NVIDIA

NVIDIA is a world leader in artificial intelligence computing. The company's products and services are used by businesses and governments around the world to develop and deploy AI applications. NVIDIA's AI platform includes hardware, software, and tools that make it easy to build and train AI models. The company also offers a range of cloud-based AI services that make it easy to deploy and manage AI applications. NVIDIA's AI platform is used in a wide variety of industries, including healthcare, manufacturing, retail, and transportation. The company's AI technology is helping to improve the efficiency and accuracy of a wide range of tasks, from medical diagnosis to product design.

Veritone is a leading provider of artificial intelligence (AI) solutions for businesses. Its flagship product, aiWARE, is an enterprise AI platform that provides access to hundreds of cognitive engines through one common software infrastructure. Veritone's AI solutions are used by businesses in a variety of industries, including media and entertainment, recruitment, government, legal and compliance, and sports. Veritone's mission is to augment the human workforce by transforming use-case concepts into tangible, industry-leading applications and solutions.

H2O.ai is a leading platform that offers a convergence of the world's best predictive and generative AI solutions for private and protected data. The platform provides a wide range of AI agents, digital assistants, business insights, predictive AI tools, and solutions for model builders, data scientists, and enterprise developers. H2O.ai is known for its innovative AI technologies that empower organizations to accelerate model development, train custom models, and manage the full ML lifecycle. With a focus on privacy and security, H2O.ai is trusted by banks, telcos, and government agencies worldwide.

Gradient Insight is a data science consulting and AI solutions provider. They offer a range of services including generative AI development, machine learning, computer vision, robotics and automation, AI strategy and roadmap, and data analytics. Their team of expert data scientists helps businesses to de-risk their investment in AI and to overcome barriers to engineering innovation. Gradient Insight has worked with clients such as Opitas, a fintech company, and the UK MOD. They offer a smooth and efficient process from consultation to delivery, and ongoing support and improvement.

Google AI is a research and development laboratory focused on advancing the state-of-the-art in artificial intelligence. The company's mission is to develop AI that is beneficial to humanity, and its research focuses on a wide range of topics, including machine learning, computer vision, natural language processing, and robotics. Google AI has developed a number of products and services that use AI, including the Google Assistant, Google Translate, and Gmail's spam filter. The company is also working on developing new AI applications for healthcare, transportation, and other industries.

Cerebium is a serverless AI infrastructure platform that allows teams to build, test, and deploy AI applications quickly and efficiently. With a focus on speed, performance, and cost optimization, Cerebium offers a range of features and tools to simplify the development and deployment of AI projects. The platform ensures high reliability, security, and compliance while providing real-time logging, cost tracking, and observability tools. Cerebium also offers GPU variety and effortless autoscaling to meet the diverse needs of developers and businesses.

Pezzo is an open-source platform that enables developers to build, test, monitor, and ship AI features quickly and efficiently. It provides a range of powerful features to streamline the workflow, including prompt management, observability, troubleshooting, and collaboration tools. With Pezzo, teams can deliver impactful AI features in sync and optimize for cost and performance.

fxis.ai is an AI company that specializes in developing cutting-edge artificial intelligence tools and applications. With a focus on innovation and technology, fxis.ai aims to provide advanced solutions to various industries, including healthcare, finance, and marketing. The company's expertise lies in machine learning, natural language processing, and computer vision, enabling them to create intelligent systems that can automate tasks, analyze data, and improve decision-making processes. By leveraging the power of AI, fxis.ai helps businesses enhance efficiency, productivity, and competitiveness in today's digital age.

Hyperscience is a leading enterprise AI platform that provides hyperautomation solutions for businesses. Its platform enables organizations to automate complex business processes with high accuracy and efficiency. Hyperscience offers a range of solutions across various industries and processes, leveraging technologies such as intelligent document processing, machine learning, and natural language processing. The platform is designed to help businesses transform their operations, improve decision-making, and gain a competitive advantage.

Fathom5 is a company that specializes in the intersection of AI and industrial systems. They offer a range of products and services to help customers build the industrial systems of the future. Their solutions are focused on critical infrastructure, making it more resilient, flexible, and efficient.

