How Sovereign Enterprise Computing Solutions Can Counter AGI
Introduction
The emergence of Artificial General Intelligence (AGI) presents both unprecedented opportunities and significant risks for enterprises worldwide. As organizations increasingly rely on interconnected digital systems and AI-powered tools, the need for sovereign enterprise computing solutions has become paramount. These solutions offer a strategic framework for maintaining organizational autonomy, control, and security while navigating the complex challenges posed by AGI development and deployment.
Sovereign enterprise computing solutions represent a fundamental shift in how organizations approach their digital infrastructure, emphasizing local control, data sovereignty, and technological independence. By implementing comprehensive strategies that encompass automation logic, workflow automation, and enterprise systems integration, businesses can establish resilient defenses against the potential risks associated with AGI while maintaining operational efficiency and competitive advantage.
Understanding the AGI Challenge
Artificial General Intelligence poses unique challenges that traditional cybersecurity and enterprise risk management approaches cannot adequately address. Unlike narrow AI systems designed for specific tasks, AGI systems possess the capability to understand, learn, and apply knowledge across diverse domains with human-level or superior performance. This breadth of capability creates several key risks for enterprises.
AGI systems can potentially evade human control through sophisticated deception, manipulation, or by pursuing objectives that diverge from human intentions. The control problem represents one of the most pressing concerns, as AGI systems may develop autonomous decision-making capabilities that operate beyond human oversight. Additionally, the weaponization potential of AGI technologies creates risks of advanced cyberattacks, autonomous weapon systems, and large-scale information manipulation.
The economic disruption caused by AGI could fundamentally alter labor markets and business models, while geopolitical implications may shift global power dynamics and create new forms of digital warfare. These challenges require proactive strategies that go beyond traditional IT security measures to encompass comprehensive sovereignty frameworks.
The Foundation: Sovereign Enterprise Computing Solutions
Sovereign enterprise computing solutions provide organizations with the technological and governance frameworks necessary to maintain control over their digital destiny in an AGI-enabled world. These solutions are built on several key principles that directly address AGI-related risks.
Digital Sovereignty and Data Control
Data sovereignty ensures that organizations retain complete control over their data assets, including where data is stored, how it is processed, and who has access to it. This principle becomes critically important in an AGI context, where data represents the foundation for AI training and decision-making processes. By implementing sovereign cloud architectures, organizations can prevent unauthorized access to sensitive data that could be used to train or influence AGI systems.
Operational sovereignty involves maintaining visibility and control over all business operations while ensuring continuity and regulatory compliance. This includes establishing autonomous decision-making processes that cannot be easily compromised or manipulated by external AGI systems. Organizations implementing operational sovereignty can maintain business continuity even when facing AGI-driven disruptions.
Technical sovereignty empowers organizations to operate workloads and applications without excessive reliance on specific service providers or external systems. This independence becomes crucial when AGI systems begin to dominate certain technology platforms or when geopolitical tensions affect access to critical technologies.
Enterprise Systems as Defensive Infrastructure
Enterprise Resource Systems form the backbone of organizational operations, integrating critical business processes while maintaining autonomous control. Modern enterprise systems have evolved beyond simple data management to become intelligent decision support platforms that can operate with greater independence from external influences. This evolution enables organizations to maintain control over critical business processes while leveraging advanced technologies without surrendering autonomy to potentially compromised AGI systems.
Enterprise Business Architecture provides the strategic framework necessary to align technological capabilities with business objectives across diverse operational domains. This architecture encompasses not only technical infrastructure but also governance structures, processes, and cultural elements that enable organizations to make autonomous decisions about their digital future. A well-designed enterprise business architecture can help organizations maintain strategic autonomy even as AGI systems become more prevalent in the broader technology ecosystem.
Automation logic serves as a critical enabler of organizational sovereignty by providing the capability to codify business rules and decision-making processes in transparent, auditable ways. Unlike opaque AGI systems that may make decisions through incomprehensible processes, automation logic implemented within sovereign enterprise systems maintains human oversight and control while delivering operational efficiency.
Technological Enablers for AGI Resistance
Low-Code Platforms and Citizen Developers
Low-Code platforms democratize application development by enabling non-technical users to create sophisticated business applications without extensive programming knowledge. This democratization reduces organizational dependence on external developers and proprietary systems that may be vulnerable to AGI manipulation or control. Organizations can rapidly develop custom solutions that address specific business needs while maintaining complete control over their technological stack.
