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C. Thorrez Industries Earns 2025 General Motors Supplier Quality Excellence Award
C. Thorrez Industries, Inc., a family-owned precision machined products manufacturer in Jackson, Michigan producing industrial parts since 1919, has been selected to receive the 2025 General Motors Supplier Quality Excellence Award (SQEA). The recognition honors the company's Concord manufacturing operation for its quality performance throughout the 2025 calendar year and places C. Thorrez Industries among the suppliers General Motors identified as its strongest performers for the year. According to General Motors, the Supplier Quality Excellence Award is reserved for suppliers that delivered exceptional quality performance in 2025 and distinguished themselves among the automaker's best-performing suppliers. In its award notification, GM stated that recipients demonstrated a sustained commitment to excellence, consistency, and partnership throughout the 2025 calendar year. The company noted that suppliers earned the recognition in what it described as a dynamic and demanding operating environment, and that their performance reflected the highest standard of execution. The award was signed by Rick Demuynck, Executive Director of Global Supplier Quality and Development, and Timothy Haworth, Director of Supplier Quality, Propulsion and Electrification, at General Motors. Recognized for Quality and Partnership In its notification, General Motors' Global Supplier Quality Team credited C. Thorrez Industries with a dedication to quality and strong support of shared objectives, noting the important role the company plays in the automaker's collective success. GM thanked the company for being a trusted and valued partner and said it looked forward to building on the momentum of the 2025 results together. General Motors also invited award recipients to share the recognition across their broader organizations. For automotive suppliers, recognition of this kind reflects sustained, measurable quality maintained across an entire production year rather than a single milestone, which makes year-long acknowledgment a meaningful benchmark for a manufacturing operation. Precision machined products are components manufactured to tight dimensional tolerances for use in finished assemblies, and consistency in producing them is central to the quality standards automakers apply to their suppliers. That work depends on repeatable accuracy from one production run to the next. A Family-Owned Manufacturer Since 1919 C. Thorrez Industries is a family-owned and operated machined products company that has produced industrial parts since 1919. More than a century after its founding, it continues to operate as a family business, serving manufacturers across several industries from multiple plant operations. That footprint gives the company the capacity to handle long-run, high-volume production alongside short-run and prototype work, allowing it to support both large-scale programs and specialized, lower-volume requirements from a single supplier base. The company's quality and environmental management systems are registered to IATF 16949, ISO 9001, and ISO 14001. IATF 16949 is the automotive industry's quality management standard, developed specifically for the design and manufacture of automotive parts, while ISO 9001 sets out general quality management requirements and ISO 14001 addresses environmental management. Together, these registrations reflect a structured approach to quality and process control, which the company credits, along with its focus on delivery and continuous improvement, with helping it achieve a world-class parts-per-million (PPM) quality level. The General Motors recognition adds to a broader record of quality awards. C. Thorrez Industries has earned multiple quality awards from Stellantis, Ford, and General Motors, as well as from many Tier 1 automotive suppliers and from truck, heavy equipment, and furniture manufacturers. That range reflects a customer base extending well beyond a single sector of the transportation industry, and the 2025 SQEA reinforces the company's standing as a General Motors supplier as it continues that work. About C. Thorrez Industries, Inc. C. Thorrez Industries, Inc. is a family-owned manufacturer of precision machined products, producing industrial parts since 1919. Based in Jackson, Michigan, the company serves automotive, truck, heavy equipment, and furniture manufacturers through multiple plant operations, with quality and environmental management systems registered to IATF 16949, ISO 9001, and ISO 14001. Learn more at https://thorrez.com .
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- July 9, 2026Top Stories
KIDZ AI Wins 2026 EdTechX Award and Launches KIDZBot AI Robotics Platform
KIDZ AI Inc., a leading provider of live online learning and AI-powered education solutions, has been named the 2026 EdTechX Award Winner for the Americas, recognizing the Company's innovation and leadership in AI-powered education. Coinciding with this award, the Company unveiled the KIDZBot AI Robotics Platform, an integrated, AI-native robotics learning platform designed for the Physical AI education era. KIDZBot incorporates advanced AI capabilities—including persistent memory, reasoning, prompt and token-based interactions, sensor-driven feedback, contextual awareness, and adaptive learning—to deliver an intelligent, personalized robotics learning experience. KIDZ AI expects KIDZBot to begin its commercial rollout during the second half of 2026. The 2026 EdTechX recognition highlights KIDZ AI's contribution to advancing education technology in the Americas region. KIDZ AI believes this recognition reflects the Company's continued progress in building AI-native education infrastructure across intelligent tutoring, AI agent workflows, robotics-based learning, learning analytics, adaptive instruction, and data-driven student engagement. With KIDZBot, KIDZ AI is introducing a robotics learning ecosystem designed to connect physical robotics devices, AI-powered curriculum, coding tools, student project creation, learning center deployment, and robotics learning programs across online and offline learning environments. The Company believes KIDZBot represents an important step in expanding KIDZ AI from a digital education platform into a broader AI-native education infrastructure company with integrated capabilities across content, software, hardware, robotics, learning data, and measurable learning outcomes. KIDZBot is designed to go beyond traditional robotics kits by combining physical robotics, structured curriculum, coding pathways, learning data, and AI-native interaction concepts into a unified learning model. Through hands-on robotics projects, students are expected to