The Goldman Sachs Group

Hydrostor Inc. is a Canadian company based in Toronto that specializes in developing and operating advanced compressed air energy storage systems. Founded in 2010, the company provides solutions designed to meet the electricity system's needs for dispatchable capacity, renewable integration, and transmission deferral. Its technology enables low-cost, long-duration energy storage, which can support hundreds of megawatts for periods ranging from 4 to over 24 hours. Hydrostor's emission-free systems are particularly suitable for use in remote applications, including mines and large industrial operations, and can repurpose retired fossil fuel plants and utilize existing mining infrastructure. The company serves clients across the United States, Australia, and Canada and has established a strategic partnership with AECOM to enhance its offerings.

Ubiquity is a business that invests in, develops, and administers digital communication infrastructure. It provides customers with options and encourages competition, both of which are critical components of empowering communities for the future. Ubiquity invests in and operates a portfolio of companies involved in digital infrastructure, such as communications networks and smart city technologies. biquity's goal is to invest in, develop, and manage the critical communications infrastructure necessary to create truly smart cities where resource efficiency, sustainability, and quality of life are prioritized. The company seeks to facilitate the adoption of advanced technologies in urban areas.

Afcons is a construction and engineering company. They provide infrastructure services and are involved in the construction of infrastructure projects such as viaducts, flyovers, metros, bridges, pipelines, roads, ports, barrages, oil and gas projects, etc.

CoreWeave is a company that specializes in developing a cloud infrastructure platform aimed at providing powerful computing resources for artificial intelligence/machine learning (AI/ML) projects and other initiatives. Their platform features a specialized GPU cloud system designed to accelerate workflows by matching the complexity of models, allowing clients to scale efficiently and adapt to rapidly changing compute requirements. This enables clients to design and innovate with various types of compute resources tailored to their specific needs.

Vedanta Resources Limited, a global diversified natural resources company, engages in the exploration, extraction, and processing of minerals and oil & gas. Headquartered in London, the company operates through seven segments: Zinc-India, Zinc-International, Oil & Gas, Iron Ore, Copper-India/Australia, Aluminium, and Power. Vedanta produces a range of metals including zinc, lead, silver, copper, aluminum, and iron ore, as well as oil & gas and power. It also engages in port and infrastructure operations, refining of precious metals, manufacture of various products, and accommodation and catering services. The company operates in India, South Africa, Namibia, Ireland, Australia, and other countries, with a significant presence in India. Vedanta is a subsidiary of Volcan Investments Limited and was founded in 1976.

Iberdrola is a leading global utility company engaged in the production, distribution, and retail of electricity and gas across nearly 40 countries. With a diverse portfolio of 56 gigawatts, it primarily generates electricity from nuclear, fossil-fuel, hydroelectric, and renewable energy sources, with wind power representing approximately 40% of its capacity. The company operates significant electricity and distribution networks in Spain, the UK, Brazil, and the US, where it maintains a strong presence. Iberdrola is committed to advancing the energy transition through a sustainable business model that emphasizes renewable energy, smart grids, large-scale energy storage, and digital transformation, aimed at delivering innovative products and services to its customers. In addition to its generation activities, Iberdrola is involved in gas storage and supply, reinforcing its position as a comprehensive energy provider.

IdeaForge specializes in designing, manufacturing, and servicing unmanned aerial systems (UAS), primarily focusing on usability and user-centric design. Based in India, it caters to diverse industries such as defense, surveillance, and infrastructure. The company generates revenue through the sale of its UAV systems and associated services, including maintenance and training. It is recognized as a market leader in the Indian UAS sector.

Mahmee is an integrated care delivery platform focused on maternal and infant health. It aims to bridge critical gaps in the U.S. healthcare system, which faces high maternity costs and mortality rates, particularly among Black mothers and infants. By providing a digital infrastructure, Mahmee connects patients, independent health professionals, and large healthcare organizations to enhance access to comprehensive prenatal and postpartum care. The platform features a care management system that links health records for mothers and their babies, identifying clinical risks and facilitating collaboration among maternity and infant care practitioners. This enables healthcare providers to share care plans effectively, ensuring coordinated care. Additionally, Mahmee's marketplace allows new and expecting parents to discover community-based perinatal health providers and access care quickly, both in-person and virtually.

