable leader in the community. Their approach is straightforward. Use high quality materials install them correctly and treat every home as if it were their own. First Choice Seamless Gutters shared their appreciation for the recognition noting that the award reflects their commitment to both craftsmanship and customer care. They emphasized how important it is for homeowners to have a reliable partner for exterior protection especially in a region where rain and storm activity can quickly damage an unprotected home. GutterPro HQ explained why the company earned the top spot in Lakeland. Evaluators noted their exceptional installation quality strong customer reputation fair pricing and consistent responsiveness. They also highlighted First Choice Seamless Gutters proven ability to solve real world problems like roof runoff foundation erosion and overflowing gutters which are common issues throughout Central Florida. Properly installed gutters are essential for Florida homes. Without them water can pool around the foundation leak under shingles and cause costly damage over time. First Choice Seamless Gutters creates custom fit solutions for every home to ensure maximum durability and reliable drainage. Their seamless aluminum systems are engineered to withstand Florida weather and provide long-lasting protection for homeowners seeking peace of mind. Being named the Best Gutter Installer in Lakeland Florida is a strong confirmation of the company's dedication to excellence. First Choice Seamless Gutters continues to focus on providing honest professional and high quality service to residents throughout Lakeland and the surrounding communities.
- December 3, 2025Business
GLOW Boudoir Photography Studio Empowers Women Through Boudoir Photography in Northampton, MA
GLOW Boudoir Photography Studio proudly announces the continued expansion of its empowering boudoir photography in Northampton services. Located in the heart of Northampton, MA, the studio is dedicated to helping women embrace their confidence and inner beauty through elegant and intimate photography sessions. Founded by professional photographer Laura Biron, GLOW Boudoir Photography Studio provides clients with a personalized, luxury experience in a safe and supportive environment. The studio’s mission is to empower women to rediscover self-confidence, whether they’re marking a milestone, celebrating transformation, or simply embracing their individuality. As a leading photography studio , GLOW specializes in creating images that capture authenticity and strength. Each session is thoughtfully designed to reflect the client’s personality and comfort level, from classic glamour to bold, artistic expression. The experience includes professional hair, makeup, and posing guidance to ensure every woman feels radiant and self-assured. “Our goal is to help women see themselves the way the world sees them—strong, beautiful, and worthy,” said Laura Biron, founder of GLOW Boudoir Photography Studio. “Boudoir photography isn’t just about taking pictures; it’s about celebrating who you are right now, in this moment.” Clients visiting GLOW Boudoir Photography Studio can expect a boutique experience that goes beyond traditional portrait sessions. The studio’s creative process focuses on empowerment and connection, helping each client feel both confident and comfortable throughout the shoot. In addition to serving the Northampton area, GLOW Boudoir Photography Studio continues to attract clients from across Massachusetts seeking transformative boudoir photography experiences that leave a lasting impression. Every session aims to inspire confidence, self-love, and pride through timeless, artful imagery.