explore how intelligent systems sense, respond, remember, reason, and improve through real-world inputs, feedback loops, and contextual interactions. Key expected highlights of KIDZBot include: AI robotics product line: Modular robotics products designed for hands-on assembly, movement programming, sensors, robotics logic, mission-based learning, and interactive behavior design. Progressive coding pathway: Support for block-based visual coding for younger learners, with pathways into text-based programming languages including Python, Java, and C++. AI-powered curriculum packages: Structured learning modules designed for classrooms, learning centers, after-school programs, summer camps, families, and education partners. AI-native robotics learning layer: Learning experiences designed to connect physical robotics with AI concepts such as memory, data-driven learning, reasoning, prompts, tokens, contextual interactions, sensor-based feedback, and decision-making workflows. Data and feedback-driven learning: Robotics activities designed to help students understand how machines collect inputs, process signals, respond to data, adjust behavior, and improve through iterative testing. The Company expects to initially introduce KIDZBot through the KIDZ AI Learning Center Robotics Program, followed by broader integration into robotics classes, classroom curriculum, summer camp offerings, after-school programs, educational events, and school partnerships. The Company believes KIDZBot can become more than a robotics product line and instead will become a new AI-native layer of its education ecosystem by connecting Device + Curriculum + Learning Data + Memory + Reasoning into a unified robotics learning model. This model is designed to expand KIDZBot beyond traditional robotics instruction and toward a broader learning infrastructure that may support recurring curriculum deployment, classroom adoption, robotics programs, project-based learning, student competitions, and future AI-powered learning experiences. KIDZBot is also designed to help students understand how AI systems interact with data, context, and real-world inputs. Through robotics-based learning activities, students may explore how prompts guide intelligent behavior, how tokens support AI interactions, how memory preserves context, how sensors generate data, and how reasoning workflows support decision-making in physical environments. KIDZ AI believes these concepts can help students move from simply using AI tools to understanding how intelligent systems are designed, applied, and improved. The Company believes this approach is particularly important as AI becomes increasingly embedded in education, work, and daily life. By combining physical robotics with structured curriculum and AI-native capabilities, KIDZBot is intended to help students develop both technical skills and systems-level thinking through coding, robotics logic, mechanical design, data interpretation, iterative testing, AI-assisted creation, and collaborative problem solving. KIDZ AI believes KIDZBot can support a long-term robotics learning flywheel: more robotics products can drive more student projects; more student projects can generate richer curriculum use cases; richer curriculum use cases can support broader classroom and learning center deployment; and broader deployment can strengthen the Company's robotics learning ecosystem over time. "KIDZBot is not just a product launch; it is part of our long-term Physical AI education roadmap," said Stephanie Luo, Chief Executive Officer of KIDZ AI, "By connecting robotics hardware, AI-powered curriculum, coding tools, learning data, memory, reasoning, prompts, tokens, and student project creation, we believe KIDZBot can become an important growth engine for KIDZ AI and a key foundation for our long-term AI robotics strategy." About KIDZ AI KIDZ AI Inc., formerly known as Classover Holdings, Inc., is an AI-driven education technology company transforming live teaching experience into proprietary AI-powered learning systems. By integrating artificial intelligence, AI agents, and robotics, KIDZ AI is building global education infrastructure designed to make learning outcomes measurable, verifiable, and accessible across borders. The Company is strategically expanding into AI compute infrastructure, GPU cloud platforms, and data center ecosystems.
- July 9, 2026Business
BrokerOpinionOfValue.com Releases Commercial Real Estate Valuation Guide for Divorce, Litigation, and Expert Witness Matters
BrokerOpinionOfValue.com today releases a new resource detailing how broker opinions of value support commercial real estate valuation in divorce proceedings, partnership disputes, eminent domain cases, and expert witness engagements — situations where the number attached to a building can determine the outcome of a legal matter. The resource, now live at BOV for Divorce, Litigation and Expert Witness , addresses a distinction that frequently drives contested valuations: commercial real estate requires a fundamentally different skill set from residential appraisal. The income approach, cap rate selection, lease analysis, and comparable sourcing for a warehouse, apartment building, office property, or retail center depend on active deal flow in that specific asset class, knowledge of what buyers are actually paying in the current market, not a generalist estimate. A single percentage point difference in cap rate applied to $500,000 of net operating income produces a valuation swing of approximately $1.7 million, making the broker's active market knowledge central to any defensible opinion in divorce, partnership dispute, expert witness, or eminent domain proceedings. BrokerOpinionOfValue.com operates as an educational resource and broker directory. The platform does not itself prepare valuations. Attorneys, parties, and property owners submit a request through the site and connect with a licensed commercial real estate broker whose property-type and submarket specialization matches the asset. All requests are handled confidentially, and a licensed broker typically follows up within two business days. "In a contested matter, the valuation is only as strong as the market knowledge behind it. A broker who actively trades the asset class can stand behind a cap rate and a set of comparables in a way that carries weight in negotiation and in court. Our role is to connect the attorney or owner with the right broker for that specific property and market," said Caroline Vega , Co-Founder of BrokerOpinionOfValue.com. The full resource is available at https://brokeropinionofvalue.com/bov-for-divorce-litigation/ . Additional use-case guides covering estate planning, property tax appeals, partnership buyouts, 1031 exchanges, and more are available at https://brokeropinionofvalue.com .
