Research & Education

Robotic World Model (RWM) is a GitHub repository that extends Isaac Lab, a robotics simulation platform, with environments and training pipelines for advanced model-based reinforcement learning. It specifically supports Robotic World Model (RWM) and Uncertainty-Aware Robotic World Model (RWM-U) methods. The tool enables joint training of policies and neural dynamics models within Isaac Lab, as well as offline policy training using learned neural network dynamics without requiring a simulator. Users can evaluate model-based versus model-free policies, visualize autoregressive imagination rollouts from learned dynamics, and observe trained policies in Isaac Lab. It offers configurations for model inputs/outputs, architecture, and training hyperparameters, making it a comprehensive solution for researchers and developers in robotics.

Pionex is the world's first cryptocurrency exchange with in-built trading bots, designed to automate crypto trading for users. The platform enables 24/7 automated trading in the cloud, allowing users to buy low and sell high without constant manual intervention. It is presented as an easy-to-use, powerful, and extremely safe solution for trading Bitcoin, Ethereum, and other cryptocurrencies. Pionex aims to simplify the trading process through its automated trading robots, catering to individuals looking to leverage algorithmic strategies in the crypto market.

EDGX specializes in developing high-performance edge computers for satellites, fundamentally shifting intelligence from Earth to orbit. Their flagship product, the EDGX Sterna Computer, is designed to empower satellite constellations with advanced onboard data processing capabilities. This allows for real-time, in-orbit decision-making, significantly reducing or eliminating traditional downlink delays and optimizing bandwidth usage. The Sterna computer is powered by Nvidia Jetson technology, features mission-ready radiation hardening, and offers power-efficient supercomputing for various market verticals including satellite communication, earth observation, and in-orbit servicing. EDGX aims to provide reliable, high-quality, and scalable compute solutions for the space economy, with products already in orbit since March 2026.

StoryLang, operating as 'sexy888', is an online gambling platform featuring a wide array of slot games from leading developers, classic card games, and virtual sports. The platform emphasizes ease of use, security, and stability, offering automated deposit and withdrawal systems that support all banks and True Wallet. New and existing members can benefit from various promotions, including welcome bonuses, unlimited free spins, and cashback offers. With a focus on user convenience, it allows for quick account creation and betting starting from as little as 1 baht, aiming to provide an immersive and thrilling gaming experience.

Vorexlan is an intelligent investment platform designed to help users grow and manage their assets securely, starting from just ¥38,000. The platform offers smart tools, flexible portfolio management options, and easy-to-understand reports to ensure a transparent investment experience. It caters to both beginners and experienced investors, providing detailed guidance at every step. Vorexlan emphasizes security with the latest measures and EU-standard data protection, ensuring personal information is safe. Users can freely review and adjust their investment portfolios at any time, and the service is optimized for customers across Japan, including Tokyo, with localized currency and support.

AtlasIA is an open-source initiative dedicated to developing AI models that reflect Moroccan values, identity, and culture. The platform facilitates the collection and storage of data, making it publicly accessible to advance AI in Morocco. Users can contribute by reviewing and rating Darija translations, recording their voice for audio collections, and annotating text data for language dataset building. AtlasIA aims to build high-quality Darija datasets and benchmarks, train machine translation models, and continuously deploy and improve these models, fostering AI advancements within the Moroccan context.

Kursi is a platform designed for creators to share their expertise, build vibrant communities, and monetize their knowledge through online courses. It enables users to easily create and distribute educational content, fostering engagement and learning. The platform is tailored for educators and community builders who want to transform their knowledge into valuable online courses. While specific features are not detailed on the website, the core offering revolves around empowering individuals to become online course instructors and community leaders, providing the necessary tools to manage content, engage students, and handle monetization.

Rustlearn is an open-source machine learning library designed for the Rust programming language. It offers a collection of fundamental machine learning algorithms, making it suitable for various tasks such as classification, regression, and clustering. The library includes basic dense and sparse array types for efficient data manipulation, which are crucial for machine learning workflows. Rustlearn aims to provide a robust and performant foundation for developers looking to implement machine learning solutions directly within the Rust ecosystem, leveraging Rust's safety and speed for data-intensive applications.

