Latest news with #paradigmshift
Forbes
6 hours ago
- Business
- Forbes
How Technology Consolidation Is Making Breach Prevention Possible
Mohan Koo, Dtex Systems cofounder and president. For years, breach 'prevention' has been met with skepticism. The prevailing wisdom in the cybersecurity community has been that breaches are inevitable, shifting focus to containment and response rather than prevention. This mindset stems from years of failed promises in an oversaturated market of security vendors, where point solutions addressed only fragments of a larger security puzzle. These fragmented tools, riddled with scalability and interoperability issues, often failed to account for the human element—the most critical factor in security—and introduced blind spots that ultimately increased, rather than reduced, risk. Now, a paradigm shift is underway. The rise of technology consolidation—through unified platforms with detection capabilities spanning the entire cyber kill chain—is making true breach prevention achievable. Instead of playing perpetual catch-up, organizations can proactively detect genuine human-driven risks and intervene early before they turn into full-blown security threats. Complexity And Integration Fatigue Modern security teams are drowning in complexity. Siloed data and multiple consoles force security analysts to perform tedious, manual work. Running a simple threat-hunting query in a security operations center (SOC) often requires crafting multiple queries across different systems—an inefficient process that increases the risk of missed threats. Additionally, poor interoperability between tools leads to false alerts and inefficiencies, making integration efforts rarely worth the effort. Operational Costs And Scalability Issues Security tool sprawl is costly. Organizations investing in multiple security vendors accumulate hefty licensing fees. At the same time, skilled security professionals are in short supply, and managing a fragmented security stack requires specialized knowledge—driving up costs further. Large enterprises, particularly in industries such as financial services, healthcare and critical infrastructure, require scalable security solutions. The Rise Of Consolidation: A Strategic Shift In Cybersecurity Faced with these challenges, organizations are shifting toward consolidation. Security platforms that integrate multiple functions—such as threat intelligence, user activity monitoring, behavioral analytics, data loss prevention (DLP) and automated response—are gaining traction. By providing complete visibility across attack vectors, these platforms enable organizations to move beyond reactive security to proactive prevention. Consolidated security platforms also drive down operational costs by reducing redundant vendors and streamlining security operations. This leads to faster incident mitigation, lower mean-time-to-detect (MTTD) and mean-time-to-respond (MTTR) and significant financial savings on licensing, maintenance and support. Insider Risk Management: A Prime Example Of Consolidation's Success Insider risk management exemplifies the benefits of security consolidation. A recent Ponemon Institute report found that 49% of companies believe integrating solutions like DLP, user activity monitoring and user behavior analytics is essential or very important. The top driving factors for this integration include cost savings (85%), reduced complexity (64%), faster detection times (61%), scalability (48%) and actionable data (42%). AI And Automation: The Future Of Cybersecurity Consolidation The integration of artificial intelligence (AI) and automation into consolidated security platforms is transforming cybersecurity operations. According to the report cited above, 51% of organizations consider AI and machine learning (ML) essential or very important in detecting and preventing insider risks. The top drivers for adoption include reduced investigation times (70%), improved behavioral insights (59%) and lowered skillset requirements for insider risk analysts (58%). AI-driven security solutions enhance efficiency by automating repetitive tasks, reducing analyst fatigue and improving threat correlation across domains. By leveraging large datasets, AI strengthens predictive analytics and streamlines security management through a unified interface. Vetting Vendors: What To Look For For organizations wanting to consolidate their security stack, there are several things to consider. Here are some green flags to look for: • Built From The Ground Up: Consolidated capabilities have been built from the ground up and are native to the platform, independent of any M&A. • Trustworthy Roadmap: The roadmap is clear and realistic, with consistent delivery and transparent communication if timelines or objectives change. • Experienced Leadership Team: Those in leadership (CEO, CTO, CRO and heads of product, engineering and customer success) have strong track records. • True Integration, Not Just Bundling: The platform unifies security data, rather than offering disconnected tools under one brand. • AI-Driven Risk Detection: Leverages AI and machine learning for smarter, proactive risk detection, not just automation. Companies should equally be on the lookout for red flags. Some things to avoid include: • Complicated And Expensive Support: Customer support is hard to navigate, costly and difficult to hold accountable. • Closed Ecosystem: Platform is difficult to integrate with mainstream, complementary security tools and vendors. • High Operational Overhead: Solutions that require excessive manual maintenance and effort to operate effectively. • Opaque AI Models: AI-driven tools lack explainability, making it hard to understand decision making processes. • Poor User Experience: Overly complex interfaces that hinder rather than improve the efficiency of security teams. When considering consolidated security platforms, companies should always conduct bake-offs and not simply trust what vendors tell them. Running POVs (Proof of Values), challenging the engineers, and holding vendors accountable go a long way to determining whether they are the right partner to do business with. Conclusion: The Strategic Imperative For Security Consolidation In an era where security incidents make daily headlines—whether from insiders, nation-state actors or AI-powered cyberattacks—consolidating cybersecurity technologies is a strategic imperative. It empowers organizations to prevent breaches, reduce costs, enhance efficiency and ensure operational resilience. By embracing consolidation and AI, organizations can move beyond fragmented security tools and finally achieve the level of protection required in today's threat landscape. Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?
