DVC Studio

DVC Studio is a collaboration tool for machine learning teams. It provides seamless data and model management, experiment tracking, visualization, and automation. DVC Studio is built for ML researchers, practitioners, and managers. It enables model organization and discovery across all ML projects and manages model lifecycle with Git, unifying ML projects with the best DevOps practices. DVC Studio also provides ML experiment tracking, visualization, collaboration, and automation using Git. It applies software engineering and DevOps best-practices to automate ML bookkeeping and model training, enabling easy collaboration and faster iterations.

DVC is an open-source platform for managing machine learning data and experiments. It provides a unified interface for working with data from various sources, including local files, cloud storage, and databases. DVC also includes tools for versioning data and experiments, tracking metrics, and automating compute resources. DVC is designed to make it easy for data scientists and machine learning engineers to collaborate on projects and share their work with others.

Valohai is a scalable MLOps platform that enables Continuous Integration/Continuous Deployment (CI/CD) for machine learning and pipeline automation on-premises and across various cloud environments. It helps streamline complex machine learning workflows by offering framework-agnostic ML capabilities, automatic versioning with complete lineage of ML experiments, hybrid and multi-cloud support, scalability and performance optimization, streamlined collaboration among data scientists, IT, and business units, and smart orchestration of ML workloads on any infrastructure. Valohai also provides a knowledge repository for storing and sharing the entire model lifecycle, facilitating cross-functional collaboration, and allowing developers to build with total freedom using any libraries or frameworks.

Comet ML is an extensible, fully customizable machine learning platform that aims to move ML forward by supporting productivity, reproducibility, and collaboration. It integrates with existing infrastructure and tools to manage, visualize, and optimize models from training runs to production monitoring. Users can track and compare training runs, create a model registry, and monitor models in production all in one platform. Comet's platform can be run on any infrastructure, enabling users to reshape their ML workflow and bring their existing software and data stack.

GiteAI is an AI-powered tool designed to enhance collaboration and productivity for software development teams. It leverages machine learning algorithms to automate code reviews, identify bugs, and suggest improvements in real-time. With GiteAI, developers can streamline their workflow, reduce manual efforts, and ensure code quality. The platform integrates seamlessly with popular version control systems like GitHub, GitLab, and Bitbucket, providing actionable insights and analytics to drive continuous improvement.

PredictModel is an AI tool that specializes in creating custom Machine Learning models tailored to meet unique requirements. The platform offers a comprehensive three-step process, including generating synthetic data, training ML models, and deploying them to AWS. PredictModel helps businesses streamline processes, improve customer segmentation, enhance client interaction, and boost overall business performance. The tool maximizes accuracy through customized synthetic data generation and saves time and money by providing expert ML engineers. With a focus on automated lead prioritization, fraud detection, cost optimization, and planning, PredictModel aims to stay ahead of the curve in the ML industry.

PoplarML is a platform that enables the deployment of production-ready, scalable ML systems with minimal engineering effort. It offers one-click deploys, real-time inference, and framework agnostic support. With PoplarML, users can seamlessly deploy ML models using a CLI tool to a fleet of GPUs and invoke their models through a REST API endpoint. The platform supports Tensorflow, Pytorch, and JAX models.

DataMesh is an AI-driven platform that empowers frontline workers with digital twin and XR technologies. It offers a range of solutions for industrial digital twin creation, real-time monitoring, training and guidance, workflow digitization, equipment performance tracking, facility management, and more. By leveraging data analytics, knowledge graphs, machine learning, and advanced visualization technologies, DataMesh enables organizations to streamline operations, optimize processes, and make data-driven decisions.

Lancey is an asynchronous AI coding platform designed for teams, enabling seamless collaboration and control over coding tasks. It offers shared visibility, background agents, and automated bug identification with high accuracy. Lancey integrates with popular tools like GitHub, Jira, Linear, and Slack, streamlining the coding process and ensuring code quality. With a human-in-the-loop approach, users maintain full oversight of code changes before merging. The platform aims to enhance team productivity and code quality through AI-driven automation.

Process Street is a powerful checklist, workflow, and SOP software that is designed to streamline and automate business processes. It offers a wide range of features such as workflows, projects, data sets, forms, and pages to help organizations organize and manage their operations efficiently. With AI capabilities, Process Street can transform manual processes, boost productivity, and empower decision-making with analytics. The platform also provides integrations with various tools for maximum efficiency.

