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Security in the Cloud Age: Combating Risks with Hybrid Cloud Solutions

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Fadi Alhaddadin hybrid cloud

Fadi Alhaddadin, Assistant Professor, Mathematical and Computer Sciences, Heriot-Watt University Dubai

Migration to cloud computing is no longer a trend but a necessity in this tech era. Security concerns loom large as businesses flock to cloud solutions for their agility, scalability, and cost-effectiveness. In an era where cyber threats are more sophisticated than ever, protecting sensitive information and ensuring regulatory compliance have never been more crucial. This is where hybrid cloud solutions step in, offering a promising strategy for risk mitigation and bolstering security in the cloud age.

Hybrid Cloud Landscape: An overview

Hybrid clouds, a fusion of public and private clouds, offer unique advantages. Public clouds offer scalability and elasticity, while private clouds offer enhanced control and security. By combining these two approaches, hybrid cloud solutions more specifically cater to the diverse needs of modern businesses.

Recent statistics underscore the increasing adoption of hybrid cloud solutions. A report by Market Research Future projects that the hybrid cloud market will reach a staggering worth of USD 173.33 Billion by 2025, growing at a CAGR of 22.5%. This robust growth is a testament to the growing recognition that the hybrid cloud strikes an optimal balance between performance and security in the digital realm. According to Flexera, about 72% of businesses are either integrating or are planning to integrate a hybrid cloud.

Addressing Security Challenges in the Cloud

Security worries remain dominant among organisations considering migration into the Cloudscape. The shared responsibility model most cloud service providers (CSPs) use divides security responsibilities between them and their customers. For instance, while data centres ensure the infrastructure base is secure enough, customers need to secure their data and applications hosted on such infrastructure.

However, traditional approaches to security may need to be revised when operating under such conditions. Cloud-based computing is defined by its dynamism, which entails rapid scaling up or down plus virtualised infrastructure, thus producing new cyber risks. Therefore, this requires a proactive and holistic security approach to counter threats such as data breaches, malware, and insider attacks.

The Role of Hybrid Cloud in Enhancing Security

Data Segmentation and Control: Through hybrid cloud architecture, organisations segment their data and applications based on their sensitivity or compliance requirements. Critical workloads can be hosted in private clouds, where there is greater control and separation, while less sensitive workloads can use the scaling offered by public clouds.

Regulatory Compliance: Various sectors require adherence to industry regulations and data protection laws. The hybrid cloud provides companies with options for staying compliant with their industry-specific mandates by locally hosting sensitive information or putting it into private clouds that meet the regulatory requirements. According to reports from Microsoft, 85% of companies surveyed pointed out flexibility as the most significant advantage that comes alongside adopting a hybrid cloud model.

Resilience and Redundancy: In hybrid cloud architectures, distributed workloads increase resilience and redundancy. Should a service go down or be attacked by hackers, businesses could easily switch to other environments, reducing downtime and data loss.

Granular Security Controls: Organisations deploying hybrid cloud platforms benefit from granular security controls, which facilitate customising security policies according to each workload’s demands.

Case Studies: Real-World Implementations of Hybrid Cloud Security

Financial Services: The Banking, Financial Services, and Insurance (BFSI) sector in the Middle East and Africa is increasingly embracing hybrid cloud. This is because the industry needs to keep pace with changing customer expectations and a fast-evolving digital landscape while meeting specific IT requirements and achieving aggressive business growth targets. They ensure compliance by deploying public clouds only for less sensitive workloads while keeping financial datasets onsite or in private clouds since these are scalable.

Healthcare: Cloud-based technologies have become very popular in easing operations among healthcare providers in the Middle East, especially since the COVID-19 pandemic. Many regional healthcare organisations have implemented electronic health record (EHR) systems hosted on the cloud, allowing caregivers to see real-time data about patients’ current medical conditions. Several healthcare providers, including Medcare Hospitals, Emirates Hospitals Group, and Mediclinic in UAE, have adopted a single Healthcare Information System (HIS) to enhance patient involvement and contentment.

Government: Hybrid cloud solutions are important to government agencies that safeguard sensitive information and national security interests. Government bodies, on their part, can blend on-premises infrastructure along with both public and private clouds, hence ensuring data sovereignty and resilience while at the same time embracing cloud innovation. In the Middle East, the potential benefit is huge. According to McKinsey’s analysis, $183 billion could flow into the Middle East by as early as 2030 by successfully implementing about 700 public cloud test cases across more than 600 businesses and governmental agencies. This could equal approximately six per cent of the region’s current GDP.