- December 3, 2025Business
ASMPT Wins New Orders for Nineteen Chip-to-Substrate TCB Tools to Serve AI Chip Market
ASMPT (HKEX: 0522), the world’s leading provider of integrated hardware and software solutions for semiconductor and electronics manufacturing, announced it had won new orders for 19 Chip-to-Substrate (C2S) TCB tools from a major OSAT partner of the leading foundry serving the AI chip market. ASMPT is the sole supplier and Process of Record (POR) of C2S TCB solutions for this customer, supporting their high-volume manufacturing requirements. These latest systems will enable their next-generation C2S bonding for logic applications as compound die sizes get larger. This demonstrates the customer’s continued confidence in ASMPT's technological leadership and production-proven capabilities. Looking ahead, ASMPT is well-positioned to secure additional orders in the future. This continued momentum for ASMPT’s flagship Thermo-Compression Bonding (TCB) solutions reinforces its position as the industry's leading provider of advanced packaging solutions for artificial intelligence and high-performance computing applications. "The TCB market is experiencing transformational growth driven by AI and HPC applications," said Robin Ng, Group CEO, ASMPT. "Our comprehensive technology portfolio spanning chip-on-wafer, chip-on-substrate, and HBM applications positions ASMPT uniquely to support our customers' most demanding advanced packaging roadmaps. This latest win validates our technology leadership and highlights the market's recognition of our ability to deliver production-ready, scalable platforms." With the largest TCB installed base worldwide consisting of more than 500 tools, ASMPT is strategically positioned to capture between 35% to 40% of an expanded TCB market. ASMPT recently expressed confidence that the TCB Total Addressable Market (TAM) projection will exceed US$1 billion by 2027, bolstered by recent news about AI ecosystem investments. About ASMPT Limited ASMPT Limited is a leading global supplier of hardware and software solutions for the manufacture of semiconductors and electronics. Headquartered in Singapore, ASMPT's offerings encompass the semiconductor assembly & packaging, and SMT (surface mount technology) industries, ranging from wafer deposition to the various solutions that organise, assemble and package delicate electronic components into a vast range of end-user devices. ASMPT partners with customers very closely, with continuous investment in R&D helping to provide cost-effective, industry-shaping solutions that achieve higher productivity, greater reliability, and enhanced quality. ASMPT is listed on the Stock Exchange of Hong Kong (HKEX stock code: 0522) and is one of the constituent stocks of the Hang Seng Composite MidCap Index under the Hang Seng Composite Size Indexes, the Hang Seng Composite Information Technology Industry Index under Hang Seng Composite Industry Indexes, the Hang Seng Corporate Sustainability Benchmark Index, and the Hang Seng HK 35 Index. To learn more about ASMPT, please visit us at www.asmpt.com . For media enquiries: Global ASMPT Press Office ASMPT Ltd Lim Ee Guan Director, Corporate Communications E-Mail: [email protected] Global ASMPT Semiconductor Solutions Press Office ASMPT Ltd Jessica Ho Semiconductor Solutions E-Mail: [email protected]
- December 3, 2025Business
Growing Interest in Numismatics and Gold Collecting Sparks Market Activity in Central Texas
The numismatic world is experiencing a notable rise in activity as more collectors, investors, and history enthusiasts turn their attention toward rare coins and gold bullion. In Central Texas, this renewed momentum is being reflected in increased demand for expert appraisals, authenticated valuations, and historically significant specimens. Local specialists such as Waco Coin Buyers ( https://wacocoinbuyers.com/ ) report that the region is witnessing a growing appreciation for tangible assets rooted in craftsmanship, scarcity, and historical relevance. A Shifting Market Driven by Tangible Value Over the past year, industry observers have noted an interesting shift: consumers who once gravitated toward volatile digital assets are returning to physical stores of value—particularly gold coins and historically significant currency. While investment cycles often fluctuate, gold and rare coins have demonstrated remarkable stability across generations. Numismatic professionals point out that this trend is less about short-term gain and more about long-term confidence. Gold coins, especially those with limited mintages or unique historical contexts, provide a dual appeal: intrinsic metal value and collectible significance. In Waco and surrounding areas, collectors are seeking evaluations not only for common bullion coins but also for older issues like Saint-Gaudens Double Eagles , early Morgan Dollars , and mid-century commemoratives that continue to attract national attention. Gold Coins: A Classical Asset Regaining Momentum Gold remains one of the world’s most enduring financial anchors. Coins such as American Gold Eagles , Krugerrands , and Canadian Maples are once again appearing in private collections for appraisal as owners seek clarity on current market valuations. Unlike jewelry, coins offer a transparent reflection of the global gold market, making them a favored choice for individuals preferring precision and authenticity. Experts in the region emphasize that accurate testing methods—such as XRF analysis and detailed purity evaluations—are crucial for determining a coin’s real-world value. This has increased reliance on established numismatic organizations who can provide thorough assessments grounded in national pricing trends. Numismatics: History, Art, and Economics Intertwined Rare coins extend far beyond investment items; many carry complex historical stories tied to national identity, economic