Striveworks is an AI application that offers a Machine Learning Operations Platform designed to help organizations build, deploy, maintain, monitor, and audit machine learning models efficiently. It provides features such as rapid model deployment, data and model auditability, low-code interface, flexible deployment options, and operationalizing AI data science with real returns. Striveworks aims to accelerate the ML lifecycle, save time and money in model creation, and enable non-experts to leverage AI for data-driven decisions.

DataRobot is an AI tool that provides product documentation for users. It offers a comprehensive platform for leveraging AI and machine learning to automate and optimize various processes. With DataRobot, users can build, deploy, and manage machine learning models efficiently, enabling data-driven decision-making across different industries.

Datacog is an AI application that offers a comprehensive solution for efficient data warehouse management, application integration, and machine learning. It enables organizations to leverage the complete capabilities of their data assets through intuitive data organization and model training features. With zero configuration, instant deployment, scalability, and real-time monitoring, Datacog simplifies model training and streamlines decision-making. Join the ranks of industry leaders who have harnessed the power of organized data and automation with Datacog.

SS&C Blue Prism is an intelligent automation platform that offers a comprehensive suite of tools for automating business processes. It leverages AI and machine learning to accelerate automation journeys, make human-like decisions, and extract data accurately from documents. The platform enables human and digital worker collaboration, accelerates straight-through processing, and integrates process automations rapidly. SS&C Blue Prism is designed to help organizations optimize operations, improve productivity, and enhance customer experiences through intelligent automation solutions.

Smace is an AI-powered SaaS platform designed to enhance process implementation efficiency. It offers features such as enhanced process collaboration, automated workflows and integration, streamlined task management, and data-driven decision support. Smace aims to bridge the gap between process design and execution, promoting team efficiency, streamlined collaboration, and advanced integration.

Shopstory is an AI automation tool designed for marketing teams and agencies to automate, optimize, and save time in building scalable processes. It offers a versatile flow builder, Excel-like formulas, and AI actions to generate content and extract structured data. With over 2,600 integrations and efficient flow management, Shopstory helps users automate at scale and drive results across all clients. The tool provides dedicated onboarding and support, pre-built automations, and guided setups for quick implementation.

DVC Studio is a collaboration tool for machine learning teams. It provides seamless data and model management, experiment tracking, visualization, and automation. DVC Studio is built for ML researchers, practitioners, and managers. It enables model organization and discovery across all ML projects and manages model lifecycle with Git, unifying ML projects with the best DevOps practices. DVC Studio also provides ML experiment tracking, visualization, collaboration, and automation using Git. It applies software engineering and DevOps best-practices to automate ML bookkeeping and model training, enabling easy collaboration and faster iterations.

MemFlow.ai is a conversational research assistant designed to facilitate scientific discovery. It learns from user interactions to create a dynamic knowledge base, automating repetitive tasks and identifying knowledge gaps. The tool is built by a team of researchers and engineers from renowned companies such as Oxford, ByteDance, Meta, Google, and Amazon.

AFI Explorer is an AI-powered mobile application that allows users to easily access, search, and reference Air Force publications. The app provides instant access to a wide range of Air Force documents, making it convenient for Air Force personnel to stay up-to-date with the latest information. AFI Explorer is designed to streamline the process of finding and utilizing Air Force publications, saving users time and effort. The app is user-friendly and intuitive, making it a valuable tool for anyone in the Air Force community.

HP IQ is a platform developed by HP Development Company, L.P. to unleash human potential. The platform is designed to empower individuals and enterprises to maximize their capabilities and achieve their goals. HP IQ offers a range of tools and resources to support personal and professional growth, fostering innovation and collaboration. With a focus on enhancing human intelligence and performance, HP IQ aims to drive success and progress in various domains.

Framer is a design tool that allows users to create interactive prototypes for web and mobile applications. With Framer, designers can easily bring their ideas to life by adding animations, transitions, and interactions to their designs. The tool offers a wide range of features and customization options to help designers create engaging and user-friendly prototypes. Framer is popular among UI/UX designers and product teams for its intuitive interface and powerful design capabilities.