Future trends and considerations

Emerging technologies and changing threat landscapes will shape the future development of hybrid cloud security. Advanced encryption techniques, zero-trust security models, and AI-powered threat detection will enhance hybrid cloud security. IBM indicates that 60% of companies believe implementing hybrid cloud adoption has positively impacted their uptime, which informs us of a significant trend in our digital era.

Furthermore, digital transformation efforts in many organisations may lead to a convergence of IoT devices with hybrid cloud computing, thereby introducing new threats to the prevailing security structure. This, therefore, calls for robust cybersecurity strategies and partnerships among stakeholders to secure distributed architectures and manage data across various hybrid environments.

In conclusion, while uncertainty persists in the cloud era, hybrid cloud solutions offer a practical approach to managing risks. Organizations can leverage the strengths of both public and private clouds to meet compliance requirements and drive innovation. For example, Accenture, Microsoft, and Avanade collaborated to migrate Unilever’s operations to the cloud, enhancing agility and resource optimization.

In this rapidly changing digital landscape, there is nothing more critical than security in the cloud era. By combining the best qualities of public and private clouds, hybrid cloud solutions offer a compelling way to reduce risks and increase security. The adoption of hybrid cloud architectures has been on an upward trend, which means that organisations can use this option to strike a balance between security, compliance, innovation, and globalisation of economies. Technology will continue to change; hence, safeguarding sensitive data with resilience in a hybrid-cloud environment will require proactive measures and stakeholder partnerships.

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Embracing 5G: How is it Transforming Consumer IT Landscape?

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We are moving to a technology immersed environment where virtually and in reality, every aspect of our personal and professional lives involves the use of technology. Whether one wants to connect with his/her loved ones, book a cab to work, order a meal at home, send emails to clients, operate a machine, or ship a large consignment, everything is dependent on technology. This is nothing but consumerization of IT, where every task in our day-to-day life is carried out with the help of IT. Technology has not only made our lives easier but also efficient and faster. In many cases, use of technology has led to cost savings and in regions like North America, technology has solved issues related to shortage of labor.

As we enter the era of 5G (5th generation connectivity with Speed: 1-10Gbps and latency – 1 ms) after passing through various stages of 1G, 2G, 3G, 4G, 4G LTE, organizations are re-strategizing to make their operations smoother and sharper, further paving way to consumerization of tech. While many parts of the world still rely on 4G and 4G LTE, 5G is beginning to gain traction and expand its reach.5G is expected to have a significant impact on the consumerization of IT, as it promises faster data transfer speeds, lower latency, and greater capacity, revolutionizing the way we connect and communicate with each other, as well as the way businesses operate in today’s hyper-connected era. In this article, we will dive into the consumerization of IT and the influence of 5G, focusing on the potential benefits for both businesses and consumers. The biggest step that we have seen in the commercialization of IT is the adoption of mobile phones and laptops, followed by connected devices in an enterprise and/or industries.

The Influence of 5G

5G will enable businesses to support more devices and applications simultaneously, leading to improved productivity and better customer experiences. 5G will be the foundational pillar to groundbreaking applications across industries which will in turn point the way to mass adoption of different technologies. The democratization of 5G is empowered by the below:

  • Artificial Intelligence: 5G and AI are inter-knitted in such a way that one will be incomplete without the other. Together these techs will kick-off the connected intelligence environments. 5G will ease out the functioning of heavy AI applications, simultaneously AI will enable smooth functioning of 5G and network optimization to a significant extent.
  • Smart Devices, Smart Cities, Connected Environments: This is an area where 5G will make the biggest impact by providing connectivity to billions of devices together without any lag. IoT devices will be able to connect to networks faster and in more reliably way. 5G will handle the majority of the workload, facilitating seamless communication among devices and enabling Industry 4.0 applications. This will help businesses to safely connect to networks by simultaneously collecting and analysing data in real-time which will help them make better decisions based on that data.
  • Autonomous Vehicles: 5G will facilitate vehicle-to-vehicle and vehicle-to-infrastructure communication, enabling real-time management of on-road vehicle operations. The faster connectivity will ensure safer and efficient transportation.
  • Entertainment: With faster download and upload speeds, consumers will be able to stream high-quality video content with minimal buffering, download large files in seconds, and play online games with low latency. It will stabilize the use of AR/VR (supporting Metaverse applications) and holographic technologies that will provide immersive experiences with low latency and high-quality graphics, making them more accessible and useful. 5G will also democratize live broadcasting, helping media production houses with a platform to stream events and sports, which was previously ignored due to need of high bandwidth. Streaming platforms can deliver 4K and 8K content seamlessly, transforming how we consume media and interact with digital content.
  • Digital Healthcare: 5G era will also be the onset of remote surgeries, robotic surgeries, usage of in-body devices (body ingrained chips), wearables, IoMT (Internet of Medical Things), and other real-time data transfer applications to monitor humans and their smooth living. Surgeons can perform complex procedures remotely with precision, and ambulances equipped with 5G can transmit critical patient data to hospitals in transit, potentially saving lives through faster response times.