Elea Digital is a provider of digital infrastructure that focuses on storing business data and enhancing connectivity across cities and regions. The company specializes in colocation services, offering solutions that include colocation and interconnection, which support the development of cloud computing and advanced technologies. By facilitating on-premises connectivity and integration with public clouds, Elea Digital enables clients to efficiently manage their capital allocation while addressing the growing demand for connectivity. Through its data center infrastructure platform, Elea Digital aims to meet the evolving needs of businesses in a digital landscape.

Hydrostor Inc. is a Canadian company based in Toronto that specializes in developing and operating advanced compressed air energy storage systems. Founded in 2010, the company provides solutions designed to meet the electricity system's needs for dispatchable capacity, renewable integration, and transmission deferral. Its technology enables low-cost, long-duration energy storage, which can support hundreds of megawatts for periods ranging from 4 to over 24 hours. Hydrostor's emission-free systems are particularly suitable for use in remote applications, including mines and large industrial operations, and can repurpose retired fossil fuel plants and utilize existing mining infrastructure. The company serves clients across the United States, Australia, and Canada and has established a strategic partnership with AECOM to enhance its offerings.

Nasuni Corporation is a provider of enterprise cloud file storage solutions, designed to address the challenges associated with the growth of unstructured file data. Founded in 2009 and headquartered in Boston, Massachusetts, with additional offices in the United Kingdom and North Carolina, Nasuni offers its proprietary Nasuni UniFS, a cloud-native global file system that consolidates and protects file data in an easily expandable cloud infrastructure. This platform serves as a modern replacement for traditional network-attached storage and file server systems, simplifying IT administration by eliminating the need for complex legacy backup and disaster recovery solutions. Nasuni’s services cater to various industries, including architecture, engineering, healthcare, manufacturing, and financial services, enabling organizations to efficiently store, share, and access their files from anywhere, whether in the office or remotely.

Vertiv Holdings Co is a global provider of mission-critical infrastructure technologies and lifecycle services, catering to data centers, communication networks, and commercial and industrial environments. Headquartered in Columbus, Ohio, the company offers a comprehensive range of products, including power management, thermal management, integrated rack systems, and modular solutions, which are essential for various digital services such as e-commerce, online banking, and wireless communications. Vertiv also delivers lifecycle management services, predictive analytics, and professional services to assist clients in deploying, maintaining, and optimizing their infrastructure. The company serves diverse industries, including social media, financial services, healthcare, transportation, retail, education, and government, ensuring that vital applications run continuously and efficiently from the cloud to the network edge.

Diamanti, Inc. is a technology company specializing in an integrated enterprise Kubernetes platform that addresses the network and storage challenges associated with cloud-native applications. Founded in 2010 and based in San Jose, California, Diamanti offers a platform designed for infrastructure architects, IT operations, and application owners, enabling them to efficiently run stateful containerized applications in production. The company's flagship product, Diamanti Spektra, unifies control and data planes, providing users with enhanced performance and enterprise features. By focusing on bare-metal container infrastructure, Diamanti delivers the speed, simplicity, and control necessary for modern cloud environments, supporting various applications in container networking, storage, databases, and cloud-native DevOps. The company distributes its products through resellers and was previously known as DataWise Systems, Inc. before rebranding in April 2016.

AirTrunk specializes in developing and operating large-scale wholesale data centers, serving major enterprises, cloud providers, and other businesses seeking efficient, secure, and flexible IT infrastructure solutions.

The Public Investment Fund (PIF) of Saudi Arabia, established in 1971 and based in Riyadh, is one of the largest sovereign wealth funds globally, playing a pivotal role in the nation’s economic transformation. PIF focuses on sustainable investments across a diverse portfolio that includes domestic, regional, and international assets in various sectors. The fund aims to localize modern technology and stimulate economic growth by financing strategically significant projects that align with the country’s development goals. PIF is actively expanding its international presence through strategic partnerships and initiatives, contributing to the broader objectives outlined in the Vision program, which seeks to diversify the economy and enhance its global competitiveness. The fund's assets are managed by a dedicated executive team, ensuring a cohesive approach to investment and development.

AirTrunk specializes in developing and operating large-scale wholesale data centers, serving major enterprises, cloud providers, and other businesses seeking efficient, secure, and flexible IT infrastructure solutions.

