Business Software for Kubernetes

SWE-1.7 is Cognition’s most capable software engineering model, built to push frontier coding performance while reducing the cost of high-quality agentic rollouts. The model is designed for real-world software development tasks that require extended reasoning, codebase understanding, terminal use, debugging, feature work, migrations, and careful validation. It was trained from a Kimi K2.7 base and improved through Cognition’s reinforcement learning pipeline, including more stable training, stronger infrastructure, better data curation, and long-horizon task techniques. SWE-1.7 is especially optimized for asynchronous software engineering, where an agent needs to work through large projects over longer sessions instead of simply answering short prompts. Its self-compaction capabilities allow the model to summarize its working state and resume from that summary, helping it operate beyond the raw context window on multi-hour tasks. The model is also trained to balance task success with efficiency, using concise reasoning when possible while preserving deeper exploration for harder problems. SWE-1.7 tends to investigate codebases more thoroughly than its base model, reading files, running searches, probing edge cases, and experimenting before making changes. It is available in Devin through web, desktop, and CLI interfaces, with Cerebras serving support at 1000 TPS. SWE-1.7 gives developers and engineering teams a high-performance coding model for complex software projects at a more practical cost.

SingleStore, previously known as MemSQL, is a highly scalable and distributed SQL database that can operate in any environment. It is designed to provide exceptional performance for both transactional and analytical tasks while utilizing well-known relational models. This database supports continuous data ingestion, enabling operational analytics critical for frontline business activities. With the capacity to handle millions of events each second, SingleStore ensures ACID transactions and allows for the simultaneous analysis of vast amounts of data across various formats, including relational SQL, JSON, geospatial, and full-text search. It excels in data ingestion performance at scale and incorporates built-in batch loading alongside real-time data pipelines. Leveraging ANSI SQL, SingleStore offers rapid query responses for both current and historical data, facilitating ad hoc analysis through business intelligence tools. Additionally, it empowers users to execute machine learning algorithms for immediate scoring and conduct geoanalytic queries in real-time, thereby enhancing decision-making processes. Furthermore, its versatility makes it a strong choice for organizations looking to derive insights from diverse data types efficiently.

Azure DevOps is a powerful, end-to-end software development platform designed to help teams deliver value faster by providing agile planning, collaborative coding, automated testing, and continuous deployment capabilities. The platform includes Azure Boards for managing work items with customizable Kanban boards and backlogs, Azure Pipelines to automate builds and deployments across any language or cloud, and Azure Repos offering unlimited private Git repositories. Integration with GitHub Copilot further accelerates coding and testing by using AI to suggest and generate code snippets. Azure Test Plans enable manual and exploratory testing to ensure high-quality software releases. Security is deeply embedded across the platform with over 100 compliance certifications and dedicated security experts. Additionally, Azure DevOps supports managed DevOps agent pools to optimize cost and performance. Major enterprises worldwide rely on Azure DevOps to streamline workflows and scale development efforts. The platform is flexible, scalable, and built to support innovation while keeping development secure.

IBM Instana sets the benchmark for incident prevention, offering comprehensive full-stack visibility with one-second precision and a notification time of just three seconds. In the current landscape of rapidly evolving and intricate cloud infrastructures, the financial repercussions of an hour of downtime can soar into the six-figure range or more. Conventional application performance monitoring (APM) tools often fall short, lacking the speed and depth required to effectively address and contextualize technical issues, and they usually necessitate extensive training for super users before they can be utilized effectively. In contrast, IBM Instana Observability transcends the limitations of standard APM tools by making observability accessible to a wider audience, enabling individuals from DevOps, SRE, platform engineering, ITOps, and development teams to obtain the necessary data and context without barriers. The Instana Dynamic APM functions through a specialized agent architecture, utilizing sensors—automated, lightweight programs specifically designed to monitor particular entities and ensure optimal performance. As a result, organizations can respond to incidents proactively and maintain a higher level of service continuity.