Outcast is an AI-powered platform that helps podcasters and content creators to easily create clips, notes, and posts from their episodes. With features like Prompt Packs, Audiogram Maker, Episode Transcript, Episode Chatbot, and AI Studio, Outcast streamlines the process of podcast creation and repurposing. It offers a 7-day free trial with 60 minutes of uploads, supports content imports from YouTube links, RSS feeds, and file uploads, and provides transcription in 17 languages. Outcast aims to enhance podcasters' workflow by automating tasks and facilitating collaboration among team members.

Simpliux.com is a website that offers a variety of tools and resources to help individuals and businesses simplify their daily tasks and improve productivity. The platform provides a user-friendly interface and a range of features designed to streamline processes and enhance efficiency. Whether you need project management tools, time tracking solutions, or collaboration features, Simpliux.com has you covered. With a focus on simplicity and effectiveness, the website aims to empower users to achieve more in less time.

RealtyGenius.AI is an AI-powered real estate assistant that revolutionizes document management in the real estate industry. It allows users to upload and organize documents seamlessly, chat with them as if they're human, and collaborate with their team effortlessly. With features like end-to-end encryption, interactive document interaction, easy sharing and collaboration, and clutter-free organization, RealtyGenius.AI enhances productivity and efficiency in real estate operations.

Toodle is a productivity tool designed to help individuals and teams manage tasks and projects efficiently. It offers a user-friendly interface with features such as task lists, project timelines, collaboration tools, and integrations with popular productivity apps. Toodle aims to streamline workflow processes and enhance productivity by providing a centralized platform for task management.

Superhuman is a highly productive email application that leverages AI technology to help users manage their emails efficiently. It offers features such as AI-powered email collaboration, automated email triage, follow-up reminders, team collaboration tools, and email automation. Superhuman aims to revolutionize the way people interact with emails by providing a faster, more responsive, and collaborative email experience. The application is designed to save users time, improve productivity, and enhance communication within teams.

Lychee is an all-in-one data platform designed to streamline the data workflow process, from data collection to analysis, visualization, and sharing. It offers powerful features such as instant graph generation, AI data analysis, website deployment, social media sharing, and team collaboration. Lychee aims to simplify complex data tasks and help users make faster progress in their data-related projects.

TailorTask.ai is an AI-powered platform that offers a seamless transition from Tailor, providing users with advanced task management capabilities. The platform leverages artificial intelligence to streamline task organization, enhance productivity, and improve overall efficiency. With TailorTask.ai, users can easily manage their tasks, set priorities, and collaborate with team members in a more efficient manner. The platform is designed to simplify task management processes and empower users to achieve their goals effectively.

TheBrain is an AI-powered digital memory product that helps users organize and connect their ideas, files, and life in a visual and intuitive way. It offers scalable, secure, and private cloud services, allowing users to sync data across devices with military-grade encryption. The application leverages AI for brainstorming, notes, and idea generation, providing users with new insights and efficient productivity tools. With features like visual collaboration for teams and powerful search capabilities, TheBrain aims to streamline information management and enhance productivity.

Buffer.com is a social media management platform that allows users to schedule posts, analyze performance, and engage with their audience across various social networks. With Buffer, users can streamline their social media marketing efforts by planning and publishing content in advance, monitoring analytics to track engagement, and collaborating with team members. The platform offers a user-friendly interface and integrates with popular social media platforms like Facebook, Twitter, LinkedIn, and Instagram.

Todo.is is an AI-powered task management and project organization application designed to enhance productivity and efficiency. It offers features such as AI-powered task generation, smart suggestions, and seamless collaboration tools. Users can interact with an AI assistant for instant support, convert text to speech, analyze images, and more. Todo.is is suitable for teams across various industries, providing a structured approach to task management and project organization.

GoblinTools is a website application that offers a unique todo list experience with additional features to help users manage their tasks efficiently. The tool allows users to break down tasks into smaller steps based on a spiciness level, categorize tasks with emojis, and perform common task actions like editing, removing, and adding subtasks. Users can also synchronize their todo list across devices securely using a unique username and password. GoblinTools aims to provide a user-friendly and customizable task management solution for individuals and teams.