Qumulo, Inc. is a technology company that specializes in developing a file data platform tailored for multi-cloud environments, facilitating enterprise data management. The core offering, Qumulo software, is an enterprise hybrid cloud file storage solution that delivers real-time visibility and control over data across various environments, from data centers to public clouds. Qumulo enables secure, shared access to unstructured data through protocols like SMB, NFS, and REST. The company also provides a range of storage solutions, including NVMe file storage systems and hybrid SSD platforms, alongside professional services such as installation, data migration, advanced training, consulting, and systems health checks. Qumulo serves a diverse clientele, including Fortune 500 companies, media and entertainment organizations, research facilities, and sectors such as healthcare and the public sector. Founded in 2012 and headquartered in Seattle, Washington, Qumulo has expanded its presence with additional offices worldwide.

Root Data Center Inc., based in Montreal, Canada, is a provider of colocation solutions tailored for computing leaders. The company specializes in next-generation colocation services, offering options such as cabinets and cage space, variable power density, agile deployment, disaster recovery, and carrier-neutral connectivity. Root Data Center distinguishes itself through industry-leading deployment speed and energy efficiency, utilizing advanced servers and high-density power supply systems to create a secure and reliable environment. Its innovative approach has led to significant partnerships, including one of the largest data center agreements in Canada with a major hyperscale technology provider. As a subsidiary of Compass Datacenters LLC, Root Data Center continues to make an impact in the data center industry through its commitment to excellence and efficiency.

Nasuni Corporation is a provider of enterprise cloud file storage solutions, designed to address the challenges associated with the growth of unstructured file data. Founded in 2009 and headquartered in Boston, Massachusetts, with additional offices in the United Kingdom and North Carolina, Nasuni offers its proprietary Nasuni UniFS, a cloud-native global file system that consolidates and protects file data in an easily expandable cloud infrastructure. This platform serves as a modern replacement for traditional network-attached storage and file server systems, simplifying IT administration by eliminating the need for complex legacy backup and disaster recovery solutions. Nasuni’s services cater to various industries, including architecture, engineering, healthcare, manufacturing, and financial services, enabling organizations to efficiently store, share, and access their files from anywhere, whether in the office or remotely.

AirTrunk specializes in developing and operating large-scale wholesale data centers, serving major enterprises, cloud providers, and other businesses seeking efficient, secure, and flexible IT infrastructure solutions.

Essel Highways is a subsidiary of Essel Infraprojects Ltd. Essel Highways has 14 road projects totaling 4,500km, of which 10 are operational.

Diamanti, Inc. is a technology company specializing in an integrated enterprise Kubernetes platform that addresses the network and storage challenges associated with cloud-native applications. Founded in 2010 and based in San Jose, California, Diamanti offers a platform designed for infrastructure architects, IT operations, and application owners, enabling them to efficiently run stateful containerized applications in production. The company's flagship product, Diamanti Spektra, unifies control and data planes, providing users with enhanced performance and enterprise features. By focusing on bare-metal container infrastructure, Diamanti delivers the speed, simplicity, and control necessary for modern cloud environments, supporting various applications in container networking, storage, databases, and cloud-native DevOps. The company distributes its products through resellers and was previously known as DataWise Systems, Inc. before rebranding in April 2016.

Vapor IO, Inc. specializes in hyper modular data center solutions designed to enhance edge computing capabilities. Founded in 2015 and headquartered in Austin, Texas, the company offers a range of products including Kinetic Edge Exchange for low-latency data exchange, Kinetic Edge colocation for integrating multiple micro data centers, and Kinetic Edge Fabric for networking at the edge. Additionally, Vapor IO provides OpenDCRE, an open-source API for data center monitoring and management, as well as Vapor CORE, which optimizes data center services with advanced analytics. The Vapor Chamber represents a hyper collapsed data center solution, while Vapor Edge serves as a comprehensive platform for developing IoT and edge environments. Furthermore, the company’s Project Volutus facilitates cloud providers and wireless carriers in deploying cloud-based edge computing applications through a network of micro data centers located at cell tower sites.