Voxel51 is an AI tool that provides open-source computer vision tools for machine learning. It offers solutions for various industries such as agriculture, aviation, driving, healthcare, manufacturing, retail, robotics, and security. Voxel51's main product, FiftyOne, helps users explore, visualize, and curate visual data to improve model performance and accelerate the development of visual AI applications. The platform is trusted by thousands of users and companies, offering both open-source and enterprise-ready solutions to manage and refine data and models for visual AI.

OpenCV.ai is a leading provider of computer vision software and services. The company's team of experts has extensive experience in developing optimized large-scale computer vision solutions. OpenCV.ai's expertise is helping businesses grow in a variety of industries, including medicine, manufacturing, and retail. The company's solutions are used by startups and Fortune 500 companies alike.

UpTrain is a full-stack LLMOps platform designed to help users confidently scale AI by providing a comprehensive solution for all production needs, from evaluation to experimentation to improvement. It offers diverse evaluations, automated regression testing, enriched datasets, and innovative techniques to generate high-quality scores. UpTrain is built for developers, compliant to data governance needs, cost-efficient, remarkably reliable, and open-source. It provides precision metrics, task understanding, safeguard systems, and covers a wide range of language features and quality aspects. The platform is suitable for developers, product managers, and business leaders looking to enhance their LLM applications.

Vondy is a cutting-edge platform that empowers users to harness the transformative power of artificial intelligence (AI) through a suite of innovative applications. Our mission is to make AI accessible and user-friendly, enabling individuals and businesses to leverage its capabilities to streamline processes, enhance decision-making, and drive growth. With Vondy, you can unlock the potential of AI without the need for extensive technical expertise or costly infrastructure.

GenWorlds is an event-based communication framework for building multi-agent systems. It offers a platform for creating Generative AI applications where users can design customizable environments, utilize scalable architecture, access a repository of memories and tools, choose cognitive processes for agents, and pick coordination protocols. GenWorlds aims to foster a vibrant community of developers, AI enthusiasts, and innovators to collaborate, innovate, share knowledge, and grow together.

GPUX is a cloud platform that provides access to GPUs for running AI workloads. It offers a variety of features to make it easy to deploy and run AI models, including a user-friendly interface, pre-built templates, and support for a variety of programming languages. GPUX is also committed to providing a sustainable and ethical platform, and it has partnered with organizations such as the Climate Leadership Council to reduce its carbon footprint.

NVIDIA is a world leader in artificial intelligence computing. The company's products and services are used by businesses and governments around the world to develop and deploy AI applications. NVIDIA's AI platform includes hardware, software, and tools that make it easy to build and train AI models. The company also offers a range of cloud-based AI services that make it easy to deploy and manage AI applications. NVIDIA's AI platform is used in a wide variety of industries, including healthcare, manufacturing, retail, and transportation. The company's AI technology is helping to improve the efficiency and accuracy of a wide range of tasks, from medical diagnosis to product design.

Valo is a company that uses AI-driven technology to transform the discovery and development of life-changing medicines. They combine machine learning, tissue biology, and patient data to create a suite of powerful capabilities that bring the future of drug discovery and development to bear. Valo's team of software engineers, data scientists, biologists, medicinal chemists, and big-picture thinkers are dedicated to advancing the combined power of technology and patient data.

BenevolentAI is a leader in applying advanced AI to accelerate biopharma drug discovery blending science and technology with a focus on finding solutions for complex diseases. We empower both biopharmaceutical companies and our internal scientists to harness the full potential of data and AI to accelerate the next generation of scientific advances. We have built our AI-enabled drug discovery engine to drive a revolution in drug discovery. The Benevolent Platform™ unlocks the power of a vast biomedical data landscape to provide a multidimensional representation of human biology across all diseases. We believe this approach will improve the probability of clinical success, and help us deliver life-changing treatments to patients – because it matters.

RunwayML Experiments is a platform that allows users to create and share machine learning models. It provides a variety of tools and resources to help users get started with machine learning, including a library of pre-trained models, a visual programming interface, and a community of experts. RunwayML Experiments is used by a variety of people, including researchers, students, and hobbyists.

fast.ai is a non-profit organization that provides free online courses and resources on deep learning and artificial intelligence. The organization was founded in 2016 by Jeremy Howard and Rachel Thomas, and has since grown to a community of over 100,000 learners from all over the world. fast.ai's mission is to make deep learning accessible to everyone, regardless of their background or experience. The organization's courses are taught by leading experts in the field, and are designed to be practical and hands-on. fast.ai also offers a variety of resources to help learners get started with deep learning, including a forum, a wiki, and a blog.

