Artificial Intelligence: Foundations of Computational Agents

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.

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.

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.

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.

Google DeepMind is a British artificial intelligence research laboratory owned by Google. The company was founded in 2010 by Demis Hassabis, Shane Legg, and Mustafa Suleyman. DeepMind's mission is to develop safe and beneficial artificial intelligence. The company's research focuses on a variety of topics, including machine learning, reinforcement learning, and computer vision. DeepMind has made significant contributions to the field of artificial intelligence, including the development of AlphaGo, the first computer program to defeat a professional human Go player.

Claude 3 is a hypothetical or fictional AI model described as the latest generation in a series of artificial intelligence systems. It's designed to provide near-human levels of comprehension and interaction, representing a significant advancement over previous models. Claude 3 encompasses three specialized models—Haiku, Sonnet, and Opus—each tailored for varying degrees of complexity and speed to cater to a wide range of tasks, from quick queries to deep analytical problem-solving. The model aims to outperform its predecessors and competitors, such as GPT-4, in areas like comprehension, speed, multilingual capabilities, and the integration of advanced vision capabilities, making it versatile for various applications. Claude 3 is also highlighted for its ethical development and application, ensuring user privacy, data security, and reduced biases.

ZekAI is an artificial intelligence platform that provides a suite of tools to help users with a variety of tasks, including writing, designing, exploring documents, and more. The platform is powered by state-of-the-art AI models, including GPT-4, GPT-3.5, and custom models, which enable it to deliver high-quality results and ensure the provision of safe content at all times.

Paper Interpreter is an AI application developed by Daichi Konno, a medical doctor and neuroscientist at the University of Tokyo. The application allows users to input a PDF or URL of a research paper and receive a simplified explanation generated by an AI assistant. It gained significant popularity shortly after its release, ranking 6th globally and 1st in Japan in terms of usage. The tool aims to make academic research more accessible and understandable to a wider audience.

Camel AGI is a groundbreaking platform that revolutionizes the way artificial intelligence is utilized to solve complex tasks by employing a unique role-playing method inspired by loop architecture, similar to that of BabyAGI and AutoGPT. At its core, CamelAGI facilitates the collaboration between two autonomous AI agents, each assigned specific roles, to work synergistically towards accomplishing a designated task. This innovative approach allows users to observe as the agents, equipped with distinct capabilities and perspectives, engage in a dynamic and context-aware dialogue, effectively mirroring the collaborative efforts seen in human interactions.

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.

PyTorch is an open-source machine learning library based on the Torch library. It is used for applications such as computer vision, natural language processing, and reinforcement learning. PyTorch is known for its flexibility and ease of use, making it a popular choice for researchers and developers in the field of artificial intelligence.

Zephyr 7B is a state-of-the-art language model developed by WebPilot.AI with 7 billion parameters. It can understand and generate human-like text with remarkable accuracy and coherence. The model is built upon the latest advancements in natural language processing and machine learning, trained on a vast corpus of text data from diverse sources. Zephyr 7B offers capabilities such as natural language understanding, text generation, language translation, text summarization, sentiment analysis, and question answering. It represents a significant advancement in natural language processing, making it a powerful tool for content creation, customer support, research, and more.

ESTsoft is a South Korean software company that develops and markets a wide range of software products and services, including operating systems, database management systems, and application software. The company was founded in 1995 and is headquartered in Seoul, South Korea. ESTsoft's mission is to "make the world more convenient and safer through AI." The company's products and services are used by a wide range of customers, including governments, businesses, and individuals. ESTsoft is a publicly traded company and is listed on the Korea Exchange. The company has a strong commitment to research and development and invests heavily in new technologies. ESTsoft has a number of partnerships with other companies, including Microsoft, IBM, and Oracle. The company is also a member of the World Economic Forum.

The Intelligence Age website explores the advancements and implications of artificial intelligence in shaping the future of humanity. It discusses how AI can enhance human capabilities, solve complex problems, and lead to shared prosperity. The site delves into the history of technological progress, the potential of deep learning algorithms, and the transformative impact of AI on various aspects of society, such as healthcare, education, and scientific research. It emphasizes the need for responsible AI development to maximize benefits and mitigate risks in the Intelligence Age.

WIRED is a leading technology publication that covers the latest advancements in science, culture, business, and design. It provides in-depth analysis, interviews, and reviews of the most important technological trends shaping our world. WIRED is known for its insightful and thought-provoking content, which helps readers understand the impact of technology on society and their lives.

Imagetwin is an AI-based software designed to detect integrity issues in figures of scientific articles, particularly in the life science field. It offers efficient and accurate detection of inappropriate manipulation, duplication, and plagiarism in various types of figures such as western blots, microscopy images, and light photography. The software is a valuable addition to the peer-review process, automatically detecting integrity issues and providing quick verification by reviewers while ensuring data privacy and security.