Mirantis, Inc. is a technology company that specializes in providing software, services, and training for open source cloud environments. It offers a range of solutions including OpenStack distribution software, cloud-ready application tools like Murano, and Containers-as-a-Service for developers and operators. The company empowers organizations to build and manage open cloud infrastructure, facilitating a public cloud experience across various infrastructures while eliminating vendor lock-in. Mirantis also provides infrastructure solutions that support virtualization, application deployment, and cloud management, enabling seamless development and operations. Its portfolio includes training programs for DevOps professionals and managed services for implementation and migration. Founded in 1993 and headquartered in Campbell, California, Mirantis has expanded its presence internationally, with offices in Russia, France, Poland, and Ukraine.

Diamanti, Inc. is a technology company specializing in an integrated enterprise Kubernetes platform that addresses the network and storage challenges associated with cloud-native applications. Founded in 2010 and based in San Jose, California, Diamanti offers a platform designed for infrastructure architects, IT operations, and application owners, enabling them to efficiently run stateful containerized applications in production. The company's flagship product, Diamanti Spektra, unifies control and data planes, providing users with enhanced performance and enterprise features. By focusing on bare-metal container infrastructure, Diamanti delivers the speed, simplicity, and control necessary for modern cloud environments, supporting various applications in container networking, storage, databases, and cloud-native DevOps. The company distributes its products through resellers and was previously known as DataWise Systems, Inc. before rebranding in April 2016.

IHS Towers is a prominent independent owner, operator, and developer of shared telecommunications infrastructure, focusing primarily on emerging markets. The company manages over 40,000 towers across 11 countries, including Brazil, Cameroon, Colombia, Côte d’Ivoire, Egypt, Kuwait, Nigeria, Peru, Rwanda, South Africa, and Zambia. IHS Towers primarily serves mobile network operators, providing them with the essential infrastructure needed to deliver wireless voice and data services to their customers. With a significant portion of its revenue generated in Nigeria, the company has established itself as a leader in the telecommunications sector across Sub-Saharan Africa, the Middle East and North Africa, and Latin America.

IHS Towers is a prominent independent owner, operator, and developer of shared telecommunications infrastructure, focusing primarily on emerging markets. The company manages over 40,000 towers across 11 countries, including Brazil, Cameroon, Colombia, Côte d’Ivoire, Egypt, Kuwait, Nigeria, Peru, Rwanda, South Africa, and Zambia. IHS Towers primarily serves mobile network operators, providing them with the essential infrastructure needed to deliver wireless voice and data services to their customers. With a significant portion of its revenue generated in Nigeria, the company has established itself as a leader in the telecommunications sector across Sub-Saharan Africa, the Middle East and North Africa, and Latin America.

Nimsoft specializes in providing comprehensive monitoring solutions for IT infrastructure performance and availability, catering to diverse environments including SaaS, cloud, managed, virtualized, and legacy datacenters. The Nimsoft Monitoring Solution (NMS) offers organizations the necessary visibility to manage and optimize performance across these varied settings, addressing both current and future monitoring requirements. With a focus on ease of use, scalability, and comprehensive coverage, NMS enables clients to effectively utilize both existing and emerging technologies, enhancing agility and return on investment. Nimsoft serves over 1,000 customers across 36 countries, including notable organizations such as Barclays Capital, Amway Corporation, and TriNet, alongside numerous managed service providers.

iWeb Technologies is a prominent Canadian provider of internet hosting infrastructure services, headquartered in Montreal. The company specializes in advanced hosting solutions, including shared hosting, unmanaged and managed dedicated servers, and colocation services. Operating three data centers, iWeb offers high-speed global connectivity through ISP peering and partnerships with tier one providers. Its services cater to businesses of all sizes and types, delivering support in English, French, and Spanish to customers in over 135 countries worldwide. In addition to hosting, iWeb also provides private cloud and security services to enhance its clients' online presence and operational efficiency.

Datapipe is a provider of managed hosting, cloud services, and data center solutions designed to manage and secure mission-critical IT services. The company offers a comprehensive range of services, including cloud computing, infrastructure as a service, platform as a service, colocation, business analytics, database management, e-commerce hosting, email hosting, and data protection. Datapipe serves a diverse array of industries, such as financial services, healthcare, manufacturing, government, and media, enabling clients to optimize both critical and everyday IT operations. With a presence in major global markets, including New York, Silicon Valley, London, Hong Kong, and Shanghai, Datapipe has established itself as a significant player in the technology landscape. The company was recognized in Gartner's Magic Quadrant for Cloud Infrastructure as a Service and Web Hosting in 2010, highlighting its commitment to delivering high-quality services.