Forbes
24-07-2025
- Business
- Forbes
Innovation Without Trade-Offs—Solving For Cost, Performance, Impact
Vincent Ledoux-Pedailles, champions biographite—a disruptive tech catalysing a paradigm shift in battery supply chains. CCO of CarbonScape. There's a pervasive belief in technology and business: significant innovation demands trade-offs. Want better performance? Pay more. Want sustainability? Accept compromise. This zero-sum mindset has become so ingrained that we rarely question it. But what if the premise is fundamentally flawed? True innovation doesn't demand trade-offs—it eliminates them. The most transformative technologies of our time are proving that better, cheaper and cleaner aren't mutually exclusive goals. They're the natural outcome of genuine breakthrough thinking. The Outdated Dichotomy Of Progress For decades, industries have operated under the assumption that environmental responsibility and economic viability exist on opposite ends of a spectrum. This mindset has created artificial barriers to progress. Companies feel forced to choose between profitability and sustainability. This dichotomy is increasingly outdated. Nowhere is this more evident than in the EV revolution. The assumption that cleaner must mean costlier is being systematically dismantled. The battery industry, in particular, demonstrates how genuine innovation can deliver on multiple fronts without compromise. When Innovation Aligns Multiple Benefits Take the lithium-ion battery, essential for electric vehicles and renewable energy storage. Traditional graphite production—which represents up to 42% of a battery's volume—comes with significant environmental and geopolitical costs. Synthetic graphite is energy-intensive to produce, while natural graphite mining raises concerns about ecological degradation and supply chain dependencies. The economics are also challenging—traditional graphite production outside Asia can't compete with Chinese prices, resulting in a dangerous dependency, with over 95% of global processing concentrated in one country. Yet breakthroughs show we don't have to choose between performance, affordability and sustainability. Rather than relying on traditional supply chains, biographite flips the model—turning waste biomass into a high-performance battery material with a smaller carbon footprint. It delivers equivalent or superior battery performance as a drop-in replacement requiring no manufacturing changes. As an added benefit, it is a carbon-negative—capturing more carbon than it emits during production. Overall, biographite also improves supply chain resilience. A Broader Pattern Of Multi-Benefit Innovation This approach isn't exclusive to battery materials. Across the electrification ecosystem, similar breakthroughs are redefining what's possible. Battery costs are dropping fast. Industry analysts forecast battery pack prices will drop, nearing $100 per kilowatt-hour in 2025—a tipping point for electric vehicle affordability. EVs should then reach cost parity with gasoline cars between 2024 and 2025 for shorter-range models, and between 2026 and 2028 for longer-range EVs. But this shift isn't just about matching gasoline car prices—it's about delivering superior performance, lower operating costs and environmental benefits all at once. The critical minerals sector exemplifies this transformation. Innovations in extraction and processing are reducing water usage, cutting energy consumption and improving yields—all while lowering costs. Direct lithium extraction technologies, for example, can selectively remove lithium from brine without large evaporation ponds or excessive chemical use. Water usage also drops by 95% compared to traditional brine operations, while production accelerates from years to days. These aren't incremental improvements—they're fundamental reimaginings of how we source and process materials. The Compounding Effect What distinguishes genuine innovation is its ability to create cascading benefits. When technology solves multiple problems simultaneously, it accelerates adoption, drives down costs through scale and creates new possibilities. This isn't just theoretical—companies deploying these solutions are already seeing supply chain cost reductions and improved ESG scores. Consider how battery advancements aren't just making EVs affordable—they're enabling grid-scale storage, making renewable energy more viable and creating distributed power opportunities. Each breakthrough compounds the value of others. Improved battery chemistry reduces the need for certain critical minerals, easing supply constraints, reduceing costs, accelerating adoption and driving further innovation. Overcoming The Perception Barrier Despite clear advantages, ingrained skepticism remains. Historically, consumers, investors and leaders have accepted that sustainability involves compromise—especially regarding cost and functionality. This outdated belief hampers the adoption of