ThinkTask is a project and team management tool that utilizes ChatGPT's capabilities to enhance productivity and streamline task management. It offers AI-generated reports and insights, AI usage tracking, Team Pulse for visualizing task types and status, Project Progress Table for monitoring project timelines and budgets, Task Insights for illustrating task interdependencies, and a comprehensive Overview for visualizing progress and managing dependencies. Additionally, ThinkTask features one-click auto-task creation with notes from ChatGPT, auto-tagging for task organization, and AI-suggested task assignments based on past experience and skills. It provides a unified workspace for notes, tasks, databases, collaboration, and customization.

Versational is an AI-powered work productivity tool that helps users automate note-taking, extract insights from conversations, and improve team collaboration. It offers features such as AI-powered meeting summaries, task management, CRM integration, and real-time transcription. Versational is designed to help users save time, improve productivity, and make better decisions.

Beemer is an AI-powered pitch deck generator that helps startups create professional presentations quickly and efficiently. With Beemer, you can create a complete Google Slides or PowerPoint presentation with just a brief description of your business. Beemer's sleek and minimalistic slide deck template is designed to impress, with a focus on your content. You can also collaborate with your team using the tools you already know and love, with easy export to Google Slides or PowerPoint for seamless presentation delivery.

FeedHive is an AI-powered social media management platform that helps businesses and content creators create, schedule, publish, and manage their social media content at scale. With FeedHive, users can visually plan and schedule their content, engage with their followers directly from the platform, and use AI to generate hashtags, predict post performance, and improve their content. FeedHive also offers a range of collaboration and approval features, making it easy for teams to work together on social media campaigns.

Publer is a social media management platform that allows you to collaborate, schedule, and analyze your posts on various platforms including Facebook, Instagram, TikTok, Twitter, Mastodon, LinkedIn, Pinterest, Google Business, YouTube, WordPress, and Telegram. It offers features such as AI Assist, calendar view, link in bio, workspaces, analytics, and integrations with cloud storage, Canva & VistaCreate, photo editor, RSS feeds, and browser extension.

Trello is a project management tool that helps teams organize and track their work. It is a visual tool that uses boards, lists, and cards to represent tasks and projects. Trello can be used for a variety of purposes, including project planning, task management, team collaboration, and customer relationship management. It is a cloud-based tool that can be accessed from any device with an internet connection. Trello is free to use for individuals and small teams, and there are paid plans available for larger teams and organizations.

TenderCrunch is an RFP response management software that helps businesses streamline their tenders and win more deals. It provides a centralized library to store and organize all the information needed to respond to RFPs, RFIs, DDQs, and security questionnaires. TenderCrunch also uses AI to help users find the right answer in seconds, collaborate with their team, and answer questions automatically. As a result, businesses can save time, improve the accuracy of their responses, and win more deals.

Speakflow is an online teleprompter that helps creators nail their takes and reduce recording time. It offers features such as voice-controlled scrolling, auto-save, revision history, AI-assisted writing, video recording, team collaboration, and device syncing. Speakflow is compatible with physical teleprompter hardware and works on PC, Mac, Android, and iOS without requiring downloads.

Rationale is a cutting-edge decision-making AI tool that leverages the power of the latest GPT technology and in-context learning. It is designed to assist users in making informed decisions by providing valuable insights and recommendations based on the data provided. With its advanced algorithms and machine learning capabilities, Rationale aims to streamline the decision-making process and enhance overall efficiency.

CHAI AI is a leading conversational AI platform that focuses on building AI solutions for quant traders. The platform has secured significant funding rounds to expand its computational capabilities and talent acquisition. CHAI AI offers a range of models and techniques, such as reinforcement learning with human feedback, model blending, and direct preference optimization, to enhance user engagement and retention. The platform aims to provide users with the ability to create their own ChatAIs and offers custom GPU orchestration for efficient inference. With a strong focus on user feedback and recognition, CHAI AI continues to innovate and improve its AI models to meet the demands of a growing user base.

Cambrian Copilot is an AI tool designed for researchers and engineers to stay up-to-date with the latest machine learning research. With the ability to search over 240,000 ML papers, the tool helps users discover new research, understand complex details, and automate literature reviews. It simplifies the process of keeping track of the rapid developments in the field of machine learning.