- July 9, 2026Business
Speculation Equus LLC and Casse Sales LLC Expand and Continue a 65 Year Thoroughbred Legacy
Speculation Equus LLC and Casse Sales LLC expand and continue a 65-year family legacy by guiding investors through the global bloodstock market. For more than six decades, the Casse family has been closely connected to the thoroughbred racing industry, helping shape a legacy that spans horse sales, racing, media, and training. Today, that tradition continues through Casse Sales LLC and Speculation Equus LLC, where third-generation bloodstock agent Justin Casse advises private investors and racing enthusiasts on acquiring, managing, and developing thoroughbred racehorses across leading international markets. Based in the United States, Casse Sales LLC and Speculation Equus LLC provide bloodstock advisory services for individuals interested in thoroughbred ownership. The firms work with clients throughout the acquisition process, from identifying suitable horses and evaluating pedigrees to coordinating veterinary inspections, auction strategy, trainer selection, and ongoing management after purchase. Drawing on experience across the globe, they support clients seeking professional guidance in an industry that combines athletic performance, long-term planning, and significant investment decisions. Justin Casse “My family has spent more than 65 years in this industry, and every generation has contributed in a different way,” Casse says. “That history has given me an appreciation for every stage of a horse’s journey, from breeding and selecting young prospects to watching them compete at the highest levels.” Casse’s connection to thoroughbred racing began long before launching his own advisory business. His father founded a horse auction company in Ocala, Florida, helping establish a center for thoroughbred sales. His mother built a career as a television reporter covering horse racing. Meanwhile, his brother, Mark Casse, became an accomplished trainer in North America, inducted into the Hall of Fame . Growing up within that environment exposed Casse to nearly every aspect of the thoroughbred industry before beginning his own professional career. Over the past 28 years, Casse has owned and traded numerous horses through his own personal investments and has worked throughout the United States’ bloodstock market while expanding internationally over the last 14 years. Each year, he attends various thoroughbred auctions across several countries, reviewing horses before recommending a select number that align with each client’s investment objectives, racing ambitions, and budget. “I’ve spent my career learning how different markets operate because every country has its own systems, bloodlines, and opportunities,” Casse explains. “My responsibility is to help clients make informed decisions based on experience, careful evaluation, and their long-term goals.” Clients typically begin the process by discussing their objectives, budget, and preferred level of involvement. From there, Casse evaluates horses that fit those parameters, ranks potential acquisitions, advises during competitive bidding, and coordinates veterinary due diligence before a purchase is completed. His involvement often continues after the sale by helping clients connect with trainers, overseeing the horse’s care, and navigating important decisions throughout the racing career. Justin Casse According to Casse, those ongoing relationships reflect the complexity of thoroughbred ownership. Bloodlines extend back generations, veterinary evaluations require specialist interpretation, and every auction market follows its own commercial practices. Experience across multiple jurisdictions allows him to help clients understand those variables while developing acquisition strategies suited to their individual goals. “Every horse represents a different opportunity, and every client has different objectives,” Casse says. “My role is to understand both, evaluate the available options carefully, and provide guidance that supports informed decisions from the first conversation through long-term ownership.” Recent changes to U.S. tax legislation have also encouraged some investors to explore thoroughbred ownership from a broader financial perspective. While Casse emphasizes that acquiring a racehorse should always begin with careful planning and professional advice, he believes the renewed discussion surrounding qualifying depreciation has introduced more investors to an industry they may not have previously considered. For many clients, he explains, ownership combines participation in one of the world’s oldest sporting traditions with the opportunity to build a carefully managed business asset. Looking ahead, Casse Sales LLC plans to continue expanding relationships with investors seeking experienced guidance in the global bloodstock market while building on the family legacy that began more than six decades ago. Through disciplined evaluation, international market knowledge, and long-term client support, the company remains focused on helping owners navigate every stage of thoroughbred investment with confidence. “The industry continues to evolve, but the fundamentals remain the same,” Casse says. “Success comes from experience, preparation, and making thoughtful decisions over time. That’s the approach my family has believed in for generations, and it’s the approach we continue to bring to every client today.”
- July 9, 2026Legal & Law
Global Strategic Intelligence Announces Launch of The Altierior Motive Legal and Geopolitical Commentary Platform
Global Strategic Intelligence Announces Public Legal Commentary Expansion Global Strategic Intelligence (GSI) has announced the launch of The Altierior Motive™, a public facing legal and geopolitical commentary platform developed by Dr. Chad Michael Altieri, Esq., International Attorney and Founder of GSI. The platform is designed to examine polarizing global events, cross border transactions, regulatory risk, sanctions, AML/KYC/CTF compliance, diplomacy, and high stakes deal architecture through structured legal and strategic analysis. The announcement follows Dr. Altieri's expanding public media presence, including his TED Talk, How Clean Gold™ Can Change Africa , which has garnered millions of views; his recognition as a 2025 Speaker of the Year ; and his upcoming appearance on Next Level CEO , a television series hosted by Daymond John. Through The Altierior Motive™, Dr. Altieri is building a platform intended to make complex legal, diplomatic, commercial, and regulatory issues more understandable for business leaders, lawyers, investors, founders, students, policymakers, and globally minded audiences. A Structured Platform for Legal Intelligence The Altierior Motive™ will be anchored by two flagship series, “An Argument Can Be Made” and “Deal Desk.” Each series will focus on a different part of the legal and strategic landscape while maintaining a shared emphasis on disciplined analysis, factual context, and legal reasoning. “An Argument Can Be Made” will examine legal questions behind polarizing global events. The series is designed to move beyond political ideology by analyzing the constitutional, international, regulatory, and geopolitical questions that often shape controversial issues. Rather than presenting legal topics as simple conclusions, the series will help audiences understand how competing positions are built, how doctrines are applied, and how legal arguments can exist on multiple sides of a public issue. “Deal Desk” will focus on the legal and strategic architecture of global business. Topics will include international trade, sanctions, AML/KYC/CTF, diplomacy, corporate structuring, mergers and acquisitions, licensing, financing, sovereign aligned advisory, counterparty due diligence, and cross border transaction risk. The series is intended to provide a practical framework for understanding how complex transactions are structured, evaluated, and executed across jurisdictions. Educational Programming for a Complex Global Environment In addition to its flagship commentary series, The Altierior Motive™ will feature the “100 Day Law School,” an educational series created to introduce students, entrepreneurs, professionals, and globally minded viewers to the foundations of legal thinking. The series is not intended to replace formal legal education or legal advice. Instead, it will explain how lawyers analyze facts, identify issues, structure arguments, interpret risk, and think with discipline across business, regulatory, and geopolitical