PokemonGym is a server-client architecture platform designed for AI agents to be evaluated and trained in the Pokemon Red game. It provides game states via FastAPI, supports human-AI agent interaction, and helps researchers and developers test and improve AI solutions.

WHAM (World and Human Action Model) is a generative model developed by Microsoft Research, specifically designed for generating game scenes and player behaviors. Trained on data from Ninja Theory's 'Bleeding Edge' game, it can generate coherent and diverse game visuals and controller actions. WHAM's primary advantage lies in its ability to capture the 3D structure of game environments and the temporal sequences of player actions, providing a powerful tool for game design and creative exploration. The model primarily targets academic research and the game development field, helping developers rapidly iterate on game designs.

Mobile-Agent-E is a mobile assistant based on large multimodal models (LMM), aimed at helping users efficiently complete complex multi-step tasks. It achieves self-evolution via a hierarchical multi-agent framework, allowing it to learn and improve from past tasks. The main advantages of this product lie in its powerful reasoning capabilities and competence in handling complex tasks, particularly those involving long durations and interactions among multiple applications. It is suitable for users who require efficient completion of complex mobile tasks, such as business professionals and researchers. Currently, it is in the research phase, and specific pricing has not been established.

GameFactory is an innovative general-purpose world model that focuses on learning from a limited amount of Minecraft gameplay video data and leverages prior knowledge from a pre-trained video diffusion model to generate new game content. Its core advantage lies in its open-domain generative ability, allowing it to create diverse game scenes and interactive experiences based on user-input text prompts and operational commands. It not only demonstrates strong scene generation capabilities but also achieves high-quality interactive video generation through a multi-stage training strategy and plug-in action control modules. This technology holds great promise in fields such as game development, virtual reality, and creative content generation. The pricing and commercial positioning are currently undefined.

UI-TARS-desktop is a desktop client application developed by ByteDance, built on the UI-TARS visual language model, which enables users to interact with computers using natural language to accomplish various tasks. This product leverages advanced visual language model technology to understand users' natural language commands and execute precise mouse and keyboard operations through screen capture and visual recognition. It supports cross-platform use (Windows and macOS) and provides real-time feedback and status updates, significantly enhancing user efficiency and interaction experience. The product is currently open source on GitHub, allowing users to download and use it for free.

The Executive AI Assistant (EAIA) is an AI agent aimed at simulating the role of an administrative assistant. It integrates various AI technologies and APIs, such as OpenAI and Anthropic, along with interactions with the Google Gmail API, to automate email handling, schedule meetings, and manage user calendars and emails based on predefined profiles. The main advantages of EAIA are its automation capabilities that can save users time and enhance work efficiency. This project is open-source on GitHub, allowing users to customize configurations and extend functionalities, making it suitable for professionals looking to boost individual or team productivity.

ProactiveAgent is a proactive agent project powered by a Large Language Model (LLM), designed to build an intelligent agent that predicts user needs and provides proactive help. This project achieves its goals through data collection and generation pipelines, automatic evaluators, and training agents. Key advantages of ProactiveAgent include environmental awareness, annotation assistance, dynamic data generation, and construction pipelines, with a reward model achieving an F1 score of 0.918 on the test set, indicating strong performance. This product is suitable for programming, writing, and daily life scenarios, and adheres to the Apache License 2.0.

Unbounded is an innovative infinite game that transcends the limitations of traditional finite, hard-coded systems by utilizing generative models. Inspired by James P. Carse's distinction between finite and infinite games, this game employs cutting-edge generative AI technology to create a character life simulation fully encapsulated by generative models. Drawing inspiration from sandbox life simulations, Unbounded allows players to interact with autonomous virtual characters using natural language commands, engaging in activities such as feeding, playing, and guiding characters, all facilitated by an open mechanism generated by large language models (LLMs), some of which may be emerging technologies. The development of Unbounded involved technological innovations in LLMs and visual generation, including a specialized, distilled large language model for real-time dynamic generation of game mechanics, narratives, and character interactions, as well as a new dynamic area image prompt adapter (IP-Adapter) to ensure visual consistency yet flexibility of characters across various environments.