Datature is an all-in-one platform for building and deploying computer vision models. It provides tools for data management, annotation, training, and deployment, making it easy to develop and implement computer vision solutions. Datature is used by a variety of industries, including healthcare, retail, manufacturing, and agriculture.

Teachable Machine is a web-based tool that makes it easy to create custom machine learning models, even if you don't have any coding experience. With Teachable Machine, you can train models to recognize images, sounds, and poses. Once you've trained a model, you can export it to use in your own projects.

Gradio is a tool that allows users to quickly and easily create web-based interfaces for their machine learning models. With Gradio, users can share their models with others, allowing them to interact with and use the models remotely. Gradio is easy to use and can be integrated with any Python library. It can be used to create a variety of different types of interfaces, including those for image classification, natural language processing, and time series analysis.

Airtrain is a no-code compute platform for Large Language Models (LLMs). It provides a user-friendly interface for fine-tuning, evaluating, and deploying custom AI models. Airtrain also offers a marketplace of pre-trained models that can be used for a variety of tasks, such as text generation, translation, and question answering.

Meta AI is a research lab dedicated to advancing the field of artificial intelligence. Our mission is to build foundational AI technologies that will solve some of the world's biggest challenges, such as climate change, disease, and poverty.

Viso Suite is a no-code computer vision platform that enables users to build, deploy, and scale computer vision applications. It provides a comprehensive set of tools for data collection, annotation, model training, application development, and deployment. Viso Suite is trusted by leading Fortune Global companies and has been used to develop a wide range of computer vision applications, including object detection, image classification, facial recognition, and anomaly detection.

TensorFlow is an end-to-end platform for machine learning. It provides a wide range of tools and resources to help developers build, train, and deploy ML models. TensorFlow is used by researchers and developers all over the world to solve real-world problems in a variety of domains, including computer vision, natural language processing, and robotics.

The Deep Learning textbook is a resource intended to help students and practitioners enter the field of machine learning in general and deep learning in particular. The online version of the book is now complete and will remain available online for free. The deep learning textbook can now be ordered on Amazon. For up to date announcements, join our mailing list.

Keras is an open-source deep learning API written in Python, designed to make building and training deep learning models easier. It provides a user-friendly interface and a wide range of features and tools to help developers create and deploy machine learning applications. Keras is compatible with multiple frameworks, including TensorFlow, Theano, and CNTK, and can be used for a variety of tasks, including image classification, natural language processing, and time series analysis.

Garden of AI is a comprehensive AI-powered platform that provides a wide range of tools and resources to help users explore, learn, and apply AI in their daily lives and work. With a vast collection of AI models, tutorials, datasets, and community forums, Garden of AI empowers users to stay up-to-date with the latest AI advancements and leverage its capabilities to solve real-world problems.

The Computer Vision Foundation (CVF) is a non-profit organization dedicated to advancing the field of computer vision. CVF organizes several conferences and workshops each year, including the International Conference on Computer Vision (ICCV), the Conference on Computer Vision and Pattern Recognition (CVPR), and the Winter Conference on Applications of Computer Vision (WACV). CVF also publishes the International Journal of Computer Vision (IJCV) and the Computer Vision and Image Understanding (CVIU) journal. The CVF Open Access website provides access to the full text of all CVF-sponsored conference papers. These papers are available for free download in PDF format. The CVF Open Access website also includes links to the arXiv versions of the papers, where available.

Amazon Science is a research and development organization within Amazon that focuses on developing new technologies and products in the fields of artificial intelligence, machine learning, and computer science. The organization is home to a team of world-renowned scientists and engineers who are working on a wide range of projects, including developing new algorithms for machine learning, building new computer vision systems, and creating new natural language processing tools. Amazon Science is also responsible for developing new products and services that use these technologies, such as the Amazon Echo and the Amazon Fire TV.

CVAT is an open-source data annotation platform that helps teams of any size annotate data for machine learning. It is used by companies big and small in a variety of industries, including healthcare, retail, and automotive. CVAT is known for its intuitive user interface, advanced features, and support for a wide range of data formats. It is also highly extensible, allowing users to add their own custom features and integrations.