Streamline your builds and deployments using Pipelines, allowing you to focus more on creativity rather than technical details. Access cloud-hosted pipelines for various operating systems, including Linux, macOS, and Windows. Develop applications for web, desktop, and mobile platforms effortlessly. You can deploy your work to any cloud service or on-premises environment as needed. Support is available for building, testing, and deploying applications in languages such as Node.js, Python, Java, PHP, Ruby, C/C++, .NET, Android, and iOS. Execute tasks in parallel across Linux, macOS, and Windows systems seamlessly. It’s simple to build and push images to container registries like Docker Hub and Azure Container Registry, and you can deploy these containers to specific hosts or Kubernetes clusters. Additionally, you can explore a diverse array of community-created tasks for building, testing, and deploying, along with numerous extensions from platforms like Slack to SonarCloud. Ensure continuous delivery (CD) of your software to any cloud environment, including Azure, AWS, and GCP, while also visualizing deployment across multiple interdependent stages for better management. This approach not only enhances productivity but also fosters innovation within your development processes.

Akamai Cloud (previously known as Linode) provides a next-generation distributed cloud platform built for performance, portability, and scalability. It allows developers to deploy and manage cloud-native applications globally through a robust suite of services including Essential Compute, Managed Databases, Kubernetes Engine, and Object Storage. Designed to lower cloud spend, Akamai offers flat pricing, predictable billing, and reduced egress costs without compromising on power or flexibility. Businesses can access GPU-accelerated instances to drive AI, ML, and media workloads with unmatched efficiency. Its edge-first infrastructure ensures ultra-low latency, enabling applications to deliver exceptional user experiences across continents. Akamai Cloud’s architecture emphasizes portability—helping organizations avoid vendor lock-in by supporting open technologies and multi-cloud interoperability. Comprehensive support and developer-focused tools simplify migration, application optimization, and scaling. Whether for startups or enterprises, Akamai Cloud delivers global reach and superior performance for modern workloads.

Trusted by the world’s largest organizations, Veeam Kasten delivers secure, Kubernetes-native data protection and application mobility for the most complete set of distributions and platforms at enterprise scale. We give operations and application teams the confidence to withstand the unexpected and deliver faster, all without complex scripting, unsupported tools, and legacy solutions.

Alongside our dedicated Mac hardware infrastructure, we provide three adaptable and scalable solutions for virtualizing macOS in the cloud. Our developer-centric platform leverages Kubernetes for effortless scalability. We offer virtualization that is tailored specifically for macOS, operating natively on Apple machines. Additionally, we present an industry-standard virtualization option boasting a comprehensive array of enterprise functionalities. Our team of sales engineers specializes in assisting organizations in selecting and configuring the ideal virtualized Mac cloud tailored to their specific needs. Orka efficiently orchestrates macOS within a cloud framework utilizing Kubernetes technology on authentic Apple hardware. It is meticulously crafted for Mac environments while also incorporating conventional cloud orchestration tools, enabling Apple OS development teams to harness container technology features akin to those used for non-Apple applications. Users of Orka benefit from a software-driven, dependable, and high-performance experience using genuine Apple hardware. Anka, on the other hand, is designed explicitly for Mac, employing the official macOS Hypervisor.framework alongside external registry and controller nodes to enhance its efficiency and functionality. This combination of solutions ensures that teams can maximize their productivity while working in a virtualized macOS environment.

Jit's DevSecOps Orchestration Platform allows high-velocity Engineering teams to own product security while increasing dev velocity. With a unified and friendly developer experience, we envision a world where every cloud application is born with Minimal Viable Security (MVS) embedded and iteratively improves by adding Continuous Security into CI/CD/CS.

Utilize the innovative FakeYou deep fake technology to emulate the voices of your beloved characters. We're developing FakeYou as a key part of an extensive suite of creative and production tools. Your imagination has always had the ability to envision words spoken in various voices, and this showcases the impressive advancements in computing. In the future, technology may evolve to manifest the vivid scenarios of your aspirations and dreams. There has never been a more opportune moment in history to express creativity than now, as the tools for voice cloning are readily accessible. The voices featured here are crafted by a collaborative community of contributors, making this a collective effort. Numerous platforms are offering similar capabilities, and many individuals are achieving these results independently within their own homes. A plethora of examples can be found across YouTube and social media platforms, showcasing the widespread interest in this technology. Additionally, if you're a talented voice actor or musician, we are actively seeking skilled performers to assist us in developing commercially viable AI voices. This collaboration not only enhances our offerings but also creates new opportunities for artists in the evolving landscape of media.