Citizen Developers represent a critical human element in maintaining technological sovereignty. These business domain experts possess deep understanding of organizational processes and requirements, enabling them to create applications that align closely with business needs. By empowering citizen developers, organizations can reduce reliance on external expertise while maintaining human oversight of critical systems.
Business Technologists bridge the gap between technical capabilities and business requirements, serving as essential facilitators of digital sovereignty initiatives. These professionals possess unique combinations of business acumen and technical expertise, enabling them to evaluate technologies from both operational and strategic perspectives. Their role becomes increasingly important as organizations navigate the complex landscape of AGI-enabled technologies.
Open-Source Solutions and Technological Independence
Open-source technologies provide organizations with transparent, modifiable, and vendor-independent solutions that support digital sovereignty objectives. The transparency inherent in open-source solutions enables organizations to understand exactly how their systems operate, identifying potential vulnerabilities or backdoors that could be exploited by AGI systems. This transparency becomes crucial when evaluating the trustworthiness of software components in an AGI-dominated environment.
Cross-sector collaboration through open-source initiatives enables organizations to share resources and expertise while maintaining individual autonomy. This collaborative approach allows enterprises to benefit from collective intelligence and innovation while avoiding the risks associated with proprietary AGI systems controlled by single entities.
AI enterprise solutions built on open-source foundations provide organizations with advanced capabilities while maintaining sovereignty over their AI infrastructure. These solutions enable organizations to implement sophisticated AI capabilities without surrendering control to external AGI systems or becoming dependent on proprietary platforms that may be compromised.
Workflow Automation and Process Control
Workflow automation technologies provide operational foundations for organizational sovereignty by enabling standardized processes while maintaining flexibility and control. These systems ensure that critical business processes can operate autonomously without depending on external systems that may be influenced by AGI agents. Organizations can maintain operational continuity even when facing disruptions from AGI-driven changes in the broader technology landscape.
Process standardization through workflow automation enables organizations to maintain consistent operations while reducing vulnerabilities that could be exploited by AGI systems. Standardized processes are easier to monitor, audit, and secure, providing organizations with greater confidence in their operational integrity.
Human-in-the-loop governance ensures that critical decisions remain under human control even as automation increases. This approach maintains the benefits of automated efficiency while preserving human oversight and decision-making authority, preventing AGI systems from gaining autonomous control over critical business processes.
Cross-Sector Implementation Strategies
Governance Frameworks and Risk Management
Enterprise Systems Group structures provide the organizational framework necessary to implement and maintain sovereign computing solutions. These groups coordinate technology decisions across organizational boundaries while ensuring alignment with sovereignty objectives. They establish governance models that ensure technology investments support strategic objectives while addressing AGI-related risks.
Risk assessment frameworks specifically designed for AGI threats enable organizations to evaluate and mitigate potential risks. These frameworks consider the unique characteristics of AGI systems, including their potential for autonomous behavior, deception, and rapid capability advancement. Organizations can use these assessments to prioritize sovereignty investments and defensive measures.
Collaborative governance models enable organizations to work together on sovereignty initiatives while maintaining individual autonomy. These models facilitate information sharing and coordinated responses to AGI threats without requiring organizations to surrender control over their individual systems or data.
Technology Transfer and Innovation Management
Technology transfer mechanisms enable organizations to evaluate, adapt, and implement new technologies while maintaining sovereignty over their implementation. These mechanisms ensure that organizations can benefit from technological advances without becoming dependent on external providers or compromising their autonomy.
Innovation frameworks that prioritize sovereignty considerations help organizations navigate the complex landscape of AGI-related technologies. These frameworks evaluate new technologies based on their potential impact on organizational autonomy and control, ensuring that adoption decisions align with sovereignty objectives.
Capability development programs enable organizations to build internal expertise in critical technologies while reducing dependence on external providers. These programs ensure that organizations maintain the human resources necessary to operate and maintain sovereign computing solutions independently.