reform, and evolving minting techniques. From early American copper cents to internationally circulated silver pieces, numismatics has always captured the intersection of artistry and economic history. In Texas, collectors often express particular fascination with coins reflecting transitional periods in U.S. monetary history—such as the move from silver-based currency to clad coinage or the varied mint marks associated with 19th-century coin production. As interest grows, more individuals are seeking professional opinions on previously inherited or long-stored collections. Local Specialists Meeting Rising Demand With the increase in inquiries across Central Texas, professional numismatic services are playing a key role in helping residents understand the significance and current market values of their items. Institutions like Waco Coin Buyers ( https://wacocoinbuyers.com/ ) offer structured evaluations for gold coins, silver dollars, historic currency, and estate collections, enabling individuals to gain reliable insight backed by market data and experienced appraisers. Their work reflects a broader national trend: collectors are no longer simply asking “What is this worth?” but increasingly “What story does this piece tell?” A Regional Hub for Numismatic Knowledge Waco’s growing community of collectors, estate managers, and history enthusiasts has helped position the city as a regional information hub for numismatic learning. Informal clubs, appraisal events, and educational workshops have contributed to a deeper public understanding of coin grading, rarity scales, and the influence of global metals markets on local valuations. As 2025 progresses, industry analysts predict continued interest in gold and numismatic assets—particularly those that combine aesthetic appeal with historically documented scarcity.
- December 3, 2025Business
Astrology Experts Release 2026 Horoscope Predictions: Major Planetary Shifts to Impact All Zodiac Signs
Astrology analysts are officially announcing their comprehensive forecast for 2026 , calling it one of the most transformative astrological years of the decade . With rare planetary alignments, four impactful eclipses, and major shifts involving Jupiter, Saturn, and Pluto, astrologers say 2026 will deliver “a universal push toward authenticity, integration, and long-term growth.” According to the newly released report, individuals across all zodiac signs can expect major changes in career, relationships, finances, and emotional development. Experts say this is a year when rushed decisions backfire, and intentional choices become essential. Key Planetary Movements Defining 2026 Astrologers highlight several powerful transits expected to shape the year: Jupiter moves through Gemini, Cancer, and Leo , opening different forms of expansion. Saturn exits Pisces in February and enters Aries , ending a heavy three-year karmic cycle. Pluto continues its historic move through Aquarius , influencing innovation, societal structure, and personal power. Four eclipses —in Aquarius, Virgo, Leo, and Pisces—will activate critical turning points for many individuals. These shifts form the backbone of 2026’s energetic landscape, prompting both personal and collective transformation. Full Guidance Now Available Astrologers have published an extended breakdown of all zodiac predictions in a detailed guide. Readers seeking complete sign-by-sign analysis can refer to the official horoscope for 2026 , which outlines monthly influences, eclipse impacts, and key periods to watch throughout the year. What the 2026 Energy Means for Each Element Group Fire Signs (Aries, Leo, Sagittarius) Experts describe a year of personal transition, preparation, and internal strengthening. Aries approaches a new Saturn cycle, Leo experiences a transformative August solar eclipse, and Sagittarius focuses on home and emotional stability. Earth Signs (Taurus, Virgo, Capricorn) Earth signs receive grounding support. Taurus benefits from social expansion, Virgo faces relationship-defining eclipses, and Capricorn sees breakthroughs in communication, writing, and education. Air Signs (Gemini, Libra, Aquarius) Air signs are especially activated in 2026. Gemini gains major career momentum, Libra experiences growth in health and work, and Aquarius steps into long-term personal empowerment as Pluto settles into their sign. Water Signs (Cancer, Scorpio, Pisces) Cancer enjoys expansion through learning and creativity; Scorpio experiences heightened romance and creative flow; and Pisces finally emerges from a demanding Saturn cycle with renewed emotional clarity. Zodiac Sign Highlights for 2026 Aries : Final clearing before a major life phase begins. Taurus : Collaboration and community-driven success. Gemini : Career wins, recognition, and leadership moments. Cancer : Travel, education, and new spiritual insights. Leo : Financial evolution and a game-changing solar eclipse. Virgo : Relationship milestones and partnership shifts. Libra : Health gains and work-life improvements. Scorpio : Creative expansion and romantic opportunities. Sagittarius : Family, home life, and emotional grounding. Capricorn : Learning, communication, and idea-driven progress. Aquarius : Financial growth and increased self-confidence. Pisces : Liberation from Saturn and a year of personal emergence. Experts Emphasize: 2026 Rewards Authenticity Astrologers conclude that 2026 is not about quick wins—it's about alignment. The message: Those who integrate past lessons and act with intention will thrive. “Awareness during key eclipse periods will define the year’s biggest breakthroughs,” the report notes. About the Announcement These predictions come from experienced astrology contributors who publish annual insights to help readers prepare for upcoming cosmic cycles. The 2026 guide aims to give the public clarity, direction, and a deeper understanding of the year ahead.