WILOKI is an online learning platform designed to support primary and middle school students (CE1, CE2, CM1, CM2, 6e, 5e, and soon 4e and 3e) in France. The platform offers comprehensive academic support across key subjects such as mathematics, French, and English. Students can access interactive videos for engaging lessons, detailed course summaries for quick review, and a variety of exercises to practice and reinforce their understanding. WILOKI aims to provide a structured and accessible way for students to supplement their in-school learning and improve their academic performance.

Nucleo is an advanced AI platform designed to automate cancer diagnostics from CT scans. It significantly reduces the time required for analysis, performing tasks in seconds rather than hours, and achieves high agreement rates with expert assessments. The tool streamlines clinical workflows in oncology by offering automated body composition and sarcopenia assessment, precise tumor lesion sizing, and classification of target vs non-target lesions according according to RECIST criteria. Nucleo's technology is backed by Y Combinator and partners with leading hospitals globally, aiming to enhance efficiency and accuracy in cancer care.

Osium AI is an advanced AI tool designed to significantly accelerate the development of sustainable and high-performance materials and chemicals. Leveraging proprietary AI technology, it helps industry leaders speed up their R&D processes by a factor of 10. The platform offers comprehensive solutions covering every step of the development cycle, from formulation and characterization to scale-up and manufacturing. Key functionalities include predicting material and chemical properties in seconds, designing optimal R&D experiment plans, analyzing characteristics and defects, optimizing processes to reduce costs and CO2 emissions, and creating efficient scale-up plans. Osium AI aims to replace traditional trial-and-error approaches, providing a significant competitive advantage across various industries like energy, packaging, aeronautics, chemicals, textile, cosmetics, bio-based materials, and construction.

Strand AI specializes in generating missing multimodal patient data, including gene expression, proteomics, and spatial transcriptomics, from routinely collected samples. This capability is crucial for life sciences teams engaged in clinical trials and biomarker discovery, where incomplete patient cohorts or unmeasured modalities can hinder research. The platform helps rescue incomplete cohorts by predicting missing data, allowing researchers to avoid discarding valuable subjects. It also enables the prediction of expensive assays like proteomics or transcriptomics from readily available H&E slides and genotypes. Strand AI is particularly useful for unlocking rare disease cohorts by filling in missing modalities, ensuring sufficient data for model training, and for discovering unmeasured biomarkers across entire cohorts.

Rebind AI is an innovative AI-reading platform designed to deepen engagement with classic texts and the Bible. It transforms reading into an interactive experience by infusing original commentary from expert "Rebinders" into pivotal moments of the text. Users can watch short films for orientation, engage in interactive, book-club-style conversations driven by AI, and explore the commentator's insights. The platform uses AI to distribute expert commentary into interactive conversations within its web-based e-reader, creating a unique blend of AI-chat and original, expert content. Rebind aims to facilitate deep reading and personal connection with literature, challenging users to engage with books in a new way.

TextWorld is an open-source sandbox learning environment designed for the training and evaluation of reinforcement learning (RL) agents on text-based games. It offers functionalities to generate custom text-based games with adjustable parameters like world size, number of objects, and quest length. Users can play these generated games via a terminal or interact with them programmatically using a Gym-like API in Python. The tool also includes visualization capabilities for game states and supports Docker for easy deployment. Developed by Microsoft, TextWorld provides a robust platform for researchers and developers to experiment with and assess RL algorithms in a controlled, text-based environment.

TukToro by a2zebra is an innovative interactive math learning toy designed to make mathematics engaging and accessible for children. It combines a physical TukToro figure and dice with a digital app, creating a haptic and smart learning experience. Children can connect the TukToro figure to the app, shake the dice inside its belly, and receive real-time feedback on their math stories. This approach encourages self-directed play and helps children transition from counting to understanding mathematical concepts through age-appropriate games set in imaginative worlds. The tool provides insights into a child's growing competence and individual learning successes, making it ideal for both children and educators.