beneficial innovations. Education is as crucial as technological advancement. When stakeholders see that sustainable battery materials can outperform traditional ones—offering better cycling stability, faster charging and longer life—while costing less and reducing supply chain risk, the choice becomes obvious. The Business Imperative For business leaders, recognizing this shift isn't just about environmental responsibility—it's about competitive advantage. Companies treating sustainability as a cost center rather than an innovation driver risk being left behind by competitors who understand that the best solutions solve multiple problems at once. The question isn't whether you can afford to innovate sustainably—it's whether you can afford not to. In the battery industry, technologies delivering the best performance, lowest costs and smallest environmental footprint are winning. This isn't a temporary trend driven by subsidies—it's the natural evolution of superior technology. Looking Forward—Innovation Without Sacrifice The notion that innovation inevitably comes with sacrifices is outdated. Companies that thrive will reject false choices between different types of value. They'll pursue solutions that improve performance while reducing costs, enhance user experience while minimizing environmental impact and create local jobs while serving global markets. Businesses must embrace a mindset where innovation inherently solves multiple interconnected problems. Those who do will drive technological progress while safeguarding competitive advantage. Real innovation creates value across multiple dimensions simultaneously. It's time we stopped accepting trade-offs as inevitable—and started demanding solutions that deliver on all fronts. Because when innovation is genuine, everybody wins. Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?
Geeky Gadgets
13-07-2025
- Business
- Geeky Gadgets
xAl Grok 4 : Elon Musk's Latest AI Model Demonstrated
What if the future of artificial intelligence wasn't just about solving problems but fundamentally reshaping how we think, create, and interact? Enter Grok 4, the latest breakthrough from XAI, a system so advanced it blurs the line between human ingenuity and machine precision. From acing PhD-level problems to optimizing real-world industries, Grok 4 doesn't just set new standards—it obliterates them. In a world increasingly reliant on AI, this isn't just another upgrade; it's a paradigm shift. And who better to unveil its fantastic potential than Elon Musk, a figure synonymous with pushing technological boundaries? Brighter with Herbert explore how Grok 4's reasoning and tool integration are redefining what AI can achieve. From transforming biomedical research to crafting immersive entertainment experiences, its applications span industries and disciplines, promising to reshape both economies and everyday life. But beyond its technical brilliance lies a deeper question: how will humanity adapt to a tool this powerful? Join us as we delve into the capabilities, challenges, and future implications of Grok 4, and discover why it's not just a technological leap—it's a glimpse into a new era of possibility. Grok 4: AI Revolution Unmatched Capabilities and Real-World Achievements Grok 4 demonstrates exceptional versatility across a wide range of disciplines, achieving near-perfect scores on academic benchmarks such as the SAT, GRE, and even advanced PhD-level problems. Its reasoning abilities extend beyond theoretical challenges, excelling in fields such as mathematics, physics, engineering, and the humanities. This remarkable performance is driven by advanced reinforcement learning techniques and seamless tool integration, allowing Grok 4 to solve complex problems with extraordinary precision. Real-world applications of Grok 4 further underscore its adaptability and fantastic potential: Optimizing vending machine networks in business simulations, showcasing its ability to manage intricate operations and improve efficiency. Analyzing massive biomedical datasets to uncover insights that could accelerate medical research and innovation. These achievements highlight Grok 4's capacity to address pressing challenges across industries, making it a valuable tool for businesses, researchers, and policymakers alike. Training and Computational Advancements The development of Grok 4 involved a substantial increase in computational resources, with a tenfold boost in training compute compared to its predecessor, Grok 3. This was made possible by using a vast infrastructure of 200,000 GPUs, allowing the refinement of its algorithms on an unprecedented scale. Advanced reinforcement learning techniques played a critical role in enhancing its problem-solving capabilities, making sure consistent and reliable performance across diverse tasks. Future iterations of Grok aim to incorporate multimodal understanding, allowing the system to process and interpret images, video, and audio