Over the past two years, generative AI has dominated tech conversations and media headlines. Tools like ChatGPT, Gemini, Midjourney, and Sora captured imaginations with their ability to create text, images, and videos, sparking both excitement and ethical debates.However, artificial intelligence goes far beyond generative AIwhich is just a subset of AIand its associated models. AIs real promise lies in its ability to address complex challenges across diverse industries, from military technology to cybersecurity, medicine, and even genome sequencing. As we move into 2025 and beyond, the question isnt whether AI use cases will expandits how big and transformative theyll get.MILITARY TACTICS AND INTELLIGENCEFew sectors stand to gain more from AI advancements than defense. We are witnessing a surge in applications like autonomous drone swarms, electronic spectrum awareness, and real-time battlefield space management, where AI, edge computing, and sensor technologies are integrated to enable faster responses and enhanced precision, says Meir Friedland, CEO at RF spectrum intelligence company Sensorz.Friedland notes that recent conflicts, particularly in Ukraine and across the Middle East, have highlighted critical vulnerabilities in military operations, from tactical to strategic levelsa factor he says will drive the adoption of AI use cases in the military. While Axios said in April that AI hit trust hurdles with the U.S. military, Friedland notes that with the rise of global tensions and defense budgets at an all-time high, we can expect significant investment in AI to maintain a combat edge.For Friedland, the defense sectors growing embrace of innovation from startups like Palantir and Anduril reflects how AI is going to increasingly change things across the global defense sector.CRACKING THE CODE OF LIFEThe healthcare sector is witnessing a sharp rise in AI-driven innovation, especially in precision medicine and genome sequencing, transforming how diseases are understood and treated. For many years, scientists and medical professionals have been trying to understand human DNA in an attempt to crack the code that powers life as we know it. Now, with new AI models like GROVER, they have a real chance at getting closer to that goal, Science Daily reports.AI is transforming genome sequencing, enabling faster and more accurate analyses of genetic data, Khalfan Belhoul, CEO at the Dubai Future Foundation, tells Fast Company. Already, the largest genome banks in the U.K. and the UAE each have over half a million samples, but soon, one genome bank will surpass this with a million samples.But what does this mean? It means we are entering an era where healthcare can truly become personalized, where we can anticipate and prevent certain diseases before they even develop, Belhoul says.Genome banks, powered by AI, are facilitating the storage and retrieval of vast amounts of genetic data, which can be analyzed to identify patterns and predispositions to certain diseases. Beyond diagnostics, AI is playing a pivotal role in drug development, accelerating the discovery of therapies for complex diseases. By analyzing genetic mutations and environmental factors, AI enables researchers to design treatments tailored to individual patients. These tools are not only improving outcomes but also reducing costs and timelines associated with traditional medical research, says Belhoul.BUSINESS COMMUNICATION INTELLIGENCEToday, businesses swim in a vast ocean of applicationsspanning email, messaging apps like WhatsApp and iMessage, and collaboration platforms like Microsoft Teamsthat eventually make communication fragmented and often get important details lost in silos. But AI agents like LeapXperts patented Maxen are solving this challenge by combining external messaging channels with enterprise platforms to deliver what Dima Gutzeit, founder and CEO at LeapXpert, describes as communication intelligence.While Maxen is similar to Microsoft Copilotwhich works only within the Microsoft product suite for nowits differentiated in its ability to integrate with multiple communications platforms, including WhatsApp, iMessage, and Microsoft Teams. Gutzeit explains that Maxen is an extension of the LeapXpert Communications Platform (which unifies and governs communication channels) and uses AI to provide relationship managers with real-time insights into client interactions. While thats commendable, he notes that we havent even begun to scratch the surface of how AI will transform business communication.2025 will see the rise of AI assistants tailored for enterprise needs, focusing on unifying communication data and driving actionable insights. Compliance and security AI will evolve further, flagging suspicious activity in real time and