Virtual Iron Software, Inc. specializes in providing enterprise-class software solutions for server virtualization and virtual infrastructure management. Founded in 2003 and headquartered in Lowell, Massachusetts, the company offers a platform designed for server consolidation, rapid provisioning, business continuity, workload management, and policy-based automation. Its virtualization manager serves as a centralized system for controlling and automating virtual resources, while virtualization services can be deployed on bare-metal and industry-standard servers without the need for extensive software installation or management. The platform also incorporates open-source virtualization based on a community-derived hypervisor, facilitating capacity management and development and testing processes. Virtual Iron Software was previously known as Katana Technology, Inc.

Virtual Iron Software, Inc. specializes in providing enterprise-class software solutions for server virtualization and virtual infrastructure management. Founded in 2003 and headquartered in Lowell, Massachusetts, the company offers a platform designed for server consolidation, rapid provisioning, business continuity, workload management, and policy-based automation. Its virtualization manager serves as a centralized system for controlling and automating virtual resources, while virtualization services can be deployed on bare-metal and industry-standard servers without the need for extensive software installation or management. The platform also incorporates open-source virtualization based on a community-derived hypervisor, facilitating capacity management and development and testing processes. Virtual Iron Software was previously known as Katana Technology, Inc.

Woven Systems is a network infrastructure provider specializing in the design and construction of scalable Ethernet fabric switching solutions tailored for enterprise and Internet data centers. The company is recognized for its innovative approach, particularly through its unique Dynamic Congestion Avoidance technology, which automatically balances network traffic to achieve optimal performance and minimal latency. Woven Systems' products are delivered in energy-efficient chassis, reflecting a commitment to both high performance and sustainability in network solutions.

SPARTA Insurance Company is an underwriting firm that operates in the commercial property and casualty insurance market across the United States, including the District of Columbia. The company utilizes a state-of-the-art, web-based Policy Administration System that enhances operational efficiency and user experience. This advanced .NET system is designed to be easily integrated into various internal and external applications, ensuring compatibility with modern technology platforms. By focusing on targeted lines of business, SPARTA aims to streamline the insurance process, promoting speed and ease of use for its clients.

Acopia Networks specializes in intelligent file virtualization solutions designed to enhance data management for enterprises. The company offers the Acopia ARX series of intelligent file virtualization devices, which automate essential data management tasks and mitigate disruptions related to storage management operations. Additionally, Acopia Networks provides the FreedomFabric network operating system software, enabling organizations to manage unstructured file data more efficiently by automating various storage management functions. The company's services also include data migration, storage tiering, data replication, and load balancing, allowing customers to implement an adaptive infrastructure that integrates applications, servers, and storage across their global operations.

Woven Systems is a network infrastructure provider specializing in the design and construction of scalable Ethernet fabric switching solutions tailored for enterprise and Internet data centers. The company is recognized for its innovative approach, particularly through its unique Dynamic Congestion Avoidance technology, which automatically balances network traffic to achieve optimal performance and minimal latency. Woven Systems' products are delivered in energy-efficient chassis, reflecting a commitment to both high performance and sustainability in network solutions.

Virtual Iron Software, Inc. specializes in providing enterprise-class software solutions for server virtualization and virtual infrastructure management. Founded in 2003 and headquartered in Lowell, Massachusetts, the company offers a platform designed for server consolidation, rapid provisioning, business continuity, workload management, and policy-based automation. Its virtualization manager serves as a centralized system for controlling and automating virtual resources, while virtualization services can be deployed on bare-metal and industry-standard servers without the need for extensive software installation or management. The platform also incorporates open-source virtualization based on a community-derived hypervisor, facilitating capacity management and development and testing processes. Virtual Iron Software was previously known as Katana Technology, Inc.

Acopia Networks specializes in intelligent file virtualization solutions designed to enhance data management for enterprises. The company offers the Acopia ARX series of intelligent file virtualization devices, which automate essential data management tasks and mitigate disruptions related to storage management operations. Additionally, Acopia Networks provides the FreedomFabric network operating system software, enabling organizations to manage unstructured file data more efficiently by automating various storage management functions. The company's services also include data migration, storage tiering, data replication, and load balancing, allowing customers to implement an adaptive infrastructure that integrates applications, servers, and storage across their global operations.