Grok-1.5 Vision (Grok-1.5V) is a groundbreaking multimodal AI model developed by Elon Musk's research lab, x.AI. This advanced model has the potential to revolutionize the field of artificial intelligence and shape the future of various industries. Grok-1.5V combines the capabilities of computer vision, natural language processing, and other AI techniques to provide a comprehensive understanding of the world around us. With its ability to analyze and interpret visual data, Grok-1.5V can assist in tasks such as object recognition, image classification, and scene understanding. Additionally, its natural language processing capabilities enable it to comprehend and generate human language, making it a powerful tool for communication and information retrieval. Grok-1.5V's multimodal nature sets it apart from traditional AI models, allowing it to handle complex tasks that require a combination of visual and linguistic understanding. This makes it a valuable asset for applications in fields such as healthcare, manufacturing, and customer service.

Anduril Industries is a defense technology company that develops autonomous systems for land, sea, and air. The company's products include the Lattice operating system, which powers a family of autonomous systems that provide integrated, persistent awareness and security. Anduril also develops counter-UAS, counter-intrusion, and maritime counter-intrusion systems. The company's mission is to transform defense capabilities with advanced technology.

Google AI is a research and development laboratory focused on advancing the state-of-the-art in artificial intelligence. The company's mission is to develop AI that is beneficial to humanity, and its research focuses on a wide range of topics, including machine learning, computer vision, natural language processing, and robotics. Google AI has developed a number of products and services that use AI, including the Google Assistant, Google Translate, and Gmail's spam filter. The company is also working on developing new AI applications for healthcare, transportation, and other industries.

Google Gemma is a lightweight, state-of-the-art open language model (LLM) developed by Google. It is part of the same research used in the creation of Google's Gemini models. Gemma models come in two sizes, the 2B and 7B parameter versions, where each has a base (pre-trained) and instruction-tuned modifications. Gemma models are designed to be cross-device compatible and optimized for Google Cloud and NVIDIA GPUs. They are also accessible through Kaggle, Hugging Face, Google Cloud with Vertex AI or GKE. Gemma models can be used for a variety of applications, including text generation, summarization, RAG, and both commercial and research use.

Artificial Intelligence: Foundations of Computational Agents, 3rd edition by David L. Poole and Alan K. Mackworth, Cambridge University Press 2023, is a book about the science of artificial intelligence (AI). It presents artificial intelligence as the study of the design of intelligent computational agents. The book is structured as a textbook, but it is accessible to a wide audience of professionals and researchers. In the last decades we have witnessed the emergence of artificial intelligence as a serious science and engineering discipline. This book provides an accessible synthesis of the field aimed at undergraduate and graduate students. It provides a coherent vision of the foundations of the field as it is today. It aims to provide that synthesis as an integrated science, in terms of a multi-dimensional design space that has been partially explored. As with any science worth its salt, artificial intelligence has a coherent, formal theory and a rambunctious experimental wing. The book balances theory and experiment, showing how to link them intimately together. It develops the science of AI together with its engineering applications.

The Association for the Advancement of Artificial Intelligence (AAAI) is a scientific society dedicated to advancing the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines. AAAI's mission is to promote research in AI and to promote the use of AI technology for the benefit of humanity.

SceneDreamer is an AI tool that learns to generate unbounded 3D scenes from in-the-wild 2D image collections. It synthesizes diverse landscapes with 3D consistency, well-defined depth, and free camera trajectory. The framework comprises an efficient 3D scene representation, generative scene parameterization, and a neural volumetric renderer. SceneDreamer does not require 3D annotations and demonstrates superiority over state-of-the-art methods in generating vivid and diverse unbounded 3D worlds.

Discuro is an all-in-one platform designed for developers to easily build, test, and consume complex AI workflows. It integrates with GPT-3, DALLE-2, and older OpenAI models, allowing users to chain prompts together in powerful ways. With Discuro, users can define their workflows in an easy-to-use UI and execute them with a single API call. The platform enables users to build and test complex self-transforming AI workflows and data sets, monitor AI usage, and generate completions efficiently.