Embracing data-centric AI has become remarkably straightforward thanks to advancements in automated data quality profiling and synthetic data creation. Our solutions enable data scientists to harness the complete power of their data. YData Fabric allows users to effortlessly navigate and oversee their data resources, providing synthetic data for rapid access and pipelines that support iterative and scalable processes. With enhanced data quality, organizations can deliver more dependable models on a larger scale. Streamline your exploratory data analysis by automating data profiling for quick insights. Connecting to your datasets is a breeze via a user-friendly and customizable interface. Generate synthetic data that accurately reflects the statistical characteristics and behaviors of actual datasets. Safeguard your sensitive information, enhance your datasets, and boost model efficiency by substituting real data with synthetic alternatives or enriching existing datasets. Moreover, refine and optimize workflows through effective pipelines by consuming, cleaning, transforming, and enhancing data quality to elevate the performance of machine learning models. This comprehensive approach not only improves operational efficiency but also fosters innovative solutions in data management.

Unlock the potential of worldwide GPU resources at the click of a button. Gain immediate and unrestricted access to an extensive network of GPUs and CPUs without the need for intermediaries. By utilizing this service, you can drastically reduce your expenses for GPU computing in comparison to leading public cloud providers or investing in personal servers. Interact with the io.net cloud, tailor your options, and implement your setup in mere seconds. You also have the flexibility to receive a refund whenever you decide to close your cluster, ensuring a balance between cost and performance at all times. Transform your GPU into a profitable asset through io.net, where our user-friendly platform enables you to rent out your GPU effortlessly. This approach is not only lucrative but also clear and straightforward. Become a member of the largest GPU cluster network globally and enjoy exceptional returns on your investments. You will earn considerably more from your GPU computing than from top-tier crypto mining pools, with the added benefit of knowing your earnings upfront and receiving payments promptly upon job completion. The greater your investment in your infrastructure, the more substantial your returns are likely to be, creating a cycle of reinvestment and profitability.

Say goodbye to intricate log management setups and effortlessly retrieve log information from Docker containers, Kubernetes, and remote log files via SSH. With Retrospective, tedious search and monitoring tasks are transformed into a matter of mere minutes, utilizing just your laptop without the need for log collector agents or additional software. This tool allows you to efficiently search and oversee extensive collections of log files from both local and remote origins, ensuring that your servers remain unburdened. You can navigate your files through Retrospective’s sophisticated features to delve into your search and monitoring outcomes. Keep an eye on container log data while easily identifying points of interest within your local container logs using the intuitive search criteria composer. Furthermore, Retrospective provides a consolidated view of your entire setup, accommodating multiple containers operating simultaneously within your Docker environment. The organized data can also be exported in various formats for compatibility with other analytical tools, making it a versatile asset for log management. This streamlined approach not only saves time but also enhances your overall operational efficiency.

DeepSeek-R1 is a cutting-edge open-source reasoning model created by DeepSeek, aimed at competing with OpenAI's Model o1. It is readily available through web, app, and API interfaces, showcasing its proficiency in challenging tasks such as mathematics and coding, and achieving impressive results on assessments like the American Invitational Mathematics Examination (AIME) and MATH. Utilizing a mixture of experts (MoE) architecture, this model boasts a remarkable total of 671 billion parameters, with 37 billion parameters activated for each token, which allows for both efficient and precise reasoning abilities. As a part of DeepSeek's dedication to the progression of artificial general intelligence (AGI), the model underscores the importance of open-source innovation in this field. Furthermore, its advanced capabilities may significantly impact how we approach complex problem-solving in various domains.

The Virtuozzo platform is designed and built as a solution for running your own cloud business. It enables cloud hosting service providers to transform their business to differentiate among competitors by offering heterogeneous infrastructure platform, full-featured DevOps PaaS, containers hosting, a wide variety of packaged clusters (like Magento, WordPress, Kubernetes, replicated SQL and NoSQL databases, etc) and auto-scalable Elastic VPS to their customers. Also, we deliver the required tools to manage the platform, support customers, and monitor ROI growth. Virtuozzo is an industry pioneer who developed the first commercially available container technology 21 years ago. Our technology is used in over one million virtual environments, and we have accumulated over 100 patents to date. Virtuozzo is a large contributor to numerous open-source projects including KVM, Docker, OpenStack, OpenVZ, CRIU and the Linux kernel. These innovations have led to us having a commanding, about 40% market share in VPS hosting globally.