Temporian is an open-source Python library designed for safe, simple, and efficient preprocessing and feature engineering of temporal data for machine learning applications. It supports a wide range of temporal data types, including multivariate time-series, time-sequences, event logs, and cross-source event streams, handling both uniformly and non-uniformly sampled data, as well as flat and multi-index data. The library's core computation is implemented in C++ and highly optimized, making it potentially over 1,000 times faster than off-the-shelf data processing libraries for temporal operations. Temporian integrates seamlessly with existing ML ecosystems like PyTorch, Scikit-Learn, and TensorFlow, and crucially prevents future leakage in feature computation unless explicitly allowed, ensuring data integrity and preventing hard-to-debug errors.

trt_pose is a powerful open-source project designed for real-time pose estimation, leveraging the acceleration capabilities of NVIDIA TensorRT. It is specifically optimized for NVIDIA Jetson platforms, making it ideal for edge AI applications. The project includes pre-trained models for human pose estimation, allowing users to easily detect key features like left eye, left elbow, and right ankle. Beyond human pose, trt_pose offers training scripts to train on any keypoint task data in MSCOCO format, providing flexibility for various keypoint detection tasks. It also integrates with other NVIDIA AI-IOT projects like trt_pose_hand for hand pose estimation and torch2trt for PyTorch to TensorRT conversion, forming a comprehensive ecosystem for AI development on NVIDIA hardware.

Ikuttes Online offers comprehensive exam simulations specifically designed to mirror the official Indonesian civil servant exam (CPNS) system. The platform meticulously replicates the question format, timing, and navigation experience of the actual exam. This detailed simulation helps participants adapt both psychologically and technically to the testing environment, reducing anxiety and improving performance on the real test. Ikuttes aims to provide a realistic practice environment, enabling candidates to familiarize themselves with the exam structure and content, thereby enhancing their preparation and increasing their chances of success in the CPNS exam.

torchani is an open-source library designed for researchers and developers in molecular simulations and computational chemistry. It provides tools for training and developing ANI-style neural network interatomic potentials, which are crucial for accurate and efficient molecular dynamics simulations. The library is maintained by the Roitberg group and offers a robust framework for creating and utilizing these advanced potentials. Its open-source nature fosters collaboration and allows for customization, making it a valuable resource for academic and industrial research.

Ghost Engineer is an AI tool specifically designed to offer real-time coding assistance during technical interviews. Its primary goal is to help users successfully navigate complex coding challenges and enhance their performance in high-pressure interview settings. A key differentiator of Ghost Engineer is its focus on providing support that remains undetectable, ensuring a fair yet assisted experience. This tool aims to boost confidence and proficiency for individuals facing rigorous technical assessments, allowing them to demonstrate their skills more effectively with discreet, intelligent guidance.

O Foundation is an AI R&D company dedicated to advancing secure, autonomous, and confidential AI tools for an AI-native world. Their work spans from routing intelligence (ORI) to AI CEOs and quant systems. They focus on practical solutions for AI security, privacy, autonomy, and governance, exploring how AI tools are designed, connected, and secured. Key developments include O Routing Intelligence (ORI), a smart routing system that directs user queries to the most suitable AI model for improved quality and efficiency. They also offer a Confidential AI Gateway, providing API access to numerous popular open-source AI models deployed on confidential computing chips. Additionally, O Foundation explores AI applications in quantitative trading and is actively testing an AI CEO model to become an AI-led organization.

Lars Solaris Bitcoin Predictions is a daily email newsletter designed to keep users informed about crypto market trends without the need to spend hours watching YouTube videos. It summarizes crypto predictions from various prominent influencers such as Gareth Soloway, Lyn Alden, Paul Barron, and Anthony Pompliano. By condensing hundreds of hours of content, the newsletter delivers key predictions directly to your inbox, making it an efficient way to stay updated on market insights. This tool is ideal for anyone interested in crypto market predictions, offering a streamlined approach to gathering expert opinions and market analysis.

Rhizome Research, Inc. is an applied AI laboratory dedicated to advancing autonomous atomistic discovery, particularly in the realm of small molecule discovery. The company leverages cutting-edge AI and physics-based pipelines to create in silico drug designers. Their core mission is to accelerate fundamental research by providing innovative AI tools and fostering collaborative platforms for scientific discovery. This approach aims to streamline the process of identifying and developing new molecules, ultimately contributing to breakthroughs in various scientific fields.

CrowdChem aims to transform the traditional chemical industry by aggregating, utilizing, and providing useful information on chemical products to support manufacturing. The platform offers two core services: CrowdChem Data Platform and CrowdChem Data Analytics. These services are designed to help build a new social infrastructure where information related to manufacturing can be better utilized, and the knowledge and experience of chemical experts can be maximized. CrowdChem also focuses on breaking through the limitations of Materials Informatics (MI) and Process Informatics (PI) by leveraging millions of graph-structured data points and organizational knowledge. The company is committed to supporting a richer life for many people through its activities.