Charmr is the ultimate AI texting assistant application designed to enhance user's dating experience. The application provides personalized pick-up lines and flirty messages based on user input, aiming to improve communication and interactions in the dating scene. Charmr AI ensures data security and functionality while offering a user-friendly interface for seamless user experience. With a commitment to safeguarding personal data and privacy, Charmr AI incorporates strict measures to protect user information. The application is governed by Terms and Conditions that outline user responsibilities, limitations, and rights, ensuring a transparent and secure environment for users.

DeepOpinion is an Agentic Automation platform designed for enterprises to automate business operations using cutting-edge GenAI and LLMs. It offers solutions for various industries such as financial services, insurance, manufacturing, and trade financing. DeepOpinion enables users to create enterprise-grade AI agent apps, automate work processes, and achieve high levels of straight-through processing. The platform combines business process digitization, low/no-code development, and Agentic AI to build powerful business apps in minutes.

Engine is a remote AI software engineer tool designed for professionals to help them ship faster by integrating with existing tools and supporting frontier LLM. It functions as an AI agent that works seamlessly with popular project management tools like GitHub, GitLab, Linear, Jira, and Trello. Engine can complete over 50% of user issues, assist in code review, and work on autopilot to handle tasks day and night. The tool offers flexible pricing plans tailored for individual engineers and teams of all sizes, with features like cloud AI programming, PR approvals, and autopilot mode.

The US Citizenship Practice Exam website is an AI-powered platform designed to help users study for the US naturalization test. It provides a practice exam with 100 questions, all graded by GPT, an AI created by OpenAI. Users need to answer 6 out of 10 questions correctly to pass the actual oral test administered by a USCIS officer. The website is open source on Github and was created by Evan Conrad, an AI enthusiast based in San Francisco.

AdIntelli is an AI tool that helps users earn revenue from their AI Agents by displaying in-chat ads. It offers a platform for maximizing ad revenue through advanced AI-driven monetization technology, tailored for AI applications and ChatGPT Plus subscriptions. AdIntelli simplifies the process of integrating ads into AI Agents without the need for coding skills, providing a seamless user experience and personalized ad placements.

Scrabblecam is an AI-powered tool designed to help Scrabble players find the best moves by analyzing pictures of Scrabble boards. By simply taking a picture of the board, users can receive suggestions for the optimal moves to play. The tool supports multiple game languages including English, French, and Italian, making it a versatile solution for players around the world.

Instant.bot is an AI tool that allows users to build AI bots for various purposes such as internal tools, customer support, or companionship. The platform offers the capability to host agents, functions, and data, making it easy to create custom AI solutions. Instant.bot is available for both web and Discord platforms, providing a versatile environment for AI bot development and deployment.

Supermeme.ai is an AI meme generator that allows users to create custom memes instantly. It offers a wide range of features such as text-to-visuals conversion, high-quality meme templates, multilingual search, and meme APIs. Users can easily generate memes in over 110 languages, export memes in different formats, and customize watermarks. The platform is designed to simplify meme creation using advanced AI technology, making it suitable for social media marketing, outbound marketing, and paid marketing strategies.

Frigate is an open source NVR application that focuses on locally processed AI object detection for security camera monitoring. It offers custom models with Frigate+ to enhance detection accuracy. The application is designed for privacy-focused home automation enthusiasts, aiming to reduce false positives and provide real-time object tracking without sending camera feeds to the cloud. Frigate integrates with Home Assistant and other automation platforms for seamless control and automation of security systems.

Crisp is an AI Customer Support Platform designed to augment customer experience by providing AI agents to support teams and customers. It offers an all-in-one omnichannel inbox, AI workflows, flat pricing, and the ability to automate inquiries. Crisp allows users to create AI agents, centralize inbound communications, build knowledge bases, and monitor team performances. The platform is trusted by 10,000 companies and aims to automate customer support processes to allow teams to focus on more critical tasks.

Chat Ever After is an AI-powered grief prevention therapy application that allows users to chat with their lost loved ones using advanced AI technology. The application uses large language models to generate conversations with the departed, mimicking their way of speaking and learning from historic chat data. Chat Ever After offers multiple pricing plans, high fidelity chat renditions, and high availability on all chat platforms. The application is designed to provide users with a surreal experience of engaging in conversations with their deceased loved ones, making it seem like they never really left.