Dedicated Infrastructure Managed Hosting Services. Experience single-tenant hosting that maximizes performance and ensures high uptime. By selecting Rackspace Managed Hosting solutions, you not only benefit from a team of specialists from a top-tier managed hosting provider overseeing your infrastructure but also enjoy improved performance, increased control, and fortified security that make single-tenant dedicated hosting environments perfect for mission-critical and I/O-intensive applications, all supported by round-the-clock assistance. While everyone desires seamless IT operations, the truth is that your IT team's efficiency often suffers due to excessive time spent on routine maintenance, vendor management, and everyday tasks. With our vast experience as a managed dedicated hosting provider, we will assist you in executing crucial activities that you either cannot or choose not to handle, ultimately maximizing the return on your IT investment. This collaboration enables your IT team to focus on strategic initiatives rather than getting bogged down in operational challenges.

Establish, safeguard, manage, and monitor your services seamlessly. With Istio's traffic management capabilities, you can effortlessly dictate the flow of traffic and API interactions between various services. Furthermore, Istio streamlines the setup of service-level configurations such as circuit breakers, timeouts, and retries, facilitating essential processes like A/B testing, canary deployments, and staged rollouts through traffic distribution based on percentages. It also includes built-in recovery mechanisms to enhance the resilience of your application against potential failures from dependent services or network issues. The security aspect of Istio delivers a thorough solution to address these challenges, and this guide outlines how you can leverage Istio's security functionalities to protect your services across different environments. In particular, Istio security effectively addresses both internal and external risks to your data, endpoints, communications, and overall platform security. Additionally, Istio continuously generates extensive telemetry data for all service interactions within a mesh, enabling better insights and monitoring capabilities. This robust telemetry is crucial for maintaining optimal service performance and security.

IBM DevOps Deploy, previously known as IBM UrbanCode Deploy, is an application-release platform that enables the continuous delivery of applications to various environments by integrating deployment automation with extensive visibility, traceability, and auditing features. It enhances the frequency of software releases through automated and repeatable deployment processes that span development, testing, and production phases. The solution streamlines the deployment of multichannel applications, ensuring consistency and repeatability across both on-premises and cloud environments. By utilizing a centralized server, organizations can efficiently manage thousands of endpoints across multiple clouds, data centers, or mainframes. The platform increases robustness and simplifies the design of processes through established integrations with a wide array of tools and technologies, such as Jira, Jenkins, Kubernetes, Microsoft, ServiceNow, and WebSphere, ultimately fostering a more agile development environment. This comprehensive approach not only accelerates delivery but also enhances overall operational efficiency.

DDI automation is designed to assist enterprises and service providers in swiftly launching services, preventing outages, and facilitating a smooth transition to cloud transformation. With a scalable DDI architecture, organizations can effectively address surges, cloud requirements, and automation challenges. This architecture not only offers superior performance but also ensures a more favorable total cost of ownership, enabling businesses to expand both horizontally and vertically. By utilizing our advanced fault prevention solutions, mission-critical networks can be safeguarded against ransomware, phishing, botnet attacks, malware, and spyware, effectively mitigating security breaches. TCPWave stands out by providing both speed and security to fulfill the demands of modern, secure network infrastructures. Unlike typical IPAM software, TCPWave is highly scalable and can adapt to evolving needs. It is unwise to attempt retrofitting a two-decade-old legacy system to meet the contemporary requirements of DevOps and CloudOps. The innovative TCPWave DDI, equipped with over 1500 REST APIs, is specifically crafted to cater to the needs of today’s enterprises right out of the box, ensuring they can thrive in a rapidly changing digital landscape. This comprehensive solution not only enhances operational efficiency but also positions organizations to be resilient against emerging cyber threats.

CIQ empowers people to do amazing things by providing innovative and stable software infrastructure solutions for all computing needs. From the base operating system, through containers, orchestration, provisioning, computing, and cloud applications, CIQ works with every part of the technology stack to drive solutions for customers and communities with stable, scalable, secure production environments. CIQ is the founding support and services partner of Rocky Linux, and the creator of the next generation federated computing stack.