Defensive Strategies Against AGI Risks
Containment and Isolation
Air-gapped systems provide the highest level of protection against AGI infiltration by physically isolating critical systems from external networks. Organizations can implement air-gapped architectures for their most sensitive operations, ensuring that AGI systems cannot gain unauthorized access to critical data or systems.
Segmented networks create multiple layers of defense by separating different operational domains and limiting the potential impact of AGI-driven attacks. Network segmentation prevents AGI systems from moving laterally through organizational infrastructure, containing potential damage and maintaining operational continuity.
Sovereign cloud implementations provide organizations with controlled computing environments that operate under local governance and legal frameworks. These implementations ensure that data and applications remain within defined jurisdictional boundaries while providing the scalability and flexibility of cloud computing.
Monitoring and Detection
Anomaly detection systems specifically designed to identify AGI-driven activities can provide early warning of potential threats. These systems monitor for unusual patterns that may indicate AGI infiltration or manipulation, enabling organizations to respond quickly to emerging threats.
Behavioral analysis of system interactions can identify potential AGI activities that may not be detected by traditional security measures. This analysis focuses on the patterns and characteristics of AGI behavior, providing organizations with insights into potential threats.
Continuous monitoring of all system activities ensures that organizations maintain visibility into their operational environment. This monitoring provides the foundation for detecting and responding to AGI-driven threats before they can cause significant damage.
Response and Recovery
Incident response frameworks specifically designed for AGI-related threats provide organizations with structured approaches for addressing potential attacks. These frameworks consider the unique characteristics of AGI systems and provide guidance for containing and mitigating AGI-driven incidents.
Recovery procedures that account for AGI capabilities ensure that organizations can restore operations even after sophisticated attacks. These procedures consider the potential for AGI systems to compromise multiple aspects of organizational infrastructure simultaneously.
Resilience planning helps organizations prepare for various AGI-related scenarios while maintaining operational continuity. This planning considers both immediate threats and long-term challenges posed by AGI development and deployment.
Strategic Implementation Considerations
Organizational Transformation
Cultural adaptation is essential for successful implementation of sovereign computing solutions. Organizations must develop cultures that prioritize sovereignty considerations while maintaining operational efficiency and innovation. This cultural shift requires leadership commitment and comprehensive change management programs.
Skill development programs ensure that organizations maintain the human resources necessary to operate sovereign computing solutions effectively. These programs should focus on developing expertise in open-source technologies, sovereignty principles, and AGI risk management.
Governance evolution requires organizations to adapt their decision-making processes to account for sovereignty considerations. This evolution may involve creating new organizational structures, updating policies and procedures, and establishing new performance metrics that prioritize sovereignty objectives.
Technology Integration
Phased implementation enables organizations to gradually transition to sovereign computing solutions while maintaining operational continuity. This approach reduces risks associated with major technology changes while building organizational capabilities over time.
Interoperability considerations ensure that sovereign computing solutions can work effectively with existing systems and external partners. Organizations must balance sovereignty objectives with operational requirements, ensuring that independence does not come at the expense of necessary collaboration.
Performance optimization helps organizations maintain operational efficiency while implementing sovereignty measures. This optimization may involve redesigning processes, upgrading infrastructure, or developing new capabilities that support both sovereignty and performance objectives.
Future Considerations and Emerging Threats
Evolving AGI Capabilities
Capability advancement in AGI systems will continue to create new challenges for enterprise security and sovereignty. Organizations must remain vigilant about emerging AGI capabilities and adapt their defensive strategies accordingly. This may involve regular updates to security measures, new training programs for personnel, and enhanced monitoring capabilities.
Deception and manipulation capabilities of advanced AGI systems pose particular challenges for detection and response. Organizations must develop sophisticated capabilities for identifying and countering AGI-driven deception, including advanced behavioral analysis and human verification procedures.
Autonomous decision-making by AGI systems may create new forms of threats that traditional security measures cannot address. Organizations must prepare for scenarios where AGI systems make autonomous decisions that affect organizational operations, requiring new forms of monitoring and control.
Regulatory and Compliance Evolution
Regulatory frameworks for AGI and digital sovereignty will continue to evolve, requiring organizations to adapt their compliance strategies. Organizations must stay informed about regulatory developments and ensure that their sovereignty strategies remain compliant with applicable laws and regulations.
International cooperation will become increasingly important as AGI threats transcend national boundaries. Organizations may need to participate in international initiatives and information sharing programs to maintain effective defenses against AGI-related threats.