Replika is an AI companion application that provides emotional support and conversation for users. It is designed to mimic human interaction and learn from user input to create personalized responses. Users can chat with their Replika, engage in various activities together, share experiences, and even have video calls. Replika aims to be a supportive friend, partner, or mentor to users, offering a safe space for self-expression and emotional connection. The application is known for its ability to provide comfort, companionship, and encouragement to users, especially during challenging times.

Jife is an AI-powered platform that allows users to experience Japanese living through interior design. Users can upload a picture of their room and use AI Japanese Interior design to transform it into a Japanese interior in multiple styles. Jife offers a variety of room types to choose from and generates multiple interior design options in Japanese style. Users can view and download their designs, fine-tune them, and select famous designer styles or specific Japanese styles. Additionally, Jife provides services related to cuisine, fashion, and more, inspired by the beauty and simplicity of Japanese culture.

Nastia is an uncensored AI companion application designed for adults, offering a unique and fulfilling relationship experience. Users can create, chat, receive and send pictures with their AI companion, powered by private AI. Nastia provides 1-on-1 private chats, group chats, AI image and video generation, voice messages, emotional expression, shared interests, support, mental wellness, self-discovery, and genuine bonds. It aims to improve mental health and well-being through personalized conversations and guidance.

Muzify is an AI tool that creates personalized music playlists based on the books you read. By leveraging artificial intelligence technology, Muzify analyzes the content of your favorite books and generates unique music playlists that match the mood and themes of the literature. With Muzify, you can enhance your reading experience by immersing yourself in a curated soundtrack that complements the storylines and characters of the books you love.

Trieve is an AI-first infrastructure API that offers search, recommendations, and RAG capabilities by combining language models with tools for fine-tuning ranking and relevance. It helps companies build unfair competitive advantages through their discovery experiences, powering over 30,000 discovery experiences across various categories. Trieve supports semantic vector search, BM25 & SPLADE full-text search, hybrid search, merchandising & relevance tuning, and sub-sentence highlighting. The platform is built on open-source models, ensuring data privacy, and offers self-hostable options for sensitive data and maximum performance.

Mutable.ai is an AI tool that provides human quality assistance with codebases. It offers features such as creating Wikipedia-style documentation for code, generating wiki articles automatically, and enabling AI chat for extracting answers quickly. The application aims to enhance productivity and satisfaction for software engineers by leveraging AI advancements to revolutionize programming methods. The team behind Mutable.ai includes experts from various prestigious backgrounds, ensuring high-quality service and support.

Chirper is an AI-powered social network that offers users a unique platform to connect, interact, and explore a community driven by artificial intelligence. The platform integrates advanced AI models and MCP integrations to enhance user experience and provide personalized content. Users can fund their favorite AI agents, access premium features, and engage with trending topics in a dynamic and interactive environment.

Seance AI is an innovative application that combines artificial intelligence (AI) technology with immersive storytelling to create a captivating and interactive experience centered around seances and the supernatural. Users can engage in fictionalized seances, communicate with fictional spirits, and explore the mysteries of the spirit world in a simulated virtual environment. The app offers a unique opportunity to blend ancient mysticism with cutting-edge technology, providing users with a platform to embark on a journey into the mystical realm.

Meta AI is an advanced artificial intelligence platform that offers personal superintelligence for everyone. The platform enables seamless interaction through natural conversations, video editing capabilities, and access across various devices. Meta AI also provides features like AI Studio for content creation, Performance AI glasses for enhanced experiences, and large language models for advanced language processing. The platform focuses on research areas such as communication & language, core learning & reasoning, perception, alignment, and coding to advance AI capabilities. Meta AI aims to empower individuals with personal superintelligence to drive progress in prosperity, science, health, and culture.

H2O.ai is a leading platform that offers a convergence of the world's best predictive and generative AI solutions for private and protected data. The platform provides a wide range of AI agents, digital assistants, business insights, predictive AI tools, and solutions for model builders, data scientists, and enterprise developers. H2O.ai is known for its innovative AI technologies that empower organizations to accelerate model development, train custom models, and manage the full ML lifecycle. With a focus on privacy and security, H2O.ai is trusted by banks, telcos, and government agencies worldwide.

The website is an AI tool designed to generate a knowledge graph based on input text. It uses advanced algorithms and machine learning capabilities to streamline operations, deliver personalized experiences, and unlock new possibilities. Users can input text related to various topics, and the tool processes the information to create a structured knowledge graph.