CloudDefense.AI stands out as a premier multi-layered Cloud Native Application Protection Platform (CNAPP), expertly designed to protect your cloud assets and cloud-native applications with exceptional skill, accuracy, and assurance. Enhance your code-to-cloud journey with the superior capabilities of our top-tier CNAPP, which provides unparalleled security measures to maintain the integrity and confidentiality of your business's data. Our platform encompasses a wide range of features, including sophisticated threat detection, continuous monitoring, and swift incident response, ensuring comprehensive protection that empowers you to tackle today's intricate security hurdles with ease. By seamlessly integrating with your cloud and Kubernetes environments, our innovative CNAPP performs rapid infrastructure scans and generates detailed vulnerability assessments in just minutes, eliminating the need for additional resources or maintenance concerns. We take care of everything, from addressing vulnerabilities to ensuring compliance across multiple cloud platforms, protecting workloads, and securing containerized applications, so you can focus on growing your business without worrying about security breaches. With CloudDefense.AI, you can rest assured that your cloud ecosystem is fortified against potential threats.

Rapidly examine all escalated alerts with unmatched thoroughness and efficiency, transforming the approach of Security Operations and Incident Response teams towards the investigation of cyber threats. In our increasingly intricate and dynamic hybrid environment, it is essential to have a reliable investigation platform that consistently provides crucial insights. Cado Security equips teams with exceptional data acquisition capabilities, a wealth of contextual information, and remarkable speed. The Cado Platform streamlines the process by delivering automated, comprehensive data, which eliminates the need for teams to rush around in search of essential information, thereby facilitating quicker resolutions and enhancing collaborative efforts. Given the transient nature of certain data, prompt action is critical, and the Cado Platform stands out as the only solution that offers automated full forensic captures alongside immediate triage collection techniques, seamlessly acquiring data from cloud-based resources such as containers, SaaS applications, and on-premise endpoints. This enables teams to stay ahead in the face of ever-evolving cybersecurity challenges.

Cloudaware is a SaaS-based cloud management platform designed for enterprises that deploy workloads across multiple cloud providers and on-premises. Cloudaware offers such modules as CMDB, Change Management, Cost Management, Compliance Engine, Vulnerability Scanning, Intrusion Detection, Patching, Log Management, and Backup. In addition, the platform integrates with ServiceNow, New Relic, JIRA, Chef, Puppet, Ansible, and 50+ other products. Customers deploy Cloudaware to streamline their cloud-agnostic IT management processes, spending, compliance and security.

DataDome protects businesses from cyberfraud and bot attacks in real time, securing digital experiences across websites, mobile apps, ads, and APIs. Named a Leader in the Forrester Wave for Bot Management, DataDome is powered by AI that analyzes 5 trillion signals daily, delivering unmatched protection without compromising performance. Its Cyberfraud Protection Platform seamlessly integrates into any tech stack, offering record-fast time to value. Fully automated, it detects and blocks every malicious click, signup, and account login. Backed by a global team of advanced threat researchers and 24/7 SOC support, DataDome stops over 350 billion attacks annually. Experience protection that outperforms, every time. DataDome offers transparent insights, easy deployment, and 50+ integrations. The solution adds no latency to protected end-points, responding to each request in under 2 milliseconds thanks to 30+ regional PoPs and autoscaling technology. DataDome is frictionless for consumers while providing optimal protection and offers the only secure, user-friendly, and privacy-compliant CAPTCHA and Device Check, the first invisible alternative.

Semaphore stands out as the only CI/CD platform that offers robust, ready-to-use support specifically designed for monorepo projects. With the Visual Pipeline Builder, every team member can engage in the CI/CD process seamlessly, eliminating the need for undocumented, manual build configurations. Say farewell to uncertainty and welcome a dependable continuous delivery experience! As the fastest CI/CD service available, Semaphore empowers you to advance your projects significantly, offering adaptable pricing structures without any hidden user fees. Experience a streamlined approach without the clutter of unnecessary tools. With meticulously crafted environments tailored for each technology stack, Semaphore enables teams to efficiently build, test, and deploy applications. Rather than leaving you to navigate the complexities of CI/CD alone, we pledge our unwavering support throughout your journey, backed by a proven history of success. And with our dedication, you can trust that you are in capable hands at every turn.