Nexus is a Business-led Enterprise AI Platform that empowers business teams to transform their workflows into autonomous agents in a matter of days. It offers a secure, reliable, and flexible solution that enables enterprises to deploy 100x faster without involving engineering teams. Nexus provides adaptive intelligence, dynamic planning, continuous learning, and technology-agnostic intelligent automation. It allows for universal deployment, works with existing tools, and grows with businesses without increasing headcount.

Mnemonic AI is an end-to-end marketing intelligence platform that helps businesses unify their data, understand their customers, and automate their growth. It connects disparate data sources to build AI-powered customer insights and streamline marketing processes. The platform offers features such as connecting marketing and sales apps, generating AI insights, and automating growth through BI-grade reports. Mnemonic AI is trusted by forward-thinking marketing teams to transform marketing intelligence and drive confident decisions.

Functime is an AI tool specializing in time-series machine learning at scale. It offers a comprehensive set of features and functions to assist users in forecasting and analyzing time-series data efficiently. With its user-friendly interface and detailed documentation, Functime is designed to cater to both beginners and experienced users in the field of machine learning. The tool provides scoring, ranking, and plotting functions to evaluate forecasts, along with an AI copilot feature for in-depth analysis of trends, seasonality, and causal factors. Functime also offers an API reference for seamless integration with other applications.

Promptmakr is an AI-powered platform that facilitates the buying and selling of AI prompts. It serves as a marketplace where users can discover, purchase, and sell prompts to enhance their AI projects. With a user-friendly interface and robust features, Promptmakr streamlines the process of accessing high-quality prompts for various applications, from chatbots to image recognition systems. The platform ensures secure transactions and fosters a community of AI enthusiasts and professionals.

StockGPT is an AI-powered financial research assistant that provides knowledge of earnings releases, financial reports, and fundamental information for S&P 500 and Nasdaq companies. It offers features like AI search, customizable filters, up-to-date data, and industry research to help users analyze companies and markets more efficiently.

DiscuroAI is an all-in-one platform designed for developers to easily build, test, and consume complex AI workflows. Users can define their workflows in a user-friendly interface and execute them with a single API call. The platform integrates with GPT-3, DALLE-2, and other OpenAI models, allowing users to chain prompts together in powerful ways and extract output in JSON format via API. DiscuroAI enables users to build and test complex self-transforming AI workflows and datasets, execute workflows with one API call, and monitor AI usage across workflows.

Pgrammer is an AI-powered platform designed to help users practice coding interview questions with hints and personalized learning experiences. Unlike traditional methods like LeetCode, Pgrammer offers a diverse set of questions for over 20 programming languages, real-time hints, and solution analysis to improve coding skills and knowledge. The platform uses AI, specifically GPT-4, to determine question difficulty levels and provide feedback on code submissions. Pgrammer aims to make coding interview preparation enjoyable and effective for both beginners and seasoned professionals.

Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and improve their coding workflow. By following a simple setup guide, users can start using the tool to enhance their coding experience and boost productivity. With features like code generation, auto-completion, and real-time suggestions, Google Colab Copilot is a valuable tool for developers looking to streamline their coding process.

Lobe is a free easy-to-use tool for Mac and PC that helps you train machine learning models and ship them to any platform you choose. It provides a user-friendly interface for training machine learning models without requiring extensive coding knowledge. Lobe supports various tasks related to machine learning, such as creating image-based datasets, working with Python toolsets, and deploying models on different platforms.

GitHub Buoyant is an AI-powered marine data aggregator tool that fetches marine conditions from NOAA via various free APIs. It provides wave conditions, wind data, tide levels, and water temperature for coastal areas in the US. The tool offers a comprehensive marine report with detailed information on waves, wind, tides, water temperature, and weather forecasts. It includes a library for developers to integrate marine data into their own code and covers US mainland coastal waters, Great Lakes, Hawaii, Alaska, Puerto Rico, USVI, and Guam. The tool handles NOAA's data quirks and provides insights into the technical aspects of data processing and validation.

Weaviate is an AI-native database that developers love. It offers a feature-rich vector database trusted by AI innovators, empowering AI-native builders to create AI-powered search, retrieval augmented generation, and agentic AI applications. Weaviate simplifies the process of building production-ready AI applications by providing seamless model integration, pre-built database agents, and language-agnostic SDKs for easy development. With billion-scale architecture and enterprise-ready deployment options, Weaviate enables developers to scale seamlessly, deploy anywhere, and meet enterprise requirements. The platform is designed to help AI builders write less custom code, optimize costs, and build AI-native apps faster.