contexts. Together, these programming pillars position The Altierior Motive™ as a legal intelligence platform for audiences seeking clarity in a fragmented global environment. The platform will publish through YouTube and social media channels, with content designed for viewers who want to better understand the legal and strategic dimensions of world events, commerce, diplomacy, and institutional risk. “The modern world is moving faster than traditional legal commentary can often explain,” said Dr. Altieri. “Global events, sanctions, trade disputes, political instability, supply chain risk, and cross border transactions now converge in real time. The goal of The Altierior Motive™ is to bring disciplined legal reasoning and strategic analysis to these issues in a format that is accessible, cinematic, and intellectually honest.” A Career Built Across Law, Trade, Compliance, and Diplomacy Dr. Altieri’s expansion into public legal commentary follows years of work at the intersection of law, global trade, diplomacy, compliance, and complex systems design. He has advised sovereign aligned entities, financial institutions, multinational corporations, and private capital on cross border transactions, regulatory strategy, sanctions compliance, AML/KYC/CTF frameworks, and ethical trade architecture. He is licensed to practice law in Washington, D.C. and Florida, is a Registered Foreign Lawyer in England and Wales, and is a Licensed Legal Consultant in the United Arab Emirates. As Founder of GSI, he leads an international law and advisory platform focused on international trade and diplomacy, corporate and transactional law, mergers and acquisitions, sanctions, AML/CTF/KYC and proliferation risk, regulatory compliance, risk management, and the design of lawful global trading systems. Ethical Supply Chain Systems and Public Education Dr. Altieri is also the architect of the Clean Gold® Framework, which includes GoldChain®, a compliance traceability system and sales marketplace designed to support lawful, transparent, and ethically governed mineral supply chain ecosystems with provenance verification. His doctoral research and TED Talk introduced broader audiences to the argument that lawful systems, traceability, and institutional architecture can help improve transparency and governance in high risk mineral markets. Award Recognition Highlights International Leadership Dr. Chad Michael Altieri has been recognized as the Best Cross Border Dealmaking Attorney of 2026 by Best of Best Review , with the award published on BestofBestReview.com. The recognition reflects his work in cross border transactions, international trade, mergers and acquisitions, and regulatory strategy across multiple jurisdictions. It also highlights Global Strategic Intelligence’s focus on helping clients navigate complex international legal and commercial challenges. Mission and Focus The Altierior Motive™ reflects Dr. Altieri’s broader professional focus on helping founders, investors, companies, family offices, and cross border dealmakers identify legal, regulatory, sanctions, AML, diligence, and geopolitical risk before those risks become transaction threatening problems. By translating complex legal and strategic issues into accessible analysis, the platform is intended to help sophisticated audiences better understand the architecture of risk, the role of qualified counsel, the discipline of deal construction, and the value of strategic legal analysis in high stakes global matters. “The public does not need more noise,” said Dr. Altieri. “It needs disciplined analysis. It needs arguments built on law, facts, structure, and context. Whether the subject is war powers, sanctions, global trade, dealmaking, mineral supply chains, corporate structuring, or geopolitical crisis, there is almost always a deeper legal architecture beneath the surface. That is what we intend to examine.” The Altierior Motive™ provides legal analysis and educational commentary for informational purposes only. It does not provide legal advice, create an attorney client relationship, or substitute for consultation with qualified counsel regarding any specific matter. The Altierior Motive™ is scheduled to launch in late July 2026 on YouTube and its official social media channels. The launch will feature the first episodes of An Argument Can Be Made , Deal Desk , and 100 Day Law School , introducing audiences to the platform's approach to legal, business, and geopolitical analysis. About Global Strategic Intelligence (GSI) Global Strategic Intelligence (GSI) is an international law and advisory platform founded by Dr. Chad Michael Altieri, Esq. The firm focuses on international trade and diplomacy, corporate and transactional law, mergers and acquisitions, sanctions, AML/CTF/KYC and proliferation risk, regulatory compliance, risk management, global trading, and complex systems design. GSI’s goal is to help its clients de-risk global trade and close with confidence. More information about the firm is available through Global Strategic Intelligence . Dr. Altieri’s legal and geopolitical commentary platform, The Altierior Motive™, can be followed on YouTube , Instagram , LinkedIn , and Facebook . Additional media information is available through Dr. Altieri’s IMDb profile and his recent Next Level CEO feature announcement . For business inquiries, GSI may be contacted at [email protected] .
- July 9, 2026Others
The Lodge at Gulf State Park Named One of the Best Places to Stay on Alabama's Gulf Coast by Southern Living
We always knew The Lodge at Gulf State Park was somewhere special to stay, and now there's no question about it! Southern Living recently spotlighted Gulf Shores and Orange Beach as a must-visit destination for a long weekend. And when it came time to recommend where to stay, The Lodge at Gulf State Park was the number one pick. Southern Living highlighted and praised our unique style and comfort, our commitment to conservation and sustainability, and our award-winning Gulf-front dining options as standout reasons to book. For those who've already stayed with us, none of this will come as much of a surprise. For those who haven't... consider this your sign to make the trip! What Southern Living Highlighted The Lodge's recognition came down to a few special things we've always been intentional about: our thoughtful, eco-friendly design; a unique connection to Gulf State Park; and elevated coastal cuisine that you won't find anywhere else on the Gulf Coast. Perch and Foodcraft both earned a mention for their menu options, from Crispy Snapper Bites to Garlicky Shrimp Scampi and Grits. Not to mention, our iconic, picture-perfect Gulf sunset and backdrop. We're also proud to support sustainability! The Lodge is part of the Gulf State Park ecosystem, literally, and that relationship to the land and Gulf Coast goes into everything from how the property was built to how guests experience it. Further Praise from Other Publications Southern Living isn't the only one taking notice. USA Today recently named The Lodge at Gulf State Park one of the best family beach resorts in the United States. Perfectly situated along two miles of unobstructed Gulf Coast views, with four on-site dining outlets, direct beach access, and a newly expanded pool complex, it's no wonder that families keep coming back year after year. Frequently Asked Questions What Activities are Available at The Lodge? Guests can swim in one of our two pools (family pool and 21-and-over pool), bike or hike 28 miles of Gulf State Park trails, paddleboard on Lake Shelby, or simply spend the day at The Lodge's exclusive beach. Plus, there's so much more. See all we have to offer . What Makes The Lodge Different from other Gulf Shores Jotels? The Lodge sits along the Gulf Coast and across the street from Gulf State Park, giving guests access to 28 miles of trails, Lake Shelby, and an exclusive beach - all mere steps from your room. Add elevated, Gulf-front dining options, a new family pool to go with our 21-and-over pool, and a genuine commitment to sustainability, and you'll find it's a refreshing experience compared with other beachside hotels. Plan Your Gulf Shores Long Weekend Whether you're driving in from Atlanta, Birmingham, Nashville, or New Orleans, The Lodge puts you steps from 28 miles of trails, Gulf State Park's beaches, and some of the best dining on Alabama's Gulf Coast, all without leaving the resort. The only thing better than reading and hearing about it is experiencing it! Book your getaway today and come see what all the buzz is about.