These applications have struggled until 5G launched and are gaining momentum ever since 5G has come into play. There is a rapid emergence of new applications in the above-mentioned areas/technologies. Further, applications of 5G play an important role are 3D printing, drones, robotics, data analytics, cloud computing and much more.

However, this is not all. 5G does bring a lot of challenges related to infrastructure upgradation, which can also be time intensive. Lack of 5G-enabled devices, spectrum allocation, interoperability, security (need for proper regulations and guidelines) and the cost associated with the entire implementation of 5G are some of the other challenges. Not every country and company can afford the high costs associated with 5G.  In order to eliminate the obstacles.in the development and deployment of 5G, Governments play an essential role, where they can only bear the cost of developing and implementing 5G infrastructure.

As per GSMA, the investment in 5G will reach $ 1 Trillion worldwide by 2025. Regions such as Americas, Middle East are rapidly growing in the number of 5G subscriptions. Also, EU and Asia-Pacific countries are actively participating in the development of 5G. Many countries across the world are investing to bridge the gap and remove the digital divide by offering the same level of internet access to urban, rural as well as other underserved areas. This improved connectivity will bring numerous opportunities such as educational opportunities to rural students (removing occurrences of isolation as happened during COVID), agricultural practices, telemedicine services and much more.  Several major telecom companies such as Verizon, AT&T, Ericsson, Nokia are participating actively to bridge the gap.

The societal impact of 5G has not been comprehended to a larger extent. R&D is underway to understand the significant ramifications of this technology. Some positive potential societal implications can include generation of new job roles and efficient energy usage. There is a need for responsible consumption where cities/communities promote growth but in a sustainable way which can be provided by 5G as it is more systematic and standardized. 5G provides improved network efficiency, eliminating unnecessary items and provide efficient pathways to transmit information that helps to save energy. This way 5G will promote economic growth as well.

Future Focus

5G when co-existing with other networks is expected to improve the quality of life and bring economic prosperity. Companies must frame an effective strategy and hire skilled professionals for leading projects that commercialize IT across different teams in an organization. This will include combination of different technologies and their capabilities for different tasks, which will foster innovative and efficient tech environments equipped with focused solutions. 5G’s faster speeds will enable many use cases which have been dormant or slow moving in the past. Every stakeholder in the 5G environment be it the government, telecom companies, other tech companies or adopters of 5G – all will have to work in conjunction towards the development of 5G and overcome challenges.

Mass adoption of 5G across businesses will capitalize on new bundled services and new business models by providing innovative services and combining different services to offer a packaged solution. Maturity of 5G will happen in phases, with each phase enabling some functional drivers making it more and more impactful.

5G will catalyse consumer’s daily lives by sanctioning impactful use cases and elevating the overall lifestyle. The technology equipped future that many have imagined in sci-fi, is here now. 5G era will be an onset of exciting times as it will support massive transformation in many industries enabling applications that will enable innovations leading us to a futuristic world.

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Building Castles In The Hybrid Cloud

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Kristoff Copmans, Team Lead, Solution Architect, Sitecore

There are no rules of architecture for a castle in the clouds,” quipped G. Chesterton, the British author. However, since those whimsical days, people have quite literally taken to building their own castles in the public and private clouds, where not the sky but the annual IT budget appears to be the only real limit. The evolution of cloud computing stands as a testament to innovation’s relentless march towards greater efficiency, accessibility and scalability in the digital age. Born out of the need for scalable and flexible infrastructure, cloud computing has transformed the way businesses operate, heralding a new era of digital transformation. As organisations grapple with the imperative of modernisation and agility, the adoption of cloud-first strategies has become a cornerstone of success in today’s competitive landscape.