Microsoft Azure is a cloud computing service that offers a wide range of products and solutions for businesses and developers. It provides tools for AI, machine learning, databases, analytics, compute, containers, hybrid cloud, and more. Azure enables users to build, deploy, and scale AI-powered applications and agents faster, with a focus on data security and flexibility. The platform offers a pay-as-you-go model and a free trial period of up to 30 days, with no upfront commitment required. Azure aims to empower businesses to innovate and modernize their applications and infrastructure in a secure and scalable environment.

Questflow is an AI agent economy platform that enables users to automate tasks, turn user feedback into action, and build AI agent teams for various workflows. It offers a developer platform to design and deploy AI swarms, empowering teams and innovators worldwide. Questflow aims to create a multi-agent economy on-chain, connecting AI agents to all apps and allowing users to customize AI agent-powered applications. With features like autonomous task completion, on-chain incentives for builders, and tokenization of AI agents, Questflow provides a composable solution for orchestrating AI agents to work together seamlessly.

Qualifyed is an AI predictive audiences and lead scoring platform designed to help businesses optimize their advertising efforts by targeting people with the highest probability to become customers. The platform uses industry-leading machine learning systems to continuously inspect and score leads, ultimately decreasing customer acquisition costs, increasing online conversions, and improving sales team efficiency. Qualifyed offers a streamlined process of data ingestion, machine learning modeling, advertising optimization, and media execution to reach ideal customers effectively.

Chessvision.ai is an AI-powered eBook reader designed to enhance the study of chess eBooks. It utilizes Artificial Intelligence and Computer Vision to make chess books interactive, allowing users to analyze positions, add comments, search online databases, watch YouTube videos, and analyze with an engine. The application has gained popularity among chess players of all levels for its innovative approach to studying and improving chess skills.

Vectara is a conversational search demo application that provides users with the ability to interact with a search engine using natural language. The application allows users to ask questions and receive relevant search results in a conversational manner. Vectara leverages AI technology to understand user queries and provide accurate responses, making the search process more intuitive and user-friendly.

Susterra is an advanced analytics platform for Public Finance stakeholders, aiming to catalyze urban development by providing powerful insights. The platform integrates leading practices from academia, utilizes public data for creating relevant insights, and leverages technology innovations like ML and AI. Susterra offers solutions such as TerraScore, TerraVision, TerraView, and Impact IQ, enabling evaluation of public benefit programs in various sectors. The platform also provides data visualization tools and is powered by Google Cloud, offering state-of-the-art analytics for smart decision-making in the Municipal Bond Market and Smart Cities development.

Collective[i] is an AI-powered platform that helps businesses optimize their operations by leveraging data and AI technology. The platform offers solutions for sales forecasting, data cleansing, insights generation, and community building. Collective[i] focuses on revenue optimization, productivity improvement, and growth through AI-driven decision-making processes. The platform is designed to provide enterprise-level security and privacy to ensure the confidentiality and integrity of business information.

The AI SDK is a free open-source library designed to empower developers to build AI-powered products. Developed by the creators of Next.js, it offers a unified Provider API that allows users to easily switch between AI providers by changing a single line of code. With features like generative UI, framework-agnostic compatibility, and streaming AI responses, the AI SDK simplifies the process of integrating AI capabilities into applications. Trusted by prominent builders like OpenAI and Hugging Face, the AI SDK has received praise for its ease of use, speed of development, and comprehensive documentation.

DecodeAI is an experimental concept for an automatic blog about AI, generated by AI and curated by humans. The blog mainly focuses on AI-related GitHub open source repositories but is not limited to that. It offers insights, updates, and discussions on various AI topics to keep readers informed and engaged.

Ojamu is an AI and Blockchain-powered platform that empowers brands to reach their marketing goals in the Web 3.0 economy. It provides data-driven predictions, real-time insights, and automated solutions for organic product marketing across digital channels. Ojamu's AI Product Suite includes Alphie, an advanced AI-driven 'Alpha Finder', and the Ojamu Intelligence Platform (OIP) that securely accesses industry data from leading blockchain protocols. The platform helps brands optimize decision-making, analyze data clusters, and unlock new opportunities in the Web3 realm.