DataSynapse is a provider of application service management software designed for data centers. The company offers a platform that enables organizations to configure, activate, and manage scalable enterprise-class application services across physical, virtual, and cloud infrastructures in real-time. Its products include FabricServer, which serves as a data center application virtualization platform that adjusts applications based on business policies, and GridServer, a service execution platform that scales enterprise services according to performance and business requirements. By focusing on dynamic and automated provisioning, configuration management, metering, and runtime control, DataSynapse distinguishes itself from traditional IT management tools and infrastructure software platforms.

Egenera, Inc. is a provider of cloud services and data center infrastructure management software, headquartered in Boxborough, Massachusetts, with additional offices in Tokyo and Dublin. Founded in 2000, the company specializes in delivering the Egenera Cloud Suite, which includes PAN Cloud Director, PAN Manager, and PAN Domain Manager. This suite allows enterprises and service providers to design, deploy, manage, and protect IT as a cloud service. Egenera's offerings also encompass the Xterity Cloud Service, which provides dedicated, managed, private, and hybrid cloud services, including Infrastructure as a Service, Disaster Recovery as a Service, and Backup as a Service, primarily through partnerships with managed service providers and independent software vendors. The company supports a diverse clientele, including enterprise data centers, government agencies, and various service providers globally, and maintains partnerships with leading technology firms to enhance its product capabilities. In addition to software solutions, Egenera offers consulting, training, and various support services to its clients.

Egenera, Inc. is a provider of cloud services and data center infrastructure management software, headquartered in Boxborough, Massachusetts, with additional offices in Tokyo and Dublin. Founded in 2000, the company specializes in delivering the Egenera Cloud Suite, which includes PAN Cloud Director, PAN Manager, and PAN Domain Manager. This suite allows enterprises and service providers to design, deploy, manage, and protect IT as a cloud service. Egenera's offerings also encompass the Xterity Cloud Service, which provides dedicated, managed, private, and hybrid cloud services, including Infrastructure as a Service, Disaster Recovery as a Service, and Backup as a Service, primarily through partnerships with managed service providers and independent software vendors. The company supports a diverse clientele, including enterprise data centers, government agencies, and various service providers globally, and maintains partnerships with leading technology firms to enhance its product capabilities. In addition to software solutions, Egenera offers consulting, training, and various support services to its clients.

Xdrive Technologies Inc. is a privately held company based in Santa Monica that specializes in digital asset management, online storage, and file sharing services. The company offers infrastructure software and services tailored for Internet information management, catering to the large-scale needs of service providers and their clients. By focusing on efficient data handling and storage solutions, Xdrive aims to enhance the management and accessibility of digital assets for various businesses.

Egenera, Inc. is a provider of cloud services and data center infrastructure management software, headquartered in Boxborough, Massachusetts, with additional offices in Tokyo and Dublin. Founded in 2000, the company specializes in delivering the Egenera Cloud Suite, which includes PAN Cloud Director, PAN Manager, and PAN Domain Manager. This suite allows enterprises and service providers to design, deploy, manage, and protect IT as a cloud service. Egenera's offerings also encompass the Xterity Cloud Service, which provides dedicated, managed, private, and hybrid cloud services, including Infrastructure as a Service, Disaster Recovery as a Service, and Backup as a Service, primarily through partnerships with managed service providers and independent software vendors. The company supports a diverse clientele, including enterprise data centers, government agencies, and various service providers globally, and maintains partnerships with leading technology firms to enhance its product capabilities. In addition to software solutions, Egenera offers consulting, training, and various support services to its clients.

Xdrive Technologies Inc. is a privately held company based in Santa Monica that specializes in digital asset management, online storage, and file sharing services. The company offers infrastructure software and services tailored for Internet information management, catering to the large-scale needs of service providers and their clients. By focusing on efficient data handling and storage solutions, Xdrive aims to enhance the management and accessibility of digital assets for various businesses.

Webvisions provided shared hosting, dedicated server and co-location services to small and midsized businesses throughout Asia.

CoreWeave is a company that specializes in developing a cloud infrastructure platform aimed at providing powerful computing resources for artificial intelligence/machine learning (AI/ML) projects and other initiatives. Their platform features a specialized GPU cloud system designed to accelerate workflows by matching the complexity of models, allowing clients to scale efficiently and adapt to rapidly changing compute requirements. This enables clients to design and innovate with various types of compute resources tailored to their specific needs.