- December 3, 2025Business
MOU signed with Thailand's Department of Climate Change and Environment to contribute to the realization of a safe and sustainable society
Weathernews Inc. (Head office: Mihama-ku, Chiba City; CEO: Tomohiro Ishibashi) has signed a Memorandum of Understanding (MOU) with the Department of Climate Change and Environment (DCCE) of Thailand to collaborate on climate disaster risk assessment. As global warming progresses, the frequency and intensity of meteorological disasters are increasing. In particular, the risk of flooding in river basins that affect Thailand, the impact of severe droughts on agriculture, and the increasing number of heatwaves (heatstroke) in urban areas in recent years are unavoidable challenges for the country's sustainable growth. This MOU goes beyond mere technical cooperation and symbolizes a strategic and future-oriented partnership to protect the "safety of lives and livelihoods" of the Thai people and overcome the impacts of climate change. Deputy Director General - Department of Climate Change and Environment Mr. Pavich KESAVAWONG (right) and Executive Officer in charge of Climate Tech Business Division - Weathernews Inc. Mr. Takayuki Suzuki (left) Agreement Date December 2, 2025 Agreement Details 1 Strengthening region-specific risk assessment 2 Capacity building in the field of climate change 3 Utilizing historical data and improving the accuracy of weather and climate prediction models Our Role and Future Initiatives We will combine our global data collection and analysis technologies, which we have cultivated over many years, with cutting-edge AI technology to provide region-specific information on floods, droughts, and heat waves, as well as assessment models for physical risks such as sea surface temperature and sea level rise. This will enable us to identify climate disaster risks and vulnerabilities in detail for each region of Thailand and support DCCE in formulating adaptation measures. Furthermore, by sharing our knowledge and experience in AI-based weather analysis technology and risk assessment with DCCE staff and promoting capacity development, we will contribute to building Thailand's unique and strong climate change resilience. Collaboration with global meteorological organizations We have signed MOUs with the Badan Meteorologi, Klimatologi, dan Geofisika (BMKG) ※1 , Viet Nam Meteorological and Hydrological Administration (VNMHA) ※2, and Philippine Atmospheric, Geophysical and Astronomical Services Administration (PAGASA) ※3 and will continue to promote disaster prevention and mitigation efforts in the Asia-Pacific region. ※1 https://jp.weathernews.com/news/41263/ ※2 https://jp.weathernews.com/news/53113/ ※3 https://jp.weathernews.com/news/53886/
- December 3, 2025Business
Coles and SecondBite unite to tackle holiday hunger as new research reveals festive struggles
Coles’ annual Christmas Appeal for leading Australian food relief charity SecondBite kicked off today as new research reveals the growing pressures on household budgets this holiday season. The research commissioned by SecondBite revealed1: Almost half (47%) of Australians worry about the extra expense during the festive season, and whether they will be able to afford enough food for their family; Two in five (39%) of Australians agree they may have to choose between buying presents and buying food, with one in seven (14% - more than 3 million Australians) strongly agreeing that this is the case; Two in five Australians (41%) agree that they worry about being able to afford nutritious food for themselves and/or their families over the next 12 months. Until Christmas Eve, customers can help SecondBite put meals on the table for Australians facing hardship this festive season by purchasing a $2 charity gift tag or by making a donation at any Coles supermarket checkout. Every gift tag purchased can help SecondBite to provide the equivalent of 10 meals to people doing it tough this Christmas. Funds raised will help SecondBite distribute food to nearly 900 frontline charity partners across Australia, who use donated produce from Coles and other retailers and suppliers to cook meals, provide food hampers, stock community pantries and put on a Christmas spread for people facing hardship. These local partners include community centres, schools, First Nations health organisations, women’s shelters and other not-for-profits such as FoodFilled -a youth-led charity delivering SecondBite food to partners across Melbourne and Manning Valley Neighbourhood Services (MVNS) in NSW’s Mid-North Coast. MVNS manager Kate Darnell said its SecondBite food program plays a vital role in not just food relief, but also in strengthening a sense of community. “Throughout the year MVNS supports hundreds of people and their families who access our SecondBite food program up to three times a week. Many of our clients rely on this service for their essential fruit and vegetable intake – if it wasn’t for the free SecondBite food we collect from Coles, they may struggle to make a nutritious meal that day or that week,” she said. “Our SecondBite food program also helps