with greater accuracy. This evolution will enable Grok to interact more effectively with real-world environments, further expanding its applications and utility. xAl's Grok 4 Intro and Demo with Elon Musk Watch this video on YouTube. Take a look at other insightful guides from our broad collection that might capture your interest in Grok 4. Fantastic Applications Across Industries Grok 4's capabilities extend far beyond academic benchmarks, offering practical solutions for industries ranging from healthcare to entertainment. Its ability to analyze vast datasets and generate actionable insights streamlines workflows, drives innovation, and enhances decision-making processes. Key applications include: Automation: Enhancing efficiency in manufacturing and logistics by optimizing processes and reducing operational costs. Enhancing efficiency in manufacturing and logistics by optimizing processes and reducing operational costs. Creative industries: Assisting in the generation of assets for video games, movies, and other interactive content, fostering creativity and innovation. Assisting in the generation of assets for video games, movies, and other interactive content, fostering creativity and innovation. Biomedical research: Supporting medical diagnostics and hypothesis testing by processing complex datasets and identifying patterns. For example, Grok 4's ability to simulate real-world scenarios and generate video content positions it as a valuable tool for businesses, researchers, and creative professionals. Its adaptability ensures that it can meet the unique demands of various sectors, driving progress and efficiency. Future Innovations and Multimodal Capabilities The roadmap for Grok 4 includes significant advancements in multimodal capabilities, allowing it to process and understand images, video, and audio with greater sophistication. These developments will unlock new possibilities in areas such as: Interactive content creation: Facilitating the development of AI-generated video games, immersive entertainment experiences, and dynamic storytelling. Facilitating the development of AI-generated video games, immersive entertainment experiences, and dynamic storytelling. Social media platforms: Enhancing user engagement through AI-generated video and audio content tailored to individual preferences. Enhancing user engagement through AI-generated video and audio content tailored to individual preferences. Humanoid robotics: Allowing real-world interactions and collaborative problem-solving with humans, paving the way for advanced robotics applications. Additionally, specialized coding models are being developed to streamline software development processes, making them faster, more efficient, and accessible to a broader range of users. Addressing AI Safety and Ethical Challenges As AI systems like Grok 4 grow more powerful, making sure their alignment with human values and ethical principles becomes increasingly critical. XAI has prioritized the integration of transparency, accountability, and truth-seeking behaviors into its models to ensure societal benefit. Key safety measures include: Rigorous testing: Identifying and mitigating potential risks to ensure the system operates reliably and safely. Identifying and mitigating potential risks to ensure the system operates reliably and safely. Safeguards: Implementing measures to prevent misuse and unintended consequences, protecting users and society at large. By addressing these challenges, XAI aims to build trust in AI systems and their applications, making sure they remain beneficial and aligned with societal interests. Economic and Societal Impacts The economic implications of Grok 4 are profound. By automating complex tasks and driving innovation, it has the potential to significantly boost productivity and expand the global economy. Industries such as manufacturing, healthcare, and entertainment stand to benefit from increased efficiency, reduced costs, and enhanced capabilities. On a societal level, Grok 4's advancements could improve quality of life through innovations in education, healthcare, and cultural expression. Its ability to generate creative content, such as video games and movies, opens new opportunities for engagement, storytelling, and artistic exploration. Advancements in Voice and Interaction Grok 4 introduces new improvements in voice synthesis, delivering natural-sounding AI voices with enhanced emotional expression and reduced latency. These advancements make interactions with AI systems more intuitive, engaging, and human-like. Applications include: Customer service: Improving user experience through natural voice interactions and personalized support. Improving user experience through natural voice interactions and personalized support. Education: Allowing personalized learning experiences through conversational AI, tailored to individual needs and preferences. Allowing personalized learning experiences through