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.

Fifi.ai is a managed AI cloud platform that provides users with the infrastructure and tools to deploy and run AI models. The platform is designed to be easy to use, with a focus on plug-and-play functionality. Fifi.ai also offers a range of customization and fine-tuning options, allowing users to tailor the platform to their specific needs. The platform is supported by a team of experts who can provide assistance with onboarding, API integration, and troubleshooting.

주식회사오노마에이아이 is an AI-related company that provides various AI solutions. The company's services include AI consulting, AI development, and AI training. 주식회사오노마에이아이 has a team of experienced AI engineers and data scientists who can help businesses implement AI solutions that meet their specific needs.

Clarifai is a full-stack AI developer platform that provides a range of tools and services for building and deploying AI applications. The platform includes a variety of computer vision, natural language processing, and generative AI models, as well as tools for data preparation, model training, and model deployment. Clarifai is used by a variety of businesses and organizations, including Fortune 500 companies, startups, and government agencies.

AIBrain is a tech start-up in Palo Alto, California with its focus on Education and Entertainment. AIBrain was recognized as a top 5 entertainment AI company in 2023 by Datamation. This includes bestseller AI courses, Autonomous Game AI, Humanoid AI, and Soccer AI/VR Assistant. AIBrain has also been actively involved in the Stanford Computer Forum as a member company since 2013. AIBrain has been leading the technology development on the areas of entertainment and education. AIBrain provides the Game Changer Football AI x VR solutions, called SAIVA (Sports AI Virtual Assistant) and SAICA (Sports AI Coach Assistant). As a world-class football / soccer solution, it was ranked at top 3 contender in the Camera Calibration Challenge, Soccer Net Challenges 2023. AIBrain Asia has been developing robotic AI such as Tyche, Talking Robot AI and Gretchen, Humanoid AI. In addition, we provide bestseller AI training program for non-AI professionals including Udemy Online: Automated Machine Learning for Beginners (Google & Apple), Bestseller, Udemy, 60,829 students, Dec 2023 Gretchen: Open Humanoid AI Platform. Beta Launch: January.

C3 AI provides a comprehensive Enterprise AI application development platform and a large and growing family of turnkey enterprise AI applications. C3 AI's platform provides all necessary software services in one integrated suite to rapidly develop, provision, and operate Enterprise AI applications. C3 AI's applications are designed to meet the business-critical needs of global enterprises in various industries, including manufacturing, financial services, government, utilities, oil and gas, chemicals, agribusiness, defense and intelligence.

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.

Tech Xplore is a leading source of science and technology news, covering the latest breakthroughs in research and innovation across a wide range of disciplines, including artificial intelligence, robotics, computer science, and more. The website provides in-depth articles, interviews with experts, and up-to-date information on the latest developments in the field of AI and its applications.

Interesting Engineering is a website that covers the latest news and developments in technology, science, innovation, and engineering. The website features articles, videos, and podcasts on a wide range of topics, including artificial intelligence, robotics, space exploration, and renewable energy. Interesting Engineering also offers a variety of educational resources, such as courses, workshops, and webinars.

Undressing AI is a website that provides information about artificial intelligence (AI) and its potential impact on society. The site includes articles, videos, and other resources on topics such as the history of AI, the different types of AI, and the ethical implications of AI.

Big Vision provides consulting services in AI, computer vision, and deep learning. They help businesses build specific AI-driven solutions, create intelligent processes, and establish best practices to reduce human effort and enable faster decision-making. Their enterprise-grade solutions are currently serving millions of requests every month, especially in critical production environments.

Ai Kit Finder is a website that provides a directory of AI tools and applications. The website includes a search bar that allows users to search for AI tools by category, feature, or keyword. Ai Kit Finder also provides detailed descriptions of each AI tool, including its features, advantages, and disadvantages. Additionally, the website includes a blog that provides articles on the latest AI trends and developments.

Clarifai is a full-stack AI platform that provides developers and ML engineers with the fastest, production-grade deep learning platform. It offers a wide range of features, including data preparation, model building, model operationalization, and AI workflows. Clarifai is used by a variety of companies, including Fortune 500 companies and startups, to build AI applications in a variety of industries, including retail, manufacturing, and healthcare.

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.

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.

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.

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.

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.

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.

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.

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.

Roe AI is an unstructured data warehouse that uses AI to process and analyze data from various sources, including documents, images, videos, and audio files. It provides a range of features to help businesses extract insights from their unstructured data, including data standardization, classification and inferencing, similarity search, and natural language processing. Roe AI is designed to be easy to use, even for teams with minimal ML background.

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.

