Research & Education

rag-from-scratch is an open-source project designed to demystify Retrieval-Augmented Generation (RAG) by guiding developers through building it from scratch. It emphasizes local LLMs and avoids black boxes or cloud APIs, fostering a deep understanding of core RAG concepts. The project covers essential components such as embeddings, local vector database construction, retrieval strategies, and context-augmented generation. It offers step-by-step code walkthroughs, explaining every function and concept, making advanced AI approachable. Key learning areas include how embeddings work, building in-memory and LanceDB/Qdrant vector stores, basic and hybrid retrieval, query preprocessing, multi-query retrieval, and query rewriting. The project aims to provide a clear, practical, and comprehensive learning path for developers interested in RAG.

Oncourse AI is an AI-powered study mate designed to help medical students prepare for exams like USMLE, NEET-PG, INI-CET, NeXT, FMGE, and UKMLA. The platform offers an adaptive AI tutor, Rezzy, along with a vast question bank, high-yield flashcards, and interactive lessons. It incorporates science-backed methods like spaced repetition and active recall to enhance learning and retention. Oncourse AI provides personalized study plans, weak topic analysis, and gamified learning experiences including challenges and immersive games to make studying engaging and effective. It's available on web, iOS, and Android, offering both free and paid plans.

Our Wave offers executive upskilling programs designed for leaders navigating the AI-powered future. The platform provides contextual learning experiences focused on AI, skills-based HR, and AI use cases in the workplace. They guide executives through transformative learning and skills-first workforce solutions, aiming to redefine labor and leadership development. Our Wave emphasizes creating internal learning and foresight capacity for organizational agility, empowering growth-minded individuals with digital and AI literacy to keep pace with innovation. Their services include AI & Strategic Foresight Masterclasses, C-Suite Circles, Leadership off-sites, and custom Learning & Development support.

SARTECH Labs provides an AI learning platform focused on making AI education accessible to everyone, particularly through regional languages like Malayalam. The platform offers a variety of courses, including introductory and advanced topics, with content delivered by global AI experts. Key features include interactive webinar sessions, recorded videos, assessments, quizzes, hands-on projects, and live projects. Learners benefit from expert mentoring sessions, a community forum, and LinkedIn shareable certificates. SARTECH Labs aims to empower individuals and organizations to adopt AI safely and responsibly, breaking down language barriers and democratizing AI knowledge.

Quill.org is a non-profit organization providing free, AI-powered literacy activities designed to enhance reading comprehension, writing, and language skills for students from elementary to high school. The platform offers six core tools: Quill Diagnostics, Quill Connect, Quill Grammar, Quill Proofreader, Quill Lessons, and Quill Reading for Evidence. These tools deliver real-time analysis of student writing, offering specific, skill-focused feedback and multiple revision opportunities. Quill supports adaptive learning paths, recommending personalized activities based on student performance. With over 1,000 differentiated activities aligned with Common Core standards, Quill helps students master sentence construction, analyze texts, and support ideas with evidence, making it a valuable resource for teachers and students alike.

MentorU is an innovative EdTech platform designed to revolutionize sales and customer service training through AI-powered simulations. The platform offers a virtual mentor that guides professionals with immediate feedback and personalized development paths, ensuring practical and applicable learning. It features scalable assessment tools to easily identify and promote talent within teams. Users engage in weekly challenges, interacting with AI in business simulations to learn by doing rather than memorizing. MentorU provides automated reporting, immersive learning, and continuous development, helping organizations reduce training costs and make data-driven decisions. The methodology integrates company-specific processes, products, and culture for 100% applicable learning, with dashboards to measure progress and provide insights.

Maitimes is an AI-powered educational platform designed to enhance learning and teaching for students, educators, and organizations. It offers a comprehensive suite of tools to automate repetitive tasks and personalize the study experience. Users can generate exams (multiple-choice or development) from their content, create summaries, and automatically generate flashcards for dynamic revision. The platform provides detailed statistics and personalized recommendations to track progress and identify areas for improvement. Additionally, Maitimes supports document uploads, group creation for collaborative study, and AI-powered automatic correction for development exams, making it a versatile solution for modern education.

InterviewSim is an AI-powered tool designed to significantly enhance interview preparation for job seekers. It offers cutting-edge mock interviews that simulate real-world scenarios, allowing users to practice and refine their interviewing skills effectively. The platform provides AI-powered interview analysis, delivering detailed insights into performance, highlighting strengths, and identifying areas for improvement. Users receive personalized feedback and expert tips to boost their confidence and effectively communicate their qualifications. InterviewSim helps users create tailored mock interviews based on specific job details, ensuring relevant practice and a higher chance of landing their dream job.