The journey towards cloud-first strategies began with the emergence of public cloud providers like Amazon Web Services (AWS), Microsoft Azure and Google Cloud, with additional players quickly entering the fray. Offering on-demand access to compute, storage, and networking resources, public clouds provided unparalleled scalability and cost-efficiency, revolutionising the IT landscape; for both enterprise organisations and start-ups; from the urban centres of the United States of America to all far-flung concerns of the globe. However, concerns over data security, compliance, data residency and latency not just arose but also persisted, prompting organisations to explore alternative solutions, including private cloud.

The distinction between private and public cloud environments became increasingly apparent as businesses weighed the trade-offs between control and convenience. While private clouds offered greater control over data and compliance, they often lacked the virtually limitless scalability and cost-effectiveness of their public counterparts. Conversely, public clouds provided unmatched agility and innovation, but at times or in specific regions raised concerns about data sovereignty and regulatory compliance.

Enter hybrid cloud architecture – a model that sought to bridge the gap between private and public clouds, offering the best of both worlds. Hybrid patterns emerged as organisations sought to leverage the scalability and innovation of public clouds while retaining control over sensitive data and applications. By e.g. integrating on-premises infrastructure with public cloud, hybrid architectures promised to deliver agility, resilience, and cost-efficiency without compromising security or compliance.

The rise of hybrid cloud architecture was driven by a confluence of factors, including the proliferation of data, the advent of edge computing, and the growing complexity of IT environments. With data volumes soaring and distributed workloads becoming the norm, organisations faced mounting pressure to modernise their infrastructure and embrace cloud-native technologies. Moreover, the rise of edge computing – enabled by the proliferation of IoT devices and 5G networks – necessitated a distributed approach to computing, blurring the boundaries between on-premises and cloud environments ever more.

Against this backdrop, hybrid cloud architecture emerged as a strategic imperative for organisations seeking to navigate the complexities of modern IT landscapes. By adopting hybrid patterns, businesses could optimise workloads based on factors such as latency, cost, and regulatory requirements, ensuring optimal performance and compliance across diverse environments.

The adoption of hybrid cloud architectures has unlocked myriad benefits for organisations across industries. One prominent example is Oracle, which has been at the forefront of hybrid cloud innovation with its Oracle Cloud Infrastructure (OCI). Offering a comprehensive suite of services spanning infrastructure, platform, and applications, OCI empowers organisations to seamlessly integrate their on-premises environments with the cloud. Oracle’s commitment to hybrid architecture is exemplified by its recent advancements in hybrid cloud management tools and solutions, including its partnership with Microsoft to run Oracle Autonomous Data Warehouse (ADW) directly on Microsoft Azure, enabling customers to efficiently orchestrate workloads across heterogeneous environments.

Similarly, industry giants like Amazon Web Services (AWS), Microsoft Azure and Google Cloud have been instrumental in driving the adoption of hybrid cloud architectures. AWS Outposts and Google Anthos offer compelling solutions for extending cloud services to on-premises environments, enabling consistent operations across hybrid deployments. Microsoft Azure stands out with its Azure Arc offering, providing a unified management platform for orchestrating resources across on-premises, multi-cloud, and edge environments. Moreover, Azure’s partnership with various Independent Software Vendors (ISVs), such as for example Sitecore, provides a clear and tangible example of how the seamless integration of hybrid cloud solutions can deliver value for customers balancing various needs at the same time. For example, Sitecore’s Digital Experience Platform (DXP) is deployed on Azure to deliver scalable and secure experiences for customers worldwide; fitting to the compliance context of the local data centre.

As the hybrid architecture continues to build momentum, especially the concept of sovereign cloud solutions has gained significant traction, particularly in regions where data sovereignty and regulatory compliance are paramount. In the UAE, for instance, the government’s vision for digital transformation has spurred the development of sovereign cloud platforms to cater to the unique needs of the region. G42, a leading technology company, has emerged as a key player in this space and recently announced that Microsoft will be investing $1.5 billion as part of its growth plan. Specifically, this strategic collaboration aims to accelerate the adoption of hybrid cloud solutions tailored to the requirements of customers in the UAE and beyond.