conversational AI, tailored to individual needs and preferences. Entertainment: Offering immersive and lifelike interactions in virtual environments, enhancing user engagement and enjoyment. Benchmark Performance and Leadership On key benchmarks, Grok 4 consistently outperforms its competitors, demonstrating exceptional reliability, adaptability, and robustness. Its ability to tackle long-term simulations and solve complex problems positions it as a leader in the field of artificial intelligence, setting new standards for performance and innovation. Shaping the Future of AI Grok 4 represents a fantastic step in the evolution of artificial intelligence. Within the next year, AI-generated video games, movies, and interactive content are expected to become mainstream, driven by Grok's advanced capabilities. The continued acceleration of AI development promises to unlock new possibilities, fostering progress in both practical and creative domains. With its advanced reasoning, tool integration, and real-world applications, Grok 4 is poised to redefine the boundaries of AI. Its potential to transform industries and society underscores the profound impact of this technological milestone, shaping the future of innovation and human progress. Media Credit: Brighter with Herbert Filed Under: AI, Top News Latest Geeky Gadgets Deals Disclosure: Some of our articles include affiliate links. If you buy something through one of these links, Geeky Gadgets may earn an affiliate commission. Learn about our Disclosure Policy.
Forbes
10-07-2025
- Science
- Forbes
Quantum Computing's New Frontier: Integrating Photonics, Neutral Atoms And Meaning
Dr. Pravir Malik is the founder and technologist of QIQuantum and the Forbes Technology Council group leader for Quantum Computing. The quantum computing industry is undergoing an extraordinary phase of innovation. While often justified by practical motivations, such as breaking RSA encryption, solving complex optimization problems or transforming drug discovery, this dynamism may be propelled by something more profound. At its core, it signals a broader paradigm shift: a thinning veil between the invisible forces that underlie the universe and the visible forms they generate. We are approaching a moment where subjectivity and objectivity—traditionally seen as opposites—are beginning to converge, and quantum computing is emerging as a powerful medium for this synthesis. The shape that matter or life assumes—whether atom, molecule or macromolecule—cannot be divorced from the subjective forces that, until now, have lingered in the background. These forces may not only determine form but also infuse it with meaning, influencing how the object behaves in and relates to the universe. Nature, it seems, computes through the interaction of such forms with light. This interaction establishes a persistent and inherently creative quantum computational process—one that is already a dance between the subjective and objective realms. Remarkably, our technological advances are mirroring this deep structure. Breakthroughs in both atom-based and photonic quantum computing are accelerating, and their integration holds transformative potential. This convergence could usher in an era where computation is not just about the objective processing of data but also about extracting, shaping and operating on meaning itself. We might refer to this next phase as meaning-based computation—a mode of quantum computing where the subjective dimension is not a byproduct but a core functional axis. It marks a profound leap: from solving equations to interpreting essence; from processing bits to navigating meaning. Advancements In Neutral Atom And Photonic Quantum Computing Neutral-atom quantum computing has rapidly evolved, showcasing profound capabilities. Platforms such as QuEra's neutral atom arrays exploit precise control of atoms trapped by optical tweezers, enabling sophisticated quantum operations. I recently hosted a Forbes event where we discussed QuEra's advancements. I'll only mention a few of the highlights below: Photonic quantum computing, exemplified by Xanadu's advances, has made notable progress through continuous-variable (CV) quantum computing techniques. At a different Forbes event, Xanadu and its contributions were discussed. Here were some of the biggest takeaways: Encoding Meaning In Quantum Systems Using Quaternary Interpretation of Quantum Dynamics (QIQD), a framework detailed in a new Springer Nature book, Pioneering New Avenues in Quantum Technology, suggests how computation in meaning leveraging photonic and neutral atom computing becomes possible. In QIQD, "meaning" can be encoded in continuous parameters of light interacting with atoms. According to QIQD, atoms embody fourfold or quaternary energetic imprints—quantifiable signatures defined by parameters such as frequency, amplitude, phase and polarization. Thus, an atom of silver holds a distinctly different quaternary