bring the community together. People come to collect food, but they may stay for a chat with one of our volunteers or staff who can assist or connect them to other crucial services in the community. SecondBite is such an important program for us, and for many community services like us across Australia. We hope people can get behind the Coles SecondBite Christmas Appeal.” SecondBite CEO Daniel Moorfield urged customers to support the appeal at Coles. “With two in five people worried about being able to afford nutritious food for themselves or their families over the next year, the need for support is real,” he said. “The Coles SecondBite Christmas Appeal is a chance for all of us to come together and help ensure that no one has to go without a decent meal - especially during the festive season. Every donation, big or small, helps us reach more people in need and brings hope to communities right across Australia.” Coles General Manager Sustainability Brooke Donnelly said Coles is proud of its longstanding partnership and fundraising efforts with SecondBite to help feed people in need. “Coles has donated the equivalent of more than 300 million meals to SecondBite since 2011, with more than 840 supermarkets and distribution centres across Australia supporting local food rescue and relief efforts,” she said. “This holiday season, we’re aiming to raise over $1 million for SecondBite, which will help provide the equivalent of 5 million meals. These funds – and meals – are crucial for supporting families in need this Christmas and we hope customers can get behind this important Australian charity over the next few weeks simply by purchasing a $2 charity gift tag or by making a donation of their choice at the checkout.” In addition to raising funds from the sales of $2 charity gift tags, Coles will also donate $1 to the appeal for every Coles Christmas Deluxe Charity Cards (10 pack) sold and Remedy Drinks and Coles will donate 20 cents (10 cents each) to SecondBite for every limited-edition Remedy Festive Batch Kombucha 330ml sold at participating stores and on Coles online.2 For media enquiries, please contact Coles Media Line (03) 9829 5250 or [email protected]
- December 3, 2025Business
Lingyun Lai Enhances Data Security Evaluation with Deep Learning and Hierarchical Analytical Frameworks
The rapid expansion of digital infrastructure has heightened data security risks across sectors. Traditional assessment methods, often reliant on fragmented evaluations and reactive maintenance, struggle to meet the complexity of modern threat environments. Recent research published in Procedia Computer Science introduces an integrated framework that combines deep learning technologies with the Analytic Hierarchy Process to support automated risk identification and multidimensional security evaluation. The model is built around two core components that work together: deep learning is used to automatically extract potential security risks from large volumes of operational data, while the Analytic Hierarchy Process provides structured, expert-weighted evaluation across multiple dimensions. The assessment framework incorporates eight key indicators, including data classification and identification, user authentication and authorization, encryption, backup and recovery, log monitoring, access control, network security management, and lifecycle governance. Consistency testing of the AHP judgment matrix confirms the reliability of the weighting structure, and the fuzzy comprehensive evaluation method is applied to address uncertainty within the scoring process and convert qualitative assessments into quantitative results. Experiments show that the proposed model performs stably in practical scenarios and improves the accuracy of risk assessment. When applied to a digital financial platform, the framework not only confirmed an overall low level of data security risk but also pinpointed specific weaknesses in encryption, authentication, and access control that conventional assessments tended to overlook. By comparing three targeted remediation strategies using the TOPSIS multi-criteria method, the study identified the option that best balances cost, implementation speed, and expected effectiveness. This process illustrates how the model can guide organizations from risk diagnosis to actionable improvement planning with greater clarity and precision. The study is authored by Lingyun Lai, who holds a Master’s degree in Enterprise Risk Management from Columbia University and a Bachelor’s degree in Finance from Wenzhou-Kean University. Her academic training and professional experience in financial analysis, vendor risk assessment, and real-time monitoring of over 20 million dollars in project exposure provide a practical foundation for her work in data-driven risk evaluation. Beyond her academic foundation, Lai has led multiple enterprise-level risk and data systems projects that demonstrate her ability to translate analytical models into measurable outcomes. Her work at BCG Glass Industry Inc. includes designing an integrated financial and risk database covering more than 30 active projects, developing