The rise of sovereign cloud solutions represents a paradigm shift in hybrid architecture, offering organisations greater control and assurance over their data while leveraging the scalability and innovation of global cloud providers. With investments focused on enhancing local infrastructure and capabilities, sovereign cloud platforms pave the way for a new era of hybrid architecture tailored to regional requirements.

In addition to the technological advancements driving the evolution of hybrid cloud architecture, there are also significant cultural and organisational shifts at play. After all, the adoption of cloud-first strategies requires both technological expertise and a fundamental change in mindset and organisational culture. More traditional and siloed approaches to IT infrastructure must give way to more agile methodologies that embrace the flexibility and scalability of Cloud. This often entails breaking down internal barriers and fostering cross-functional collaboration between development, operations, and security teams. Furthermore, it requires a willingness to embrace change and experiment with new technologies and processes, as organisations navigate the complexities of hybrid cloud deployments.

Moreover, the rise of hybrid cloud architectures has implications extending far beyond IT infrastructure, including in areas such as data management, security, and compliance. With data becoming the digital lifeblood of modern organisations, the ability to effectively manage and secure data across hybrid environments has truly become a conditio sine qua non. Robust data governance frameworks and security controls that span on-premises and cloud environments are required to ensure data integrity, confidentiality, and availability. Additionally, organisations must navigate a complex regulatory landscape, with data privacy regulations (e.g GDPR, CCPA) posing continued challenges for hybrid cloud. However, by adopting a holistic approach to data management and compliance, organisations can mitigate risks and ensure regulatory complinance while harnessing hybrid cloud’s full potential.

Furthermore, the evolution of hybrid cloud architectures is closely intertwined with broader trends such as digital transformation, artificial intelligence (AI) (including GenAI), and the Internet of Things (IoT). As organisations embrace transformation initiatives to stay competitive in today’s digital economy, the role of hybrid cloud architectures becomes even more critical. By providing the foundation for innovation and agility, hybrid architectures empower organisations to harness the power of emerging technologies such as AI at their own pace and in their own environment, driving new business opportunities and enhancing Customer Experience (CX). As such, hybrid cloud architectures are both a technology solution and a strategic enabler of transformation, enabling organisations to thrive in an era of unprecedented change and disruption.

In conclusion, as we continue to build our castles in the clouds, the technology landscape undergoes rapid transformation. From the whimsical musings of G. Chesterton to the reality of hybrid cloud architectures, businesses are propelled forward by the promise of greater flexibility, scalability, and resilience. Yet, amidst this evolution, the emergence of sovereign cloud solutions underscores the significance of regional nuances in hybrid cloud deployments. As organisations navigate these complexities, it is essential not to pull up the drawbridge, but to remain open to exploring the possibilities. Strategic partnerships and innovative solutions fortify the future of hybrid architecture. Just as every castle thrives on openness to trade and exchange, so too does the future of cloud computing rely on embracing new horizons, ready to seize the opportunities that float by in the sky right above us.

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The rise of Generative AI heralds a new age for Middle East technological and economic advances

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By Amit Ray, Managing Director, Protiviti Member Firm for the Middle East

ChatGPT’s debut in late 2022 thrust Generative AI (GenAI) into the public limelight, making waves with its impressively human-like interactions. The launch signaled a paradigm shift, propelling AI into general-purpose technology comparable to the transformative impacts of the steam engine, electricity, and the internet. While the initial hype may wane under the weight of real-world implementation, the genuine potential of generative AI will unfold as individuals and enterprises uncover innovative applications that reshape their daily operations and lives.

GenAI carries profound implications for both businesses and individuals. It unlocks the power of automation, efficiency, and cost savings for businesses by streamlining content generation and customer support. Moreover, it offers opportunities for enhanced personalization, superior customer experiences, and a competitive edge through innovation. On an individual level, the technology can empower content creation, self-expression, and informed decision-making.

In creative sectors like music, art, and design, it helps artists by generating unique content, automating tasks, and providing new creative tools. In healthcare, GenAI is expected to revolutionize medical imaging analysis, drug discovery, and personalized treatment plans, improving diagnoses and patient care. The manufacturing sector will benefit from process enhancement, optimizing design, reducing waste, and improving production efficiency. In finance and banking, GenAI will supercharge fraud detection, risk assessment, algorithmic trading, and customer service, enhancing decision-making and customer experiences.