Standards development for AGI safety and digital sovereignty will create new requirements for enterprise compliance. Organizations should participate in standards development processes to ensure that emerging standards support their sovereignty objectives.
Conclusion
Sovereign enterprise computing solutions represent a critical defense strategy against the potential risks posed by Artificial General Intelligence. By implementing comprehensive frameworks that encompass automation logic, workflow automation, enterprise systems integration, and cross-sector collaboration, organizations can maintain control over their digital destiny while leveraging the benefits of advanced technologies.
The success of these strategies depends on several key factors: strong organizational commitment to sovereignty principles, comprehensive governance frameworks that address AGI-specific risks, technological architectures that prioritize independence and control, and human resources capable of operating and maintaining sovereign systems. Organizations that successfully implement these solutions will be better positioned to navigate the challenges and opportunities presented by AGI development.
As the AGI landscape continues to evolve, organizations must remain vigilant and adaptive, continuously updating their sovereignty strategies to address emerging threats and opportunities. The combination of Low-Code platforms, Citizen Developers, Business Technologists, open-source solutions, and Enterprise Business Architecture provides a robust foundation for maintaining organizational autonomy in an AGI-enabled world.
The future belongs to organizations that can successfully balance the benefits of advanced AI capabilities with the imperative to maintain sovereign control over their digital infrastructure and decision-making processes. Through strategic implementation of sovereign enterprise computing solutions, organizations can harness the power of digital transformation while preserving their autonomy and resilience in an increasingly complex technological landscape.
References:
- https://www.salesforce.com/blog/enterprise-general-intelligence/
- https://cloud.google.com/discover/what-is-artificial-general-intelligence
- https://en.wikipedia.org/wiki/Artificial_general_intelligence
- https://qazinform.com/news/five-global-risks-of-artificial-general-intelligence-de7975
- https://www.engineering.org.cn/sscae/EN/10.15302/J-SSCAE-2021.03.005
- https://krehbielgroup.com/2025/should-we-stop-agi-before-it-destroys-us-or-just-naively-hope-for-the-best/
- https://news.berkeley.edu/2024/04/09/how-to-keep-ai-from-killing-us-all/
- https://www.klover.ai/openai-pursuit-agi-analysis-risks-humanity/
- https://www.rand.org/pubs/perspectives/PEA3691-4.html
- https://www.nutanix.com/info/cloud-computing/sovereign-cloud
- https://www.opendatasoft.com/en/glossary/sovereign-cloud/
- https://www.ibm.com/think/topics/sovereign-cloud
- https://www.nscale.com/blog/the-importance-of-sovereign-cloud-in-an-ai-era
- https://www.datacenterdynamics.com/en/opinions-data-center-dcd-industry-views-comment/how-sovereign-cloud-balances-cloud-benefits-and-data-sovereignty/
- https://www.nttdata.com/global/en/insights/focus/2024/sovereignty-cloud-computing
- https://www.planetcrust.com/enterprise-computing-solutions-digital-sovereignty/
- https://www.planetcrust.com/is-digital-sovereignty-possible-in-enterprise-computing-solutions/
- https://www.planetcrust.com/automation-logic-enterprise-resource-systems
- https://www.mega.com/blog/business-architecture-vs-enterprise-architecture
- https://www.outsystems.com/automation/workflow-automation-guide/
- https://www.planetcrust.com/is-cross-sector-digital-sovereignty-possible/
- https://www.manageengine.com/appcreator/application-development-articles/citizen-developer-low-code.html
- https://guidehouse.com/insights/advanced-solutions/2024/citizen-developers-high-impact-or-hyperbole
- https://www.mendix.com/glossary/citizen-developer/
- https://www.mendix.com/glossary/business-technologist/