reinforcing trust in digital interactions, Gutzeit says.AIs role in business communication isnt just about boosting efficiency. Its also helping enterprises navigate the growing complexity of data governance and regulatory compliance. For Gutzeit, the future of AI in communication will combine privacy-first AI, compliance, and actionable insights, enabling businesses to thrive in a digitally interconnected world.AI-POWERED CYBERSECURITY OPERATIONSAI operates on both the offensive and defensive sides of the cybersecurity equation. One classic example is how cybercriminals used AI-generated deepfake technology to impersonate a company executive in Hong Kong, tricking him into transferring several millions of U.S. dollars. But in response to such threats, companies are deploying AI-driven anomaly detection tools like Darktrace and Vectra AI that monitor network traffic to detect and respond to irregular patterns.Alex Yevtushenko, CEO at Salvador Technologies, highlights the dual nature of AI in this space: On the one hand, AI enables expansive behavioral analysis and anomaly detection, improving efficiency and speeding up threat detection. On the other, cybercriminals are leveraging AI to launch more sophisticated attacks.A growing and worrisome trend is the use of AI for polymorphic malwarea type of malware that shapeshifts its codes, making it difficult to detect. Attackers are also deploying AI for large-scale phishing campaigns, voice cloning, and social engineering attacks. National and other critical infrastructures, often reliant on legacy systems, are particularly vulnerable, Yevtushenko warns. AIs ability to automate malicious code generation and exploit vulnerabilities amplifies these risks.Yevtushenko emphasizes the importance of resilience strategies to combat these threats, noting that organizations, especially critical infrastructure operators and industrial enterprises, must invest in robust recovery systems that enable rapid restoration of operations. Salvador Technologies, for example, offers a platform that ensures operational continuity and facilitates rapid recovery, bypassing traditional protocols to minimize downtime.Speaking about major AI trends to expect in the coming year, Yevtushenko says that 2024 has illustrated that AI, although not a technology that just emerged, is a hugely useful tool that can become a game changer in many fields. He says that in 2025 we will see more and more AI-based systems and tools in everyday cybersecurity-based operations, empowering business decision-makers to make the right kind of decisions with the ultimate goal to increase overall security.WHAT LIES AHEAD?The potential for AI extends far beyond the use cases dominating todays headlines. As Friedland notes, AIs future lies in multi-domain coordination, edge computing, and autonomous systems. These advancements are already reshaping industries like manufacturing, agriculture, and finance.In manufacturing, for example, AI-powered robotics is enhancing productivity and reducing waste by optimizing workflows. Take Machina Labs, which uses the latest advances in robotics and AI to build the next generation of factories for the manufacturing industry.Meanwhile, in the agricultural field, precision AI tools are helping farmers monitor crop health, predict yields, and conserve resources. A great example is CropX, which uses AI-powered algorithms to aggregate data from the soil and sky, then transform it into useful insights that help farmers monitor the health of their fields and crops.In finance, AI is improving fraud detection, enabling smarter investment strategies, and automating routine tasks, with companies like CertifID, Hawk AI, Riskified, and others using AI to detect and mitigate fraud at scale.As we move further into the decade, the consensus by many experts is that AI will increasingly take over routine tasks, freeing human experts to focus on complex challenges that require nuanced decision-making. Emerging technologies like quantum computing and hardware acceleration are also expected to supercharge AIs capabilities, enabling more powerful models and faster decision-making processes.AI will become more useful for decision-making in the C-suite, says Belhoul, who also predicts that we may see the first AI board member of a Fortune 500 company next year.

Merry Christmas! We'll be back tomorrow in the meantime read our review of 2024 and enjoy this Christmas tree designed by Anna Lomax.The review of 2024 rounds up the most interesting and popular architecture, design and interior stories from the past year.It includes roundups of the the year's top gadgets, material innovations, US architecture and houses.Read the full review of 2024 The post Merry Christmas from Dezeen! appeared first on Dezeen.