Gulf countries have been among the first to embrace this technology. Abu Dhabi government backed TII launched Falcon LLM to advance AI capabilities in the region. Falcon is offered as an open-access model for research and commercial purposes and will strengthen the UAE’s AI credentials. In October this year, the Dubai Future Foundation (DFF) unveiled the Dubai Generative AI Alliance, a coalition of technology companies pooling their international networks and expertise to address complex government challenges. Later, Dubai announced the “Global Prompt Engineering Championship” with a substantial prize of AED1 million ($272,290), marking it as the most significant challenge of its kind yet.

Meanwhile, media reported that Saudi Arabia and the UAE are buying up thousands of the high-performance Nvidia chips crucial for building AI platforms as both countries pursue ambitious plans to turbocharge their economies.

Mitigating GenAI Risks and Ensuring Responsible Adoption

Maximizing the potential of generative AI requires a balanced acknowledgment of its immense capabilities alongside a proactive approach to addressing associated risks. Several key considerations must be prioritized to ensure responsible adoption and mitigate negative impacts.

Ethical concerns arising from the potential misuse of AI-generated content, biases in training data, and threats to data privacy underscore the importance of responsible use, transparency, and accountability. These measures are essential not only to mitigate risks but also to maintain public trust.

With such potential risks, regulation is inevitable, and governments are already stepping in to rein in the application of these powerful technologies. During the Dubai Generative AI Alliance launch, Khalfan Belhoul, CEO of the Dubai Future Foundation, called for global unity to tackle the formidable challenges posed by AI, stressing that the cooperation of joint alliances is essential for designing and implementing the most effective and resilient regulations.

China was first, setting a comprehensive list of rules to regulate emergent AI technologies before its tech companies were allowed to launch GenAI applications. The US followed in October, with President Biden issuing an executive order on “Safe, Secure, and Trustworthy Artificial Intelligence.” The directive seeks to ensure that America leads the way in seizing the promise and managing the risks of artificial intelligence (AI). Meanwhile, the EU AI Act aims to turn Europe into a global hub for trustworthy AI by laying down harmonized rules governing the development, marketing, and use of AI in the EU.

Moreover, the reliance on vast amounts of data in generative AI systems exposes security vulnerabilities. Robust security measures are vital to safeguard against privacy breaches or malicious manipulation of AI-generated content. The rapid advancement of generative AI may outpace legal and regulatory frameworks, leading to legal and ethical challenges. Collaboration with legal experts is necessary to address intellectual property rights, accountability, liability, and governance issues.

Further, mass job displacement remains a significant risk as AI automates tasks, necessitating proactive planning by society. Investing in reskilling and upskilling programs becomes imperative to mitigate adverse effects on employment.

There’s also the danger of overhyping the capabilities of generative AI, which can lead to unrealistic expectations, resulting in disappointment, wasted resources, and missed opportunities. A balanced understanding of the technology’s limitations is vital for responsible adoption. Addressing these risks demands a collaborative approach involving researchers, practitioners, policymakers, and the public.

The world has been making progress in addressing some of the more adverse effects of climate change; there are fears AI could reverse these gains. A peer-reviewed analysis published in October estimated that AI systems worldwide could use as much energy in 2027 as all of Sweden. Therefore, conversations on sustainability and AI development must occur concurrently.    

Exactly one year after the blockbuster introduction of ChatGPT, COP28 brought global business and political leaders to address climate change in Dubai. The United Nations said on the summit’s opening day that it was partnering with Microsoft on an A.I.-powered tool to track whether countries are following through on their pledges to reduce fossil fuel emissions, helping to solve one of the thorniest issues in international climate diplomacy.

Middle East government and business leaders can seize the GenAI opportunity by being agile and adaptable in this evolving field. Embracing an agile mindset, remaining open to possibilities, collaborating with legal experts, and monitoring the impact will position organizations to capitalize on emerging opportunities, ensure compliance, and stay ahead of the competition. Proactively preparing for GenAI’s disruption allows organizations to confidently navigate the evolving landscape, harness its potential, and thrive.

By taking these comprehensive steps, organizations can proactively prepare to embrace the potential disruption of Gen AI. This readiness enables them to harness its potential, confidently navigate the evolving landscape, and stay ahead of the competition.

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