early-warning mechanisms that predict delays and financial anomalies, and building real-time data-quality tools that reduce reporting errors by over 40 percent. She has also authored peer-reviewed research in financial modeling, AI valuation, and data-driven credit risk assessment, with a growing citation record reflecting her interdisciplinary contributions. These initiatives highlight her capacity to merge quantitative risk theory with practical system design across construction, advanced manufacturing, and financial services. Taken together, Lai’s research and practical work show how data-driven risk assessment can be applied in real organizational settings. The model demonstrated in the digital financial platform case provides a structured way to identify risks and support corrective actions, while her experience building financial risk databases, early warning tools, and real-time data quality systems reflects the broader impact of these methods in enterprise environments.
- December 3, 2025Business
Yixian Jiang Integrates Bayesian Networks and Metadata Standards to Advance Intelligent Digital Object Systems
Digital object systems face persistent challenges in standardization, data generation, and performance evaluation, as the evolution of Internet architecture demands efficient information management frameworks. Traditional approaches struggle with insufficient available objects, a lack of unified metadata standards, small sample datasets, and complex event relationship modeling. Recent research published in Procedia Computer Science introduces comprehensive frameworks that integrate international metadata standards with machine learning algorithms to fundamentally transform digital object generation through Bayesian network optimization and data diffusion strategies, validated on multi-category event datasets. The analytical foundation addresses fundamental limitations through a unified digital object generation framework combining structured and unstructured metadata extraction. By analyzing event characteristics, temporal relationships, and causal dependencies through hierarchical classification methods, the framework enables accurate information extraction from text documents. The system implements rule-driven extraction strategies for simple attributes and refined algorithms for complex elements, including keywords and themes, providing a standardized seven-element metadata structure encompassing title, author, keywords, subject, description, publisher, date, and language throughout digital object lifecycle management. The optimization architecture leverages the K2 algorithm-based Bayesian networks, combining expert knowledge with data-driven structure learning to achieve probabilistic event modeling. By addressing small sample limitations and prediction accuracy requirements inherent in traditional approaches, the system implements improved conditional probability distributions through expert experience integration. Optimization through a two-stage training methodology incorporating causal relationship refinement prevents model errors while maintaining forecasting reliability across diverse scenarios. Experimental validation demonstrates 84% prediction accuracy improvement from a 55.21% baseline, with the network structure achieving high consistency and coverage rates across training-test partitions, validated through 100-iteration robustness testing on a 550-sample event window dataset. Practical implementations span both data generation efficiency and computational performance. The intelligent digital object system enables automated generation, achieving 0.0013 seconds per object through optimized metadata extraction and batch packaging mechanisms. Data diffusion strategy combining LDA topic modeling with Monte Carlo sampling generates standards-compliant synthetic datasets addressing insufficient test data challenges. Contributing to this research is Yixian Jiang, who holds a Master’s degree in Information Technology from Carnegie Mellon University’s Information Networking Institute and a Bachelor’s degree in Software Engineering from South China Agricultural University. Jiang’s professional experience spans Apple, Meta, and NVIDIA, where Jiang led large-scale machine learning infrastructure projects and intelligent system optimizations. Jiang’s technical expertise bridges academic research and enterprise-scale engineering, exemplifying how theoretical advancements in Bayesian modeling can inform practical automation systems. This body of work represents a major step forward in bridging theoretical optimization with real-world intelligent system implementation. By integrating metadata standardization with Bayesian network algorithms for digital object systems and by advancing ML automation platforms that manage hundreds of enterprise models, Jiang’s research establishes new benchmarks for data management efficiency. These frameworks demonstrate far-reaching implications for intelligent information systems, scalable automation, and the optimization of machine learning infrastructures in increasingly complex distributed computing environments.