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Multimodal reasoningthe ability to process and integrate information from diverse data sources such as text, images, and videoremains a demanding area of research in artificial intelligence (AI). Despite advancements, many models still struggle with contextually accurate and efficient cross-modal understanding. These challenges often stem from limitations in scale, narrowly focused datasets, and restricted access to advanced models. Proprietary systems, in particular, can hinder collaborative progress, leaving a gap in the development of more versatile and inclusive AI systems. The need for accessible, high-performing tools is clear as the field works toward practical, generalizable solutions.The Qwen Team has addressed these challenges by releasing QvQ, an open-weight model specifically designed for multimodal reasoning. Building on the foundation of Qwen2-VL-72B, QvQ integrates architectural improvements that enhance cross-modal reasoning. Its open-weight design underscores the teams commitment to making advanced AI more accessible. Technical Innovations and BenefitsQvQs architecture is tailored to handle complex multimodal reasoning tasks with efficiency and precision. It employs a hierarchical structure that integrates visual and linguistic information while preserving contextual nuances. This design ensures that computational resources are used effectively without sacrificing accuracy. Additionally, QvQs alignment mechanism for text and visual inputs is based on advanced transformer architectures, enabling highly accurate cross-modal embeddings.With 72 billion parameters, QvQ is built for scalability, capable of handling large and diverse datasets. The open-weight nature of the model allows researchers to customize it for specific applications across domains such as healthcare, education, and creative industries. This flexibility makes QvQ a valuable resource for addressing domain-specific challenges with precision.Results and InsightsPreliminary evaluations show that QvQ delivers strong performance across key benchmarks in multimodal reasoning. The model has achieved notable results on datasets like Visual7W and VQA, demonstrating its ability to process and respond to complex visual queries with accuracy. These outcomes highlight how QvQ builds on the strengths of Qwen2-VL-72B while incorporating meaningful enhancements.One of QvQs key strengths is its generalization ability. Unlike models that require significant fine-tuning for each new task, QvQ performs effectively across diverse scenarios with minimal adjustment. Its pre-trained architecture, combined with evaluations on cross-domain datasets, underscores its adaptability and potential as a universal tool for multimodal reasoning.ConclusionThe release of QvQ is a notable step forward in developing advanced multimodal AI systems. By addressing critical challenges and offering a scalable, open-weight solution, the Qwen Team provides a resource that fosters collaboration and innovation. QvQs combination of robust technical features and accessibility positions it as a valuable tool for researchers and practitioners. As its applications are explored further, QvQ has the potential to make significant contributions across various fields, advancing the capabilities of AI in multimodal reasoning and beyond.Check out the demo, model, and details. All credit for this research goes to the researchers of this project. Also,dont forget to follow us onTwitter and join ourTelegram Channel andLinkedIn Group. Dont Forget to join our60k+ ML SubReddit. Asif RazzaqAsif Razzaq is the CEO of Marktechpost Media Inc.. As a visionary entrepreneur and engineer, Asif is committed to harnessing the potential of Artificial Intelligence for social good. His most recent endeavor is the launch of an Artificial Intelligence Media Platform, Marktechpost, which stands out for its in-depth coverage of machine learning and deep learning news that is both technically sound and easily understandable by a wide audience. The platform boasts of over 2 million monthly views, illustrating its popularity among audiences. [Download] Evaluation of Large Language Model Vulnerabilities Report (Promoted)

AI in Medical Imaging: A Life-Saving Revolution or Ethical Minefield? 0 like December 24, 2024Share this postLast Updated on December 25, 2024 by Editorial TeamAuthor(s): Mukundan Sankar Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Photo by Accuray on UnsplashArtificial intelligence (AI) is shaking up all aspects of how we do anything, including the very core of medical imaging. Visualize a machine that analyzes a CT scan and spots early signs of cancer. Before even the most skilled human eye can. Sounds impossible, doesnt it?But behind the glossy headlines and the marvels of technology lies a darker, messier reality. We need to talk about this now!Because whats the cost of these radical shifts that AI brings? And Im not just talking dollars here. Im talking about the ethics of AI in medical imagery, where lives are literally on the line. Let me break it down because this isnt just an issue for tech nerds and medical professionals. This is about all of us, and its happening right now.AIs impact can be felt in every field, including medical imaging. AI revolutionizes this field in ways we couldnt have imagined a decade ago. Machines now accurately read and analyze X-rays, MRIs, and CT scans. For example, a recent UCLA study reported that AI detected prostate cancer with an 84% accuracy rate, while human doctors achieved 67%. Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post

