Artificial Intelligence (AI) has profoundly changed industries by automating complex tasks and providing insights that were previously unattainable. However, this evolution demands a robust and dynamic cloud infrastructure to support the rigorous needs of AI workloads. NVIDIA leads this transformation with its specialized cloud infrastructure tailored specifically for AI. Together AI, under the guidance of industry experts like Charles Srisuwananukorn, Vice President of Engineering, is at the forefront of refining and enhancing this infrastructure to deliver unprecedented efficiencies and performance.
Pioneering Hardware Optimization
Advanced GPU Integration
Together AI’s innovative approach to AI infrastructure includes integrating the latest NVIDIA GPU chips, such as the GB200 NVL72, B2100, H2100, H1100, and A100. These GPUs are the backbone of the cloud infrastructure, enabling the high-speed processing required for AI workloads, which are inherently parallel and demand substantial computational power. The use of these advanced GPU chips ensures that hardware capabilities are maximized, pushing the performance limits to new heights.
Additionally, the inclusion of InfiniBand networks and Spectrum X Ethernet technology facilitates fast, non-blocking communication. This integration is crucial in minimizing latency and ensuring that data flows seamlessly between different components of the infrastructure. AI-specific storage solutions like Weka and Vast improve data access and checkpointing speeds, contributing to the overall efficiency of the system. By continually refining hardware configurations based on NVIDIA’s reference architecture, Together AI ensures that its infrastructure remains optimized for efficiency and performance.
Benchmarking and Continuous Improvement
Continuous benchmarking and hardware optimization are pivotal to Together AI’s strategy. By adhering to rigorous performance standards and continuously testing the infrastructure, Together AI identifies areas where improvements can be made. This proactive approach allows for ongoing enhancements, ensuring that the hardware stack remains at the cutting edge of technology.
Furthermore, by leveraging NVIDIA’s advancements, Together AI provides an infrastructure capable of handling the most demanding AI workloads. Regular updates and refinements mean that the infrastructure evolves alongside technological advancements, providing a future-proof solution. This dedication to continuous improvement reassures customers that they are investing in scalable, high-performance infrastructure capable of meeting their needs.
Software Advancements Driving Efficiency
Proprietary Kernel Advancements
On the software front, Together AI has made significant strides in optimizing software to fully harness the potential of the hardware. The development of the proprietary Together Kernel Collection is a prime example of this, dramatically accelerating model training and inference speeds. By optimizing kernel functions, Together AI ensures that computational resources are utilized efficiently, reducing processing time and improving overall system performance.
This software advancement allows for faster training of large-scale AI models, enabling businesses to deploy AI solutions more rapidly. Chief Scientist Tri Dao’s innovative development of Flash Attention has further propelled Together AI to the forefront. This technique triples the training speeds of large language models (LLMs), substantially enhancing their efficiency. Such innovations underline the importance of both software and hardware synergy in achieving optimal performance.
Leading in Inference Speeds
Together AI’s comprehensive optimization strategy has established it as a leader in AI inference speeds. The release of DeepSeek R1 acted as a catalyst, highlighting the competitive advantage of an optimized technology stack. By swiftly adopting new technologies and integrating them seamlessly into their infrastructure, Together AI demonstrated its capability to lead in performance metrics.
This edge in inference speeds translates to practical advantages for clients, enabling faster decision-making and more efficient AI operations. Organizations can leverage these benefits to gain insights and drive productivity, showcasing the impact of Together AI’s software advancements on real-world applications. The commitment to staying ahead of technology trends ensures that Together AI’s clients consistently benefit from cutting-edge solutions.
Managed Services and Instant Clusters
Managed Services for Ease of Use
Recognizing that managing AI infrastructure can be complex, Together AI offers managed services designed to simplify this process. These services include serverless inference and fine-tuning, accompanied by user-friendly APIs and developer tools. By handling the complexities of infrastructure management, Together AI allows developers to focus on creating and deploying AI solutions effectively.
The managed services also provide AI advisory services, ensuring that clients are able to utilize the latest techniques and frameworks. This comprehensive support enables businesses to navigate the rapidly evolving AI landscape with confidence, leveraging optimized infrastructure without the burden of managing it. By offering these services, Together AI enhances accessibility to advanced AI capabilities, democratizing the use of powerful AI tools.
Instant Cluster Flexibility
Together AI has introduced Together Instant Clusters, a novel approach to deploying GPU clusters. These self-service GPU clusters can be set up in minutes, offering the performance of traditional bare-metal deployments. This flexibility enables organizations to scale their infrastructure based on their specific needs, adjusting cluster size and configuration as required.
The performance and adaptability of Together Instant Clusters make them an attractive option for businesses needing scalable and efficient AI infrastructure. This flexibility ensures that companies can respond to changing demands swiftly, optimizing resource use and minimizing costs. The ease of deployment and scalability enhance the overall user experience, making advanced AI infrastructure accessible to a wider range of organizations.
Commitment to Continuous Improvement
Navigating AI’s Evolution
As AI technologies continue to evolve, the refinement of cloud infrastructure becomes essential. Charles Srisuwananukorn emphasized the importance of this ongoing improvement process, highlighting Together AI’s commitment to pushing the boundaries of what’s possible. By continually enhancing their infrastructure, Together AI ensures that it remains at the forefront of technological advancements.
This commitment to innovation and improvement provides clients with a reliable partner in their AI journey. As the landscape of AI applications expands, the need for robust and adaptable infrastructure becomes more pronounced. Together AI’s dedication to refining its platform facilitates seamless integration of emerging technologies, enabling clients to stay competitive.
Future-Prepared AI Solutions
Together AI’s forward-thinking approach ensures that its infrastructure evolves in line with industry advancements. By prioritizing innovation and continuous improvement, Together AI is equipped to tackle future challenges and leverage new opportunities. This proactive stance positions Together AI as a leader in providing future-prepared AI solutions, ready to meet tomorrow’s demands.
The relentless pursuit of excellence in both hardware and software optimization ensures that Together AI delivers performance, flexibility, and efficiency, tailored to the dynamic needs of modern AI applications. This holistic approach to AI infrastructure demonstrates a clear vision for the future, enabling Together AI to support its clients in navigating the complexities of an evolving technological landscape.
Looking Ahead
Artificial Intelligence (AI) has significantly transformed various industries by automating intricate tasks and offering insights that were once impossible to achieve. This monumental shift, however, requires a robust and adaptable cloud infrastructure capable of meeting the strenuous demands of AI workloads. NVIDIA stands at the forefront of this transformation, offering specialized cloud infrastructure specifically designed for AI applications. Industry experts like Charles Srisuwananukorn, Vice President of Engineering at Together AI, are actively involved in refining and enhancing this infrastructure. They aim to deliver exceptional efficiencies and performance, pushing the boundaries of what AI can achieve. This partnership ensures that AI technology continues to evolve, providing innovative solutions and maintaining its pivotal role in advancing industries across the globe.