imprint compared to one of gold. This conceptualization shifts computation from handling discrete states to manipulating specific, continuous, nuanced information. In this QIQD framework, photonic systems, particularly those employing qumodes—a quantum mode of light, representing a continuous variable quantum system—emerge as superior computational mediums. Unlike qubits, which discretize information, qumodes inherently represent continuous variables, naturally aligning with QIQD's emphasis on continuous energetic imprints. Neutral atom arrays complement photonic computing. The stable coherence properties of neutral atoms facilitate the reliable extraction and preservation of atomic imprints. Furthermore, the versatility in arranging mixed-species arrays enhances the distinctiveness of these imprints, as different species possess unique resonant frequencies that enable highly selective and detailed probing. Dynamic rearrangement capabilities allow the exploration of new configurations and emergent functionalities. Using Light And Atoms To Extract Meaning Light extraction of these meanings in neutral atom arrays is envisioned to be precise and efficient. Tunable lasers, matched to the unique resonant frequencies of atomic species, selectively illuminate atoms, interacting with and extracting continuous-variable energetic imprints. These imprints manifest as specific modulations in the probing light's frequency, amplitude, phase and polarization. Techniques such as homodyne detection precisely measure these modulations, capturing the atomic "meanings" in the quantum states of qumodes. This captured information can then be manipulated, stored or transferred, facilitating advanced computational processes. The practical implications of harnessing these deeper levels of quantum computation through the synergy of neutral atoms and photonics are transformative. Hypothetically, this could lead to combining signatures of elements known to be chemically incompatible. Helium and lithium signatures programmed into matter could revolutionize energy storage, superconductivity or advanced photonics. Similarly, new oxygen-fluorine or carbon-neon programmed matter could provide powerful oxidizers for propulsion or unique optical features crucial for future quantum computational technologies. The Quantum Future Unveiled The convergence of photonic quantum computing and neutral atom arrays—when interpreted through the lens of the QIQD—charts a bold and expansive trajectory for the future of quantum technology. It moves beyond the constraints of discrete-state architectures, ushering in a computational paradigm rooted in the continuous, expressive 'meanings' encoded in atomic energetic imprints. This emerging framework not only redefines how we compute but also how we understand the fabric of matter, energy and information itself, opening the door to a quantum future that is not just faster or more powerful but fundamentally more aware. Forbes Technology Council is an invitation-only community for world-class CIOs, CTOs and technology executives. Do I qualify?
Finextra
11-06-2025
- Business
- Finextra
Mobey Forum 25 years: By Bo Harald
What was the original vision for Mobey Forum, and how has it evolved over time? Driving paradigm shifts: E-banking – the fundamental paradigm shift – started for our part in 1982 New ways of interconnecting customers – not only with payments, trade finance, treasury and capital markets services – but also with e-identification, e-signatures, e-invoicing and e-salary was the next good-for-society-at-large paradigm shift. Taking all traditional banking services and especially the ambition to take the new interconnecting customers to always- there mobiles was the third paradigm shift. Now – when all corporate and private customers (and their AI-agents) will be able to exchange verified data with EUDI-interoperable wallets - the next paradigm change for banking - will happen. Verifiable data from ID-wallets to safely employ and empower wallet-carrying AI-agents will be the next paradigm shift. What role do you think Mobey plays in shaping the (future of) financial services? Very clear: Make sure that banks see to it that all their customers will get the data the need for their business and life events to interoperable identity building wallets. Make sure that banks can lower risks and costs by helping customers to supply the needed Make banks central in the creation of a global Trust Infrastructure (together with Trust over IP, EU and the Open Wallet Foundation) If you were to explain Mobey's relevance today to a new banking innovator, what would you say? The all-important action is to join the wallet-work for customer value, automation and risk management 3.0 and now also making it safe and easy to use verifiable data for employing organisational and private ID-wallet carrying AI-agents (the LLM-initiated fifth paradigm shift). Be ready for the dynamic ID-wallet&AI-agent duo..