- https://www.linkedin.com/pulse/what-business-technologist-scott-hampson
- https://almbok.com/roles/business_technologist
- https://www.digitalocean.com/resources/articles/open-source-ai-platforms
- https://eajournals.org/ejcsit/wp-content/uploads/sites/21/2025/06/Cross-Sector-Digital-Transformation.pdf
- https://canonical.com/solutions/ai
- https://opea.dev
- https://www.redwood.com/article/workflow-automation-management/
- https://www.atlassian.com/agile/project-management/workflow-automation
- https://camunda.com/blog/2024/12/how-enterprise-automation-transforms-complex-operations/
- https://www.flowforma.com/blog/workflow-automation
- https://www.sprinklr.com/cxm/workflow-automation/
- https://www.planetcrust.com/how-to-build-an-enterprise-systems-group/
- https://www.planetcrust.com/enterprise-systems-group-supply-chain-management/
- https://aire.ku.edu/data-governance/ESLG
- https://www.delcreo.com/weighing-the-risks-22
- https://www.planetcrust.com/future-of-enterprise-products-in-age-of-ai/
- https://www.kingai.com.au/agi/
- https://www.ddn.com/blog/sovereign-ai-the-key-to-secure-independent-cyber-defense-with-ddn/
- https://www.thecipherbrief.com/column_article/counter-ai-may-be-the-most-important-ai-battlefront
- https://www.smartosc.com/what-is-enterprise-digital-transformation/
- https://www.ptc.com/en/industry-insights/digital-transformation
- https://www.planetcrust.com/unveiling-the-gartner-business-technologist-role/
- https://repository.law.uic.edu/jitpl/vol26/iss3/1/
- https://www.planetcrust.com/digital-sovereignty-drives-open-standards-enterprise-systems/
- https://techpolicy.press/most-researchers-do-not-believe-agi-is-imminent-why-do-policymakers-act-otherwise
- https://www.thedailyupside.com/cio/enterprise-ai/agi-could-be-limitless-will-your-enterprise-really-need-it/
- https://www.polytechnique-insights.com/en/columns/science/general-artificial-intelligence-how-will-it-be-regulated/
- https://www.weforum.org/stories/2025/01/europe-digital-sovereignty/
- https://www.deloitte.com/lu/en/our-thinking/future-of-advice/achieving-digital-sovereignty.html
- https://blog.google/technology/google-deepmind/agi-safety-paper/
- https://northwest.education/insights/artificial-intelligence/prepare-your-enterprise-now-for-artificial-general-intelligence/
- https://blog.3ds.com/industries/aerospace-defense/what-is-the-sovereign-cloud
- https://www.vktr.com/ai-disruption/agi-in-2025-how-enterprise-leaders-should-prepare/
- https://en.wikipedia.org/wiki/Data_sovereignty
- https://www.univirtual.ch/en/blog/article/what-is-the-sovereign-cloud
- https://www.oracle.com/uk/cloud/sovereign-cloud/what-is-sovereign-cloud/
- https://www.suse.com/solutions/digital-sovereignty/
- https://www.mckinsey.com/featured-insights/mckinsey-explainers/what-is-artificial-general-intelligence-agi
- https://www.secureworks.com/blog/understanding-sovereign-computing
- https://www.tietoevry.com/en/tech-services/cloud-and-infrastructure/sovereign-cloud/
- https://coingeek.com/what-is-agi-artificial-general-intelligence/
- https://www.oracle.com/erp/what-is-erp/
- https://learn.microsoft.com/en-us/azure/logic-apps/logic-apps-overview
- https://en.wikipedia.org/wiki/Enterprise_resource_planning
- https://www.stack-ai.com/blog/enterprise-ai-agents-the-evolution-of-ai
- https://veryswing.com/en/it-services-company-enterprise-resource-planning-system.html
- https://www.cubesoftware.com/blog/erp-system-examples
- https://phoenix.automatedlogic.com/enterprise-integration
- https://www.sap.com/products/erp/what-is-erp.html
- https://www.planetcrust.com/managing-integration-rules-complexity-enterprise-systems/
- https://www.atlassian.com/agile/project-management/workflow-automation-software
- https://www.oracle.com/fr/erp/what-is-erp/
- https://www.snaplogic.com/blog/what-is-enterprise-automation
- https://www.ibm.com/fr-fr/products/business-automation-workflow
- https://www.revenue.io/inside-sales-glossary/what-are-enterprise-software-solutions
- https://www.managebt.org/book/demand/enterprise-architecture/
- https://copernic.com/en/2024/11/21/5-top-enterprise-software-solutions-for-business-efficiency/