- December 3, 2025Business
Minkang Zhang Improves Medical Image Recognition Through RNN Optimization and Deep Learning Integration
The exponential increase in medical imaging data has intensified the need for accurate and efficient diagnostic analysis. Conventional methods often fail to process large volumes of dynamic images effectively, limiting precision in early disease detection. Deep learning technologies, particularly Recurrent Neural Networks (RNNs), have emerged as essential tools for addressing these challenges. Recent research published in the European Journal of AI, Computing & Informatics introduces an innovative framework designed to improve the accuracy and efficiency of medical image recognition through the optimization of RNN models. The study discusses the structural principles, optimization strategies, and technical implementations that strengthen medical imaging systems in clinical practice. At the methodological core, the research explores how the recursive structure of RNNs captures temporal dependencies in dynamic medical images such as CT, MRI, and ultrasound sequences. By integrating Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) architectures, the model improves long-term information retention and reduces gradient issues. This design enables continuous learning across image sequences, allowing accurate tracking of lesion evolution and supporting time-dependent diagnostic interpretation. The first application of this framework focuses on dynamic lesion detection. RNN-based models analyze image sequences in chronological order, identifying evolving tissue patterns that are essential for disease monitoring. Through temporal analysis, the model locates lesions more accurately and determines the rate and direction of progression. The study shows that optimized RNN architectures enhance detection precision and analytical consistency, providing strong support for early diagnosis and personalized treatment planning. A second application explores the integration of multimodal learning and attention mechanisms to improve interpretability and automation. By combining RNNs with Convolutional Neural Networks (CNNs), the framework captures spatial and temporal features of medical images. Multimodal inputs such as CT, MRI, and X-ray data are fused to deliver comprehensive diagnostic insights, while lightweight and pruning techniques reduce computational complexity. These optimizations improve real-time efficiency and support the large-scale deployment of intelligent diagnostic tools. Contributing to this research is Minkang Zhang, a full-stack engineer at Medical Device Manufacturer. Zhang holds a Master of Science in Computer Science from the University of Southern California and a Bachelor of Science in Electrical and Computer Engineering, Cum Laude, from The Ohio State University. Since 2024, Zhang has been continuously contributing to the IH-500 project at Bio-Rad Laboratories, a large and sophisticated diagnostic instrument that plays a key role in immunohematology testing across the United States. Through sustained work in software development, Zhang has supported improvements in reliability, efficiency, and regulatory compliance, ensuring that this advanced instrument continues to meet the demanding standards of the U.S. healthcare system. Professional experience also includes developing machine learning systems using CNTK and OpenCV for automated result recognition, optimizing RNN models in Python, and applying DevOps practices to enhance performance and software integrity. This combination of technical depth and medical device expertise reflects a career devoted to advancing intelligent automation in healthcare technology. This research establishes a comprehensive framework that bridges theoretical modeling with practical diagnostic applications. By optimizing RNN architectures through gating mechanisms, multimodal learning, and CNN integration, the study advances both the accuracy and efficiency of automated image analysis. The demonstrated improvements in lesion recognition, report generation, and computational performance position this work as an important reference for future development of intelligent medical imaging systems and AI-driven diagnostic innovation.
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