Lobe is a free and easy-to-use machine learning tool for Mac and PC that allows users to train machine learning models and deploy them to any platform of their choice. It provides a user-friendly interface for creating, training, and deploying machine learning models without requiring extensive coding knowledge.

Info Daily is an AI-powered news platform that provides personalized news content to modern professionals. It offers a wide range of news articles covering various topics such as technology, business, science, and more. The platform utilizes AI algorithms to analyze user preferences and deliver tailored news feeds that are relevant to their interests. Info Daily aims to keep users informed and up-to-date on the latest news and developments in a personalized and efficient manner.

tape it is an iOS app that offers an automatic denoiser for speech, music, samples, and field recordings. The app simplifies audio processing, providing a better platform for song ideas. The company is involved in active AI research to enhance its denoising capabilities. Founded by musicians and software enthusiasts, tape it is a small company with a passion for music and technology, operating from Berlin, Stockholm, London, and Los Angeles.

Kaba.ai is an AI-driven foundation that enables users to create and own a Human-like Model (HLM) that updates, retrains, and applies in real-time as users navigate their lives. The platform aims to mimic how humans function to fully harness the power of AI. Kaba offers features such as Human-like Models, Unified Experience, Full Ownership, Contextual Data, and a personalized journey focused on speed, security, and personalization.

Vidura is a prompt management system integrated with multiple AI systems, designed to enhance the Generative AI experience. Users can compose, organize, share, and export AI prompts easily. It offers features like categorizing and searching prompts, built-in templates, community sharing, and exporting responses to PDF & Word. Vidura aims to simplify the process of generating text and image content with AI, making it a productivity tool for Generative AI users.

Trieve is an AI-first infrastructure API that offers a modern solution for search, recommendations, and RAG (Retrieve and Generate) tasks. It combines language models with tools for fine-tuning ranking and relevance, providing production-ready capabilities for building search, discovery, and RAG experiences. Trieve supports semantic vector search, full-text search using BM25 & SPLADE models, custom embedding models, hybrid search, and sub-sentence highlighting. With features like merchandising, relevance tuning, and self-hostable options, Trieve empowers companies to enhance their search capabilities and user experiences.

Halogram AI is an uncensored and dynamic role-play AI for immersive storytelling and dynamic dialogues. It allows users to create, train, and interact with their own AI characters. The platform also provides a library of pre-trained AIs that users can explore and interact with.

Manticore Software offers a range of innovative AI tools, including Beekeepings, LegacyAI, and Weatherbot. Beekeepings is an iOS app tailored for beekeepers, providing essential tools for beekeeping activities. LegacyAI is a ChatGPT client for legacy Mac systems, offering AI-powered personal assistant capabilities. Weatherbot is a weather forecasting application for vintage Macintosh computers. The company focuses on leveraging AI to enhance user experiences across different domains.

EDGE is an AI-powered tool for editable dance generation from music. It utilizes a transformer-based diffusion model paired with Jukebox music feature extractor to create realistic and physically-plausible dances while remaining faithful to input music. The tool offers powerful editing capabilities such as joint-wise conditioning, motion in-betweening, and dance continuation. EDGE has been compared to other methods like Bailando and FACT, with human raters strongly preferring dances generated by EDGE due to its high-quality choreographies. The tool supports arbitrary spatial and temporal constraints, enabling users to create dances of any length and apply various motion constraints for dance generation.

ImageBind by Meta AI is a cutting-edge AI tool that revolutionizes the field of computer vision by introducing a new way to 'link' AI across multiple senses. It is the first AI model capable of binding data from six different modalities simultaneously, including images, video, audio, text, depth, thermal, and inertial measurement units (IMUs). By recognizing relationships between these modalities, ImageBind enables machines to analyze various forms of information together, advancing the capabilities of AI technology.

Local AI Playground (local.ai) is an AI management, verification, and inferencing tool that allows users to experiment with AI offline and in private without the need for a GPU. It is a native app designed to simplify the AI process, offering features such as CPU inferencing, model management, and digest verification. The tool is memory efficient and compact, with upcoming features including GPU inferencing and custom sorting. Users can start a local streaming server for AI inferencing in just 2 clicks, making it a versatile and user-friendly AI application.

Reiwaseda Inc. is a company specializing in creative production of videos and music, as well as artificial intelligence and software development. They offer SaaS solutions to automate tasks for creators and developers, fostering communication and collaboration. The company's flagship product, 'Ready,' streamlines video and music production from planning to execution. Through original content creation and collaborations with creators, Reiwaseda aims to enhance human creativity and storytelling. Founded in April 2019, the company has won business plan contests and secured funding for innovative projects, including the development of AI-powered tools like 'Audio Ready.' Reiwaseda continues to expand its reach through partnerships, events, and international programs, driving growth and innovation in the creative industry.