Uni The Present is a premium, production-ready LMS UI starter for Next.js App Router, specifically designed for recorded courses and AI tutoring. It offers comprehensive student and instructor flows, including a student dashboard, a course viewer with video, syllabus, and notes, an AI tutor chat shell, assignments overview, messaging inbox, and a notes workspace. Instructors benefit from profiles and a studio with a grading queue. Built with Tailwind CSS 4, shadcn/ui, Framer Motion, and a Feature-Sliced architecture, it allows for easy integration with real APIs like Supabase, Postgres, and Stripe. The starter kit also includes a dedicated style guide and pre-configured metadata for quick rebranding and launch.

SheliApp revolutionizes virtual pet care by combining GameFi and educational elements with blockchain technology. It offers personalized, AI-driven guidance to help current pet owners understand their pets' specific needs. The platform leverages blockchain for secure and transparent gameplay through smart contracts and allows users to earn and spend SheliCoin, its in-app cryptocurrency. Users can also trade unique pet items, accessories, and custom-created pets as NFTs on its marketplace. Key features include gamified pet care, AI-powered 3D pet creation from photos or drawings, and educational content from experts like veterinarians and cynologists. SheliApp aims to enhance pet care standards through interactive learning and digital companionship.

The RoboCup Federation is an international scientific initiative dedicated to advancing the state of the art in intelligent robots and artificial intelligence. Established in 1997, its original mission was to develop a team of robots capable of defeating human soccer champions by 2050. The federation organizes various competitive leagues, including RoboCupSoccer, RoboCupRescue, RoboCup@Home, RoboCupIndustrial, and RoboCupJunior, fostering research and development in diverse robotic applications. Beyond competitions, RoboCup hosts symposiums, publishes research papers, and offers awards to recognize significant contributions to the field. It serves as a platform for international collaboration, bringing together researchers, students, and enthusiasts to push the boundaries of robotics and AI.

Lenormand Life offers free AI-powered Lenormand card readings online, providing instant guidance for various aspects of life including love, career, and general well-being. Users can choose from 8 different spreads, ranging from quick daily readings and Yes/No questions to comprehensive layouts like the Grand Tableau and Yearly Reading. The platform also includes tools for decision-making, card combinations, and a flexible card drawing feature. It aims to make Lenormand accessible to both beginners and experienced practitioners, offering detailed interpretations and a complete guide to all 36 Lenormand cards. While core readings are free, a membership subscription is available for enhanced features.

MathPal is an AI math tutor designed to help students in grades 6-9 learn math step-by-step. Users can snap a photo of a math problem from textbooks, notebooks, or exams, and MathPal's OCR technology instantly recognizes handwriting and formulas. It provides not just answers, but full step-by-step reasoning, adapted to the curriculum and learning level. Each solution is enriched with concepts, formulas, and tips to foster genuine understanding. MathPal supports various math topics including arithmetic, algebra, geometry, and statistics, and is available on web, iOS, Android, and Chrome.

Reset Moves is an innovative AI-powered platform designed to transform screen time into purposeful movement for neurodivergent children. Through interactive games where the body is the controller, the tool helps children regulate their bodies and emotions, fostering connection, wellbeing, and healthy habits. Research indicates that just 8 minutes of play can significantly improve a child's mood and attention. The platform utilizes AI-based pose recognition to track movements, offering games like Bubble Pop, Invaders, Log Jump, and Cave Flight, designed in collaboration with sport scientists and neurodivergent specialists. It also provides a dashboard for parents and teachers to track progress, mood, and movement data, making it a valuable tool for both home and classroom settings.

Zilta is an AI-powered platform designed to help job seekers prepare for interviews through AI mock interviews and instant feedback. It acts as an AI interviewer, allowing users to practice various interview scenarios and receive immediate, AI-driven insights on their performance. The platform focuses on sharpening interview skills and boosting confidence, making it easier for individuals to ace their next job interview. Zilta provides a comprehensive approach to interview preparation, ensuring users are well-equipped to handle different types of questions and situations.

Humans For AI is an organization dedicated to fostering diversity and inclusion within the artificial intelligence sector. Its primary mission is to increase the representation of women and minorities in AI through various initiatives. The organization provides educational programs, builds supportive communities, and establishes strategic partnerships to achieve its goals. By focusing on these key areas, Humans For AI strives to create an AI workforce that accurately reflects the diversity of the global population, ensuring a more equitable and innovative future for the field.