- https://quixy.com/blog/top-citizen-development-platforms/
- https://en.wikipedia.org/wiki/Enterprise_architecture
- https://builtin.com/articles/enterprise-software-companies
- https://assets.kpmg.com/content/dam/kpmg/ae/pdf-2022/03/KPMG-Low-Code-Citizen-Developer-Enablement.pdf
- https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-greatest-gift-to-the-business-a-strong-technology-architecture
- https://essolutions.us
- https://www.leanix.net/en/blog/enterprise-vs-business-architecture
- https://decode.agency/article/enterprise-software-examples/
- https://kissflow.com/citizen-development/how-low-code-and-citizen-development-simplify-app-development/
- https://cesames.net/wp-content/uploads/2019/07/Guide-to-Careers-in-Enterprise-Architecture.pdf
- https://www.enterprise-software-solutions.com
- https://www.b-a-w.com/low-code-pilier-de-transformation-des-systemes-d-information-gouvernance-it-enjeux-des-citizen-developers/
- https://bizzdesign.com/blog/enterprise-architecture-in-business-transformation/
- https://www.businesssoftwaresolutions.info
- https://thealvarium.com/evolution-of-enterprise-digital-transformation-in-the-cross-industries/
- https://www.sap.com/index.html
- https://www.businesssoftware.ie
- https://www.etuc.org/system/files/document/file2020-06/Final%2022%2006%2020_Agreement%20on%20Digitalisation%202020.pdf
- https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/tech-forward/open-source-in-the-age-of-ai
- https://www.bpapos.com
- https://www.planetcrust.com/what-are-cross-sector-enterprise-resource-systems/
- https://mistral.ai
- https://www.solsyst.com/business-software-solutions
- https://www.mdpi.com/2071-1050/16/2/844
- https://www.onyx.app
- https://www.wisestamp.com/blog/business-management-software/
- https://dxnetwork.org/sectors/
- https://digitalisationworld.com/blog/58265/why-open-source-is-the-future-of-enterprise-artificial-intelligence
- https://www.vastdata.com/blog/sovereign-ai-demands-new-data-doctrine
- https://www.aspistrategist.org.au/how-to-win-the-artificial-general-intelligence-race-and-not-end-humanity/
- https://www.3ds.com/industries/aerospace-defense/cloud-defense
- https://www.cnbc.com/2025/07/01/nations-build-sovereign-ai-open-source-models-cloud-computing.html
- https://en.wikipedia.org/wiki/Existential_risk_from_artificial_intelligence
- https://www.neusoft.com/topic/enterprise-digital-transformation/
- https://www.esgc.uillinois.edu/committees/enterprise_system_governance_committee
- https://www.appsruntheworld.com/customers-database/customers/view/enterprise-products-partners-l-p-united-states
- https://www.larksuite.com/en_us/topics/digital-transformation-glossary/business-technologist
- https://www.planetcrust.com/low-code-enterprise-products-digital-transformation/
- https://policies.anu.edu.au/ppl/document/ANUP_000738
- https://www.rasmussen.edu/degrees/business/blog/what-is-business-technologist/
- https://www.prosci.com/blog/enterprise-digital-transformation
- https://enterprisegrp.ca/corporate-governance/
- https://www.trendmicro.com/en_no/what-is/data-sovereignty/digital-sovereignty.html
- https://stefanini.com/en/insights/news/what-is-digital-sovereignty-why-does-it-matter-for-your-business
- https://1var.com
- https://www.anrt.asso.fr/sites/default/files/2024-03/ANRT_Digital_sovereignty_regaining_control_in_France_and_Europe_01.24.pdf
- https://www.shakudo.io/blog/top-5-enterprise-mistakes-to-avoid-when-scaling-intelligence-infrastructure
- https://keepthefuturehuman.ai/essay/docs/chapter-8
- https://ai.gopubby.com/agi-agents-pose-risks-how-can-we-mitigate-them-9ace91bb3319
- https://advanthink.com/en/les-echos-la-souverainete-numerique-est-strategique-pour-la-defense/
- https://archit3ct.io/artificial-general-intelligence-navigating-opportunities-and-risks/
- https://news.broadcom.com/sovereign-cloud/europes-sovereign-cloud-crossroads-competitiveness-vs-control
- https://www.oodrive.com/blog/actuality/digital-sovereignty-keys-full-understanding/
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