Betafish.js is a Chess AI application that allows users to play chess against an AI opponent. Users can set up the board using FEN notation, choose the side to play, and adjust the AI's thinking time. The application is created by Gavin and provides a challenging chess experience for players of all levels.

fal.ai is a generative media platform designed for developers to build the next generation of creativity. It offers lightning-fast inference and access to high-quality generative media models optimized by the fal Inference Engine™. Developers can fine-tune their own models, leverage the fastest AI inference engine for diffusion models, and benefit from the expertise of Fal's head of AI research, Simo Ryu, in implementing LoRAs for diffusion models. The platform provides a world-class developer experience and cost-effective scalability, allowing users to pay only for the computing power they consume.

Raman Labs is an AI tool that offers dedicated modules for computer vision-based tasks. It allows users to integrate machine learning functionality into their existing applications with just 2 lines of code, ensuring real-time performance even with high-resolution data on consumer-grade CPUs. The API is clean and minimalistic, robust to large-scale and resolution variations, and versatile, running on Python3 and Numpy. The tool adapts to the computing power of the system, supporting both CPU and GPU for different workloads.

Hugging Face is an AI community platform that facilitates collaboration on models, datasets, and applications within the machine learning community. It offers a wide range of tools and resources for developers and researchers to create, discover, and share machine learning projects. The platform aims to accelerate the development of AI technologies and foster innovation in the field of artificial intelligence.

Dobb·E is an open-source, general framework for learning household robotic manipulation. It aims to create a 'generalist machine' for homes that can adapt and learn various tasks cost-effectively. Dobb·E can learn a new task in just five minutes of demonstration, thanks to a tool called 'The Stick' for data collection. The system achieved an 81% success rate in completing 109 tasks across 10 homes in New York City. Dobb·E is designed to accelerate research on home robots and make robot assistants a common sight in households.

Inworld is an AI-powered platform that offers cutting-edge AI components and solutions for game development. It provides state-of-the-art AI components for games, AI-powered gameplay and mechanics, and AI-assisted workflows for game design and development. Inworld collaborates with leading companies like Ubisoft and NVIDIA to enhance player experiences, drive engagement, and increase immersion in gaming environments. With a focus on AI infrastructure, Inworld aims to revolutionize the gaming industry by delivering innovative solutions that cater to the evolving needs of game developers.

Roboto AI is an AI-powered platform that enables users to curate and analyze robotics data at scale. It offers features such as data management, actions to transform data, natural language search, signal search, and support for common data formats. Users can leverage AI capabilities to search and analyze their robotics data efficiently. Roboto AI empowers users to process data, collaborate with teams, and visualize insights from multiple log formats.

Voyager is an open-ended embodied agent powered by large language models, designed for lifelong learning in Minecraft without human intervention. It consists of three key components: an automatic curriculum for exploration, a skill library for storing complex behaviors, and an iterative prompting mechanism for program improvement. Voyager interacts with GPT-4 via blackbox queries to develop interpretable and compositional skills rapidly, showcasing strong lifelong learning capability and proficiency in playing Minecraft.

Mind-Video is an AI tool that focuses on high-quality video reconstruction from brain activity data obtained through fMRI scans. The tool aims to bridge the gap between image and video brain decoding by leveraging masked brain modeling, multimodal contrastive learning, spatiotemporal attention, and co-training with an augmented Stable Diffusion model. It is designed to enhance the generation consistency and accuracy of reconstructing continuous visual experiences from brain activities, ultimately contributing to a deeper understanding of human cognitive processes.

Kaggle is a platform for data science and machine learning enthusiasts to collaborate, learn, and compete. It offers a wide range of datasets, competitions, and notebooks for users to practice and showcase their skills. With a vibrant community of data scientists and experts, Kaggle provides a valuable resource for both beginners and professionals to enhance their knowledge and expertise in the field of data science and machine learning.

Salad is a distributed GPU cloud platform that offers fully managed and massively scalable services for AI applications. It provides the lowest priced AI transcription in the market, with features like image generation, voice AI, computer vision, data collection, and batch processing. Salad democratizes cloud computing by leveraging consumer GPUs to deliver cost-effective AI/ML inference at scale. The platform is trusted by hundreds of machine learning and data science teams for its affordability, scalability, and ease of deployment.

Jan is an open-source ChatGPT-alternative that runs 100% offline. It allows users to chat with AI, download and run powerful models, connect to cloud AIs, set up a local API server, and chat with files. Highly customizable, Jan also offers features like creating personalized AI assistants, memory, and extensions. The application prioritizes local-first AI, user-owned data, and full customization, making it a versatile tool for AI enthusiasts and developers.