Lakeside Countryside Homestay - Pingdingshan / Menjue ArchitectsSave this picture! Ming ChenHotelsPing Ding Shan Shi, ChinaArchitects: Menjue ArchitectsAreaArea of this architecture projectArea:1800 mYearCompletion year of this architecture project Year: 2023 PhotographsPhotographs:Ming ChenMore SpecsLess SpecsSave this picture!Text description provided by the architects. Lakeside Countryside Homestay is a comprehensive design project that combines early-stage planning, architecture, interior design, and soft decoration. It aims to offer travelers a unique rural secret journey for travelers. Nestled by Yanshan Lake, it resembles a fine ink painting, blending the peacefulness of the countryside with the expansive beauty of the lakeside. The homestay intricately draws a new path to Yexian's rural secrets,drawing visitors from Zhengzhou and beyond. Here, the homestay serves not only as a place to rest but as a sanctuary for the spirit. Every visit offers a profound experience, allowing travelers to savor the simplicity of rural life and the magnificence of nature, transforming their journey into a spiritual renewal and leaving lasting, warm memories.Save this picture!Save this picture!Site and ArchitectureThe project is located by the shore of Yanshan Lake, on the plains, where the beauty of the lake and mountains can be fully appreciated. Three clusters of buildings, like scattered pearls, are placed across the area. Each stands independently as a scene in itself, while also watching over each other, collectively painting a picture of harmony. The windmill-inspired restaurant, facing the lake, not only adds a unique landscape to the feast for the taste buds but also becomes a brilliant focal point in the landscape of this land. The lakeside buildings are scattered like twinkling stars. As the first light of dawn breaks, there is the freedom to rise gently and meet the morning sun, with a peaceful return to rest as the evening draws near.Save this picture!Save this picture!These buildings nestle by the shimmering waters of Yanshan Lake, inviting you to join in an intimate conversation with nature. Particularly striking is the courtyard-style accommodation on the island, which cleverly integrates modern design concepts into the traditional enclosed space of a courtyard house. It not only preserves the deep cultural heritage but also radiates a contemporary flair. With its double-glazed roof, the architecture integrates seamlessly with the surrounding environment, resembling natural growth. It provides travelers with an unparalleled accommodation experience, making every return a moment of spiritual refuge.Save this picture!Save this picture!Light and Shadow, Along with the WallsThe design of the building encourages travelers to experience the rhythm and depth of the space, using their own bodies as a brush. The textured metal panels, with their curves and angles, interact with light and shadow to form a vivid, layered visual display. Sunlight pours through the window grilles, creating mottled patterns on the metal walls, each ray of light acting like a brushstroke of time, sketching the outlines of the space. The rippled metal panel exterior wall resembles a sculptor's masterpiece, with simple forms outlining the framework of the space. It retains its original texture while breathing new life into it. In certain corners of the wall, it seems as though magic has been appliedjust a gentle turn, and a whole new world opens up, bringing surprises at every turn. Each turn is a new encounter.Save this picture!Save this picture!Emotion and AtmosphereThe atmosphere of the space flows as a warm poem through every corner of the interior. Stepping inside, a sense of warmth and tranquility greets you, as if instantly leaving behind the hustle and bustle and entering a peaceful harbor. The wood tones are warm and gentle, complemented by delicate lighting to create the coziness of home. The choice of furniture emphasizes practicality without losing its artistic beauty. Each piece is carefully selected, perfectly blending with the space, and together telling the story of life. The lounge area is designed with an open layout, welcoming every traveler to find their own peace and comfort, whether reflecting alone or meeting with friends. Outside the window, the shimmering water and distant mountains paint a beautiful picture, and nature's gifts make every breath feel invaluable. It's as if every moment of pause allows you to hear the inner voice and experience the beauty of life.Save this picture!Save this picture!In this place, architecture is not a cold steel forest, but a home infused with warmth and emotion. Every detail has been thoughtfully designed to touch the heart, making every stay a spiritual journey. It's a return to the countryside, rediscovering the peace and beauty that has long been missed, allowing the soul to find its true home by the lake.Save this picture!Project gallerySee allShow lessProject locationAddress:Yanshan Lake, Yexian, Pingdingshan City, ChinaLocation to be used only as a reference. It could indicate city/country but not exact address.About this officeMenjue ArchitectsOfficePublished on December 25, 2024Cite: "Lakeside Countryside Homestay - Pingdingshan / Menjue Architects" 25 Dec 2024. ArchDaily. Accessed . <https://www.archdaily.com/1024819/lakeside-countryside-homestay-pingdingshan-menjue-architects&gt ISSN 0719-8884Save?- / You've started following your first account!Did you know?You'll now receive updates based on what you follow! Personalize your stream and start following your favorite authors, offices and users.Go to my stream