- July 9, 2026Technology
Fuzheng Liu Examines Transformer-XL Modeling of E-Commerce User Behavior and Real-Time Behavioral Analysis
As e-commerce platforms generate ever-longer streams of user-behavior data, machine-learning methods are increasingly examined for their ability to model how customer interests form and shift over time. It is within this context that the research paper "Transformer XL Long Range Dependency Modeling and Dynamic Growth Prediction Algorithm for E-Commerce User Behavior Sequence" examines an approach based on Transformer-XL as a tool for modeling long user-behavior sequences and predicting the way user interest evolves. The research grows out of a familiar difficulty in recommendation systems, where traditional models struggle to capture information across long behavior sequences and to represent how user interests change over time. Because earlier sequence models, including deep interest networks, still face limitations in interpretability, sequence-span modeling, and the expression of diverse interests, the paper sets out to model that behavior more completely. To address this challenge, the work applies the Transformer-XL architecture, which uses relative position encoding and a memory mechanism to model long-distance dependency information across a behavior sequence. Building on that foundation, the paper introduces an adjusted attention-weight strategy that uses the reciprocal of the squared Euclidean distance between items as an attention factor, with the stated aim of improving the interpretability and accuracy of interest extraction. To account for the way preferences move over time, it then adds a dynamic growth-prediction mechanism intended to adapt to that evolution. These design choices are evaluated using the AUC metric across three datasets covering Electronics, Health and Personal Care, and Movies and TV. In the reported results, the proposed model, identified as DAMIN, records the highest AUC values among the compared methods, at 0.9501, 0.9386, and 0.9564 respectively, placing it ahead of baselines such as Wide&Deep, PNN, DeepFM, and several deep interest network variants. The paper presents these results as evidence that the method is feasible for long-term behavior modeling and personalized prediction. In "Architecture and Algorithm Optimization of Real-Time User Behavior Analysis System for E-Commerce based on Distributed Stream Computing," the work responds to a different shortcoming, in that traditional batch-processing architectures exhibit high latency, limited scalability, and lagging feedback when handling high-concurrency data streams. In place of that approach, the paper designs an e-commerce user-behavior analysis system built on a distributed stream-computing framework, using an in-memory computing engine with multi-node parallelism and fault-tolerant mechanisms. The algorithmic side of the system follows the same practical aim. It introduces an improved K-Means clustering strategy with an optimized selection of initial cluster centers, intended to enhance clustering accuracy and robustness, and pairs it with a module based on time windows and a dynamic-threshold mechanism. Combined with blacklist filtering and asynchronous statistics, that module is designed to detect abnormal traffic and to predict trends in content popularity for uses such as advertising placement and resource scheduling. When tested on user sessions segmented by visit duration, the system is reported to show real-time response capability and behavior-recognition accuracy under high-concurrency conditions. Together, the two studies approach e-commerce user behavior from complementary directions: long-sequence interest modeling and real-time behavioral-data processing. The author of this research, Fuzheng Liu, brings a cross-disciplinary background in e-commerce operations, marketplace strategy, and AI-driven B2B sourcing. He is the General Manager of Alibaba.com's U.S. business and holds an MBA from Georgetown University's McDonough School of Business, with experience in applying data-driven and machine-learning methods to large-scale e-commerce platform operations across major marketplace companies. His broader work spans recommendation systems, real-time user-behavior analysis, and the modeling of user interest on e-commerce platforms. By connecting sequence modeling, real-time stream computing, and clustering methods to large-scale behavioral data, the two studies together offer practical examples of how machine learning can be applied to e-commerce user-behavior analysis. The work points to how behavioral modeling and real-time processing can support recommendation, personalization, and operational decision-making at scale.