Bible AI is an AI-powered platform designed to enhance Bible study and research. It features an advanced search engine that leverages artificial intelligence to help users find relevant content within the Bible. The platform also includes intuitive Bible reading tools and allows users to create customized study plans tailored to their specific needs. Additionally, Bible AI supports data ownership, enabling users to download their notes and bookmarks. The tool aims to advance the Gospel by providing accessible technology and insights, offering multilingual access with 24 languages and 12 major translations.

TOEFL Practice is a comprehensive online platform designed to help students prepare for the TOEFL iBT exam. It provides free practice tests across all four sections: Reading, Listening, Speaking, and Writing. The platform offers instant AI-powered feedback on responses, closely mimicking the official TOEFL scoring system, which helps users understand their strengths and weaknesses. With over 50 mock tests available, it allows for extensive practice in an environment that mirrors the actual exam format and difficulty. The tests are updated to reflect the latest 2026 TOEFL iBT format, ensuring relevant and up-to-date preparation. Users can track their progress with detailed analytics and receive explanations for both correct and incorrect answers, making it an effective tool for improving TOEFL scores.

PhiloAgents Course is a comprehensive, open-source educational program designed to teach users how to build an AI-powered game simulation engine. This course, a collaboration between The Neural Maze and Decoding ML with partners like MongoDB, Opik, and Groq, merges game development with cutting-edge AI technology. Participants will learn to create dynamic AI personalities that embody historical philosophers such as Plato, Aristotle, and Turing, enabling interactive conversations and debates within a game setting. The curriculum covers building agentic applications, designing production-ready RAG systems, implementing LLMOps, and deploying agents as RESTful APIs using industry tools like LangGraph, LangChain, FastAPI, and Docker. It's ideal for those who learn by building, providing a code template and inspiration for personal agentic applications.

Ace It is an AI-powered platform designed to revolutionize the way students and educators create study materials. By simply uploading, pasting, or taking a picture of notes, users can instantly convert their content into interactive flashcards, custom quizzes, and concise summaries. The tool aims to make studying faster, easier, and more effective by providing personalized learning experiences tailored to individual styles and paces. Beyond core study tools, Ace It also offers curated YouTube video recommendations related to study topics, enhancing the learning process and improving retention. It's ideal for anyone looking to streamline their study routine and achieve better academic outcomes.

LegalLens is an AI-powered educational tool designed to assist students in analyzing and understanding legal documents. It provides AI-powered summaries and extracts key points from legal texts, making complex legal information more accessible. The tool is specifically developed for educational purposes, helping students learn and comprehend legal materials more efficiently. By breaking down lengthy documents into digestible summaries and highlighting essential information, LegalLens aims to enhance the learning experience for those studying law.

serious.study is an AI-powered platform designed to transform education through engaging visual learning experiences. It allows users to create stunning AI-powered Mindmaps, Timelines, Flowcharts, Concept Maps, Venn Diagrams, Hierarchy Charts, Comparison Charts, and Cycle & Process Diagrams. This tool is perfect for students and educators preparing for various exams, including UPSC, SSC, GRE, SAT, and Civil Service exams worldwide. It supports studying World History, Geography, Science, and General Knowledge. The platform offers free visual learning tools with an AI diagram generator, making complex topics easier to understand and organize.

book2course is an AI-powered platform designed to convert any PDF book, textbook, or study material into a comprehensive, interactive learning experience. Users can upload PDFs to instantly generate structured courses complete with chapters, bite-sized lessons, learning objectives, and key concepts. The tool integrates AI-powered quizzes with instant feedback, a knowledge map to visualize concept connections, and a spaced repetition flashcard system for long-term retention. Additionally, each lesson includes an AI tutor for personalized explanations and examples. book2course aims to move users beyond passive reading by providing an active learning environment, making it ideal for students and educators looking to optimize their study and teaching methods.

Sentelo is a browser extension designed to boost learning and productivity through the power of AI. It leverages advanced models from Google and OpenAI's GPT to offer comprehensive assistance across various tasks. Users can benefit from features like summarization for quick comprehension, example generation for better understanding, and efficient information retrieval. Sentelo aims to personalize the AI experience, making it accessible and integrated directly into platforms such as Google Docs and PDF readers, thereby streamlining workflows for students, writers, and professionals alike.