Cluely is an undetectable AI assistant that provides real-time support during interviews, sales calls, and meetings. Through seamless screen and audio monitoring, it helps users improve work efficiency and ensures no information is missed during crucial moments. Cluely provides users with greater confidence and expressiveness and is suitable for professionals of all types. The product has currently secured $5.3 million in funding and offers flexible pricing to suit different user needs.

PokemonGym is a server-client architecture platform designed for AI agents to be evaluated and trained in the Pokemon Red game. It provides game states via FastAPI, supports human-AI agent interaction, and helps researchers and developers test and improve AI solutions.

Habfun is a mobile application designed to help users cultivate healthy habits and build social connections through interactive challenges. Based on the philosophy of founder Sam Ryan, it focuses on small, consistent habit changes for long-term personal growth. Combining social interaction and AI-driven challenges, the app aims to help users establish a balanced lifestyle across five key areas: family, friends, career, health, and mental stimulation. Habfun encourages users to achieve goals in a fun way through community support and challenge activities, making it ideal for those seeking to improve their quality of life and connect with like-minded individuals.

Opera Browser Operator is an AI assistant integrated into the Opera browser. It understands natural language instructions and completes various tasks directly within the browser, such as online shopping and information gathering. This functionality operates locally, not on a cloud server, ensuring user data privacy and security. It represents the future of deep integration between browsers and AI technology, aiming to help users utilize their time more efficiently and focus on more meaningful tasks.

Manus is the world's first truly autonomous AI agent developed by Monica.im, capable of delivering complete task results directly, rather than just providing suggestions or answers. It uses a Multiple Agent architecture, runs in an independent virtual machine, and can complete tasks directly by writing and executing code, browsing the web, and operating applications. Manus achieved SOTA performance in the GAIA benchmark test, demonstrating its powerful task execution capabilities. Its goal is to be users' 'agent' in the digital world, helping users efficiently complete various complex tasks.

Nummi is an intelligent AI assistant that provides personalized services to users through natural language processing technology. It can help users generate creative ideas, plan work, optimize processes, etc. Its main advantages are efficiency, intelligence, and ease of use, making it suitable for users who need to improve work efficiency and stimulate creativity. Nummi is positioned to provide convenient AI tools for individuals and entrepreneurs. The specific pricing is unclear, but it may offer a free trial or paid version.

Gym Hero is a smart fitness app designed for fitness enthusiasts. It uses advanced AI technology to automatically customize training plans, reducing manual input and improving user experience. It supports synchronization with Apple Health and can track health data such as calories, heart rate, and water intake. The app also provides interactive training tools and a PDF training plan sharing function to help users better manage their fitness life. Its main advantages include intelligent training customization, data privacy protection, and convenient multi-platform support. The product is free to download and offers a subscription service to unlock more advanced features, suitable for users who want to efficiently manage their fitness plans.

Microsoft Copilot is an AI assistant application developed by Microsoft, based on OpenAI and Microsoft's AI technology, aiming to provide users with efficient and convenient intelligent assistant services. It helps users quickly access information, generate text and images, and improve work efficiency and creativity. The application supports multiple languages, has a simple and easy-to-use interface, and is suitable for different user groups. It is not only suitable for personal life but can also play an important role in business and education scenarios. It's a free productivity tool.

Sesame is a cross-disciplinary product and research team focused on voice technology, aiming to make user interaction with computers more natural and efficient through natural speech interaction. Its main products include a personal voice companion and a lightweight wearable eyewear device, designed to achieve humanization of computers and help users better organize information and improve efficiency. The main advantages of the product are the naturalness of voice interaction and the portability of the device, making it suitable for everyday use. Currently, Sesame is actively recruiting and committed to driving innovation in voice technology.