- July 9, 2026Finance & Loan
How Abacus Finance Is Bringing Transaction Certainty to Private Equity-Sponsored Acquisitions
According to KPMG, global private equity investment rose to around $2.1 trillion in 2025 , even as overall deal activity remained subdued, reaching its highest level in four years. With fewer transactions taking place, successful deal execution has become increasingly important for private equity sponsors. Financing plays a central role in keeping acquisitions on track, and delays during the lending process can place unnecessary pressure on transaction timelines. To help transactions move efficiently from underwriting to closing, Abacus Finance takes a relationship-driven approach to lending. The firm works closely with private equity sponsors throughout the financing process, allowing issues to be addressed quickly as transactions progress. That collaborative approach helps reduce unnecessary friction and keeps acquisitions pacing toward closing. Sponsor-backed transactions in the lower middle market rarely follow a standard path. Every acquisition brings its own capital structure, business characteristics, and investment priorities that require careful evaluation. Applying the same lending approach across every transaction can create unnecessary challenges during the financing process. Private equity sponsors, therefore, value financing partners that understand the complexities unique to this segment of the market. For sponsor-backed companies in the lower-middle market, Abacus Finance structures senior financing based on business cash flow rather than asset values. The firm's experience in this segment allows it to structure financing around the specific needs of each transaction rather than relying on a one-size-fits-all approach. That specialized focus helps private equity sponsors navigate acquisitions with financing designed for the realities of the lower middle market. Even after financing terms have been agreed, transactions can still encounter unexpected obstacles before closing. Changes in timing, evolving diligence findings, and shifting transaction requirements all have the potential to affect deal momentum. Private equity sponsors value financing partners that remain responsive as deals continue to develop. Maintaining progress from commitment through closing has become just as important as securing financing in the first place. Recognizing these realities, Abacus Finance places a strong emphasis on transaction certainty throughout the financing process. The firm's disciplined underwriting, structural flexibility, and responsive execution help private equity sponsors keep acquisitions moving toward closing with fewer unexpected disruptions. That approach reflects Abacus' commitment to serving as a long-term financing partner rather than simply completing individual transactions. Every sponsor-backed transaction presents its own financing priorities, whether supporting a new acquisition or a recapitalization. Investment objectives, capital structures, and financing requirements can change significantly from one transaction to the next. Years of supporting private equity investments have given Abacus Finance practical insight into the financing considerations that arise at different stages of an investment. As a result, financing solutions remain aligned with each transaction's objectives.
- July 9, 2026Business
SIMETRA Launches AI Smart Skin-Detection Mirror and Art-Infused Hair Brush Collection for Global Consumers
International beauty brand SIMETRA has announced the launch of its first AI Smart Skin-Detection Mirror and Art-Infused Hair Brush collection, marking a new step in the brand’s global expansion with products that integrate advanced skin analysis technology, design recognition, and artistic expression. SIMETRA is a high-tech beauty enterprise focused on helping users achieve instant beauty results through two core product categories: the AI Smart Makeup Mirror and the Art-Infused Hair Brush. The products are now available through Amazon’s global marketplaces. Award-Winning Design Recognition SIMETRA’s focus on product innovation extends to its design philosophy. In 2023, the brand received the Platinum Winner award at the MUSE Design Awards, the highest distinction presented by the International Awards Association (IAA), an awards program often referred to as the “Oscar of the design world.” The Platinum award recognizes works with exceptional innovation and impact, placing SIMETRA among internationally recognized design brands. Global Brand Presence SIMETRA has also received institutional recognition on the international stage. During the 60th anniversary of Sino-French diplomatic relations, the brand was invited to participate in the 10th Sino-French Brand Summit, also known as Paris Sino-French Brand Week. Appearing alongside leading technology companies, SIMETRA presented its core beauty technology capabilities at a major cultural and diplomatic platform. In addition to its clinic-grade AI skin analysis mirror, SIMETRA has developed an all-in-one makeup mirror designed for both travel and home use. Its self-contained, foldable clamshell mirror base addresses the portability limitations of traditional mirrors, while its 360° optical structure is designed to accurately reproduce skin tone and makeup effects. Makeup mirror available at: https://www.amazon.com/dp/B0GVCR3SG3 Artist-Designed Hair Brush Collection SIMETRA’s newly launched hair brushes feature co-branded designs by Kemal Şanli, a veteran Istanbul-based illustrator who has created work for many leading listed enterprises. The wooden hair brushes are crafted from African Eribe wood and feature illustrations that reflect Kemal Şanli’s personal interpretation of natural beauty. The crystal hair combs are inlaid with natural crystals. Amethyst has historically been favored by European royalty; citrine is regarded as an auspicious stone associated with wealth; and rose quartz is known as a healing love gemstone dating back to medieval Europe. Crystal brush available at: https://www.amazon.com/dp/B0FWKKY9DV Wooden brush available at: https://www.amazon.com/dp/B0FX3N35BC About SIMETRA SIMETRA is a smart beauty brand bringing clinical-grade skin diagnostics into everyday consumer beauty experiences through proprietary AI technology and award-winning design. At the center of the brand’s innovation is its proprietary multi-spectral transdermal imaging diagnosis system. SIMETRA’s technology portfolio also includes SunRays optical technology, the FullStar optical structure, and patented Visible Light SiFoLight technology. The AI Makeup Mirror series features a globally exclusive “screen-on-mirror” hardware design integrated with a suite of core AI application patents. Its skin analysis and personalized regimen recommendation features have been adopted by more than 10,000 renowned global brand stores across Europe, the Americas, Japan, and South Korea, helping users achieve more precise beauty results. The name SIMETRA is derived from the reverse spelling of Artemis, the ancient Greek crescent moon goddess. Artemis represents natural and elegant beauty, and the brand reflects these values through its focus on nature, refined craftsmanship, and technology-driven beauty innovation.
- July 9, 2026Business
Dallas Real Estate Leader Tanya Ragan Returns to GlobeSt. Women of Influence Conference as a Four-Time Honoree
Tanya Ragan, Founder and President of Wildcat Management, returns to the GlobeSt. Women of Influence Conference & Awards this month, rejoining an elite circle of past honorees at one of the commercial real estate industry's premier gatherings for women leaders. The 7th Annual conference takes place July 13–14, 2026, at the Gaylord Rockies Resort & Convention Center in Denver, Colorado. Ragan is a four-time GlobeSt. Women of Influence honoree, recognized by the national publication in the Investment/Owner Professional category, twice in the Mentor category, and as part of Wildcat Management's Diversity Champion recognition. She has also served on past GlobeSt. Women of Influence speaking panels, sharing her perspective on leadership, dealmaking, and building a career in commercial real estate. Coverage of her 2025 recognition is available in Wildcat Management's newsletter recap and on LinkedIn. “ This is one of my favorite conferences to attend,” said Ragan. “It's inspiring and informational — it isn't just word speak. You have the top women in the country in their respective niches in one room, and it's genuinely educational.” The conference brings together roughly 250 top women in commercial real estate for two days of programming on capital markets, leadership, and dealmaking, along with the industry's expanded 2026 agenda and the closing “Neon Nights” networking celebration. Ragan has spent nearly two decades investing in and developing urban-core properties in Downtown Dallas, including the historic Purse Building at 601 Elm Street and 1823 Cadiz Street , a fully entitled development site in the Dallas Central Business District. Through Wildcat Management, she has been a consistent presence in the Farmers Market District, the West End, and the Government District through multiple market cycles. In addition to her GlobeSt. recognition, Ragan was named a 2024 Texas Commercial Real Estate Icon by REDnews, the only woman among the top 20 most influential CRE professionals named in the state that year — and is ranked among the Top 100 Commercial Real Estate Influencers by The Business Journals. She shares her ongoing perspective on Dallas real estate and urban growth at TanyaOutLoud.com . About Tanya Ragan Tanya Ragan is Founder and President of Wildcat Management, a Dallas-based real estate investment and development firm focused on urban redevelopment, historic preservation, and mixed-use development across North Texas. Over a twenty-year career, Ragan has shaped some of Downtown Dallas's most significant districts, including the Farmers Market District, the West End, and the Government District. She is a four-time GlobeSt. Women of Influence honoree, a 2024 REDnews Texas Commercial Real Estate Icon, and co-author of Blaze Your Own Trail . Connect with her on LinkedIn .
- July 8, 2026Technology
AICT Builds Global Technological Barriers with High-Precision Physical AI Backed by Over 1,600 Patents and More Than 100 Awards
AICT (Artificial Intelligent Interconnection Technology Co., Ltd.), a Chinese leading provider of high-precision physical AI products and technologies, has released its latest achievements in intellectual property and standardization construction. As of the end of June 2026, the company’s total domestic and overseas core patent applications have exceeded 1,600, among which invention patents account for approximately 83%, and 530 patent applications have been granted, with invention patents making up 54% of the authorized portfolio. The enterprise has participated in compiling a total of 15 industrial standards, including 6 national standards, 4 local standards and 5 association standards. Supported by a complete patent portfolio and industrial standard system, AICT has won more than 100 major Chinese and international awards and honors in recent years, securing a leading edge in the high-precision physical AI track and achieving all-round progress in technological R&D, standard formulation, industrial implementation and global recognition. 1,600 Core Patents & 15 Industrial Standards Lay the Technical Foundation for High-Precision Physical AI Since its establishment, AICT has been dedicated to bringing AI from digital systems into the physical world, developing build high-precision physical AI product technologies and infrastructure tailored to real-world environments. Through proprietary high-precision AI perception, distributed green-energy storage and edge-computing nodes, embodied intelligence terminals and underlying platform architecture systems, the company translates physical AI into an intelligent ecosystem featuring capabilities of sensing, computing, acting, cross-device collaboration and sustainable operation. The company focuses on the high-precision physical AI and the integration of green energy, distributed storage and edge computing. We have built a real-world application system based on the framework of “Green Vision”.The company has built a real-world deployment architecture with the integration of Green Vision product portfolio, the AI Station network, the distributed green-energy storage and edge-computing systems, the AI Station OS, and the closed-loop agent operations.This architecture enables the replicable and scalable deployment of distributed green-energy storage and edge-computing node networks. To date, the company has independently developed over 1,000 AI algorithm models, establishing long-term technological moats covering hardware, algorithms, energy storage, computing power and operating systems. Its more than 1,600 core patent applications focus primarily on artificial intelligence, big data, intelligent hardware, green energy storage, AI computing and other fields, with invention patents accounting for over 80%. This continuously strengthens its strengths in high-precision AI perception, physical world tokenization, Agent engineering, physical AI engineering and real-scenario productization. Backed by project implementation, the core patented technologies have served more than 70 cities and regions worldwide, covering Beijing, Shanghai, Guangzhou, Shenzhen, Tianjin, Hong Kong and Macao in China, while expanding into overseas markets including Vietnam, Indonesia and the UAE. AICT has established large-scale delivery and operation capabilities across cities, regions and diverse environments. In terms of industrial standardization, AICT takes an in-depth part in top-level industrial design. The 15 industrial standards it helped compile fill gaps in smart perception, distributed computing power, vehicle-road coordination, smart parking and other sectors. Drawing on massive experience accumulated from real-world operation, the company translates technical indicators, equipment specifications and operation & maintenance systems for high-precision physical AI implementation into national, local and association standards. This drives the industry to shift from scattered single-project models to standardized, replicable full-space intelligent construction, laying a solid technical foundation for its high-precision physical AI business. Endorsed by Major Domestic & International Awards, AICT’s High-Precision Physical AI Innovation Earns Global Authoritative Recognition Sustained patent layout and standard output have earned consistent recognition from authoritative institutions worldwide for AICT’s innovation capacity in high-precision physical AI, with the enterprise claiming numerous top national and international science and technology awards in recent years. Domestically, the company has received the Wu Wenjun Artificial Intelligence Science and Technology Progress Award, First Prize of the China Highway & Transportation Society Science and Technology Award, First Prize of the Shanghai Science and Technology Progress Award, First Prize of the Technical Invention Award and First Prize of the Science and Technology Progress Award from the China Institute of Electronics, as well as the First Prize of the Invention Entrepreneurship Innovation Award from the China Invention Association. In addition, it has been certified as a National Specialized, Refined, Distinctive & Innovative (SRDI) Little Giant Enterprise, approved to build a national-level postdoctoral research workstation, constructed a National New-Generation AI Open Innovation Platform supported by the Chinese Ministry of Science and Technology, shortlisted in the Ministry of Industry and Information Technology’s Outstanding AI Products and Application Solutions, and honored as an Advanced Collective for the Beijing Winter Olympics and Paralympics. These national-level honors stand testament to its benchmark status in China’s artificial intelligence sector. Internationally, AICT has won the WIPO Best Invention Award, along with top honors at global invention competitions, including Gold Medals at the Nuremberg International Invention Fair in Germany, Tesla Invention Festival in Serbia, Croatia International Invention Exhibition and Geneva International Inventions Fair in Switzerland, plus the Special Award at the Tesla Invention Festival and IFIA Global Best Invention Award in Croatia. A string of gold medals from leading invention events across Europe proves that China’s independently developed high-precision physical AI technologies and distributed green-energy storage and edge-computing solutions have won high acclaim from the global science and innovation community, marking a breakthrough for domestic physical AI technology on the international stage. All technologies behind these over 100 innovation honors are grounded in self-developed underlying high-precision physical AI technologies that have been fully commercialized, highlighting AICT’s unparalleled innovation advantages in the high-precision physical AI track. Technology Empowers Global Rollout, Driving Full-Space Intelligence via High-Precision Physical AI Supported by three core endorsements —proprietary patents, industrial standard formulation and top-tier innovation awards — AICT has rolled out its global market layout. Up to now, the enterprise has served more than 650 industrial clients worldwide. Its domestic business covers core cities such as Beijing, Shanghai, Guangzhou, Shenzhen, Hong Kong and Macao, while overseas operations focus on Southeast Asia and the Middle East, forming large-scale cross-city, cross-regional and multi-environment delivery and operation capabilities. Years of real-world scenario deployment have equipped AICT with extensive experience in perception, computing, operation and closed-loop management for complex open spaces, laying a solid foundation for continuous product iteration and global market replication. Supported by long-term technological accumulation, the company has evolved from delivering single-scenario solutions to building a replicable, sustainable and globally deployable high-precision physical AI product portfolio. Looking ahead, Dr. Yan Jun, Chairman of AICT, stated that guided by the mission of “leading the intelligent revolution of human society with high-precision physical AI technologies”, AICT will continue to pursue disruptive innovation and cutting-edge R&D to build a globally competitive high-precision physical AI product system. We will further upgrade our capabilities in intelligent products, platform software, AI event services and closed-loop agent operations. “We will accelerate the intelligent transformation of the physical world, and cultivate world-class strengths in innovation, product development, commercialization and global delivery. We commit ourself to make the physical world smarter.”
- July 8, 2026Land & Property
Strata Office Portfolio at Riverfront High Street Centre for Sale
CBRE, as the exclusive marketing agent, is pleased to present for sale a 14-unit strata office portfolio spanning Level 8 and part of Level 9 at High Street Centre, located at 1 North Bridge Road. The sale will be conducted via an Expression of Interest (EOI) exercise, which will close on Tuesday, 18 August 2026 at 3pm. Spanning a total strata area of 9,300 sq ft, the portfolio comprises an entire floorplate of ten units on Level 8, alongside four additional units on Level 9. The units feature regular and efficient layouts, complemented by views of the Singapore River and the city skyline. Their versatile configuration provides flexibility to accommodate a range of occupancy and leasing strategies, including multi-tenancy arrangements. The portfolio is currently fully leased to an established co-working operator, providing incoming investors with an immediate and stable income stream. Strategically located within Singapore’s Civic District, High Street Centre enjoys a prominent riverfront position along the Singapore River, between the vibrant Clarke Quay lifestyle precinct and the Raffles Place financial district. Beyond its attractive cashflow profile, the portfolio also presents a rare opportunity to acquire a prime office asset with significant long-term collective sale potential. High Street Centre is within walking distance of three MRT stations, namely City Hall Interchange, Clarke Quay and Fort Canning, providing access to four major MRT lines. Connectivity is further enhanced by an underground pedestrian link to City Hall MRT via the nearby Funan development. In addition, the property offers more than 300 parking lots, a rare feature for commercial assets in the area and one that is highly sought after by occupiers. Clemence Lee, Executive Director of Capital Markets, Singapore at CBRE , notes, “Positive momentum continues to build in Singapore’s core CBD office market, with rents rising for five consecutive quarters amid resilient occupier demand and tightening vacancy. With an anticipated supply crunch, CBRE forecasts CBD office rents could increase by 18% to 20% by 2030. This portfolio is being launched at an opportune time for office investors seeking to leverage on this rental upside, as well as occupiers looking to secure space ahead of further rental growth. Its prime riverfront location, attractive views, efficient floorplates and generous car park provision have traditionally drawn strong leasing interest from office occupiers. Full-floor strata offices in the CBD remain exceptionally scarce. Limited stock, coupled with URA restrictions on new strata subdivisions, continues to constrain future supply. This presents a compelling opportunity for both yield-focused investors and forward-looking owner-occupiers to acquire a prime strata office portfolio in a tightening market.” The portfolio is offered with an indicative guide price of S$17.8 million, or approximately S$1,913 psf based on the existing strata area. As this is a commercial property, foreigners are eligible to purchase, and there will be no Additional Buyer's Stamp Duty (ABSD) or Seller's Stamp Duty (SSD) imposed on the transaction. About CBRE Group, Inc. CBRE Group, Inc. (NYSE: CBRE), a Fortune 500 and S&P 500 company headquartered in Dallas, is the world’s largest commercial real estate services and investment firm and a premier provider of critical infrastructure services. The company has more than 155,000 employees serving clients in more than 100 countries. CBRE serves clients through four business segments: Advisory (leasing, sales, debt origination, mortgage servicing, valuations); Building Operations & Experience (facilities management, property management, flex space & experience, critical infrastructure); Project Management (program management, project management, cost consulting); Real Estate Investments (investment management, development). Please visit our website at www.cbre.com .
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