Compositional Learning

Bethge Lab develops data‑centric, lifelong learning AI models for multimodal knowledge retrieval, theorem proving, and scientific forecasting, using compositional representations to prevent forgetting and mechanistic interpretability tools to model neural coding and attention.

Synthesis Tutor adapts math lessons for children 5‑11, using AI‑driven assessments and instant feedback to personalize instruction across K‑5 topics. It offers multimodal content, automatic progress reports, and a sensory‑friendly environment for neurodiverse learners, available on iPad, desktop, an

Composio.dev is an AI-powered integration platform that connects developers to 250+ apps with a single line of code, automating workflows across tools like GitHub and Slack. It offers managed auth, RPA, and error handling while remaining LLM-agnostic for flexibility.

Composer is an AI‑driven, no‑code platform that lets users describe investment goals in natural language to generate, backtest, and auto‑execute strategies. It offers real‑time monitoring, pre‑built strategies, community sharing, and brokerage integration for tax‑efficient trading.

Brilliant is an interactive learning platform for ages 13+, offering bite-sized courses in math, computer science, and data analysis. It features personalized feedback, over 300 puzzles, and a community of learners to enhance problem-solving and critical thinking skills.

Up Learn is an online platform offering curriculum‑aligned bite‑size videos for A Level and GCSE subjects across major exam boards. AI diagnostics track progress, suggest personalized revision, and provide annotated exam practice and live tutor chat.

Flow Language Learning Software curates personalized resources for intermediate to advanced learners, utilizing real-world content like videos and news articles. It offers tailored recommendations, comprehension tests, and progress tracking to enhance language acquisition.

Compose AI is a Chrome extension that auto‑completes text in any web editor, learning the user’s style to suggest personalized phrases. It runs locally, preserves privacy, and cuts typing time for professionals, students, and creators.

ReadTheory offers adaptive reading comprehension exercises for K‑12 and ESL learners, with instant grading and teacher dashboards that deliver real‑time performance data, classroom competitions, and ready‑made resources for lesson planning.

Profound Academy provides customizable computer science curriculums with hands-on materials, automated grading, AI student assistance, and gamification features. It prepares students for technology and data science careers while promoting engagement and streamlined educator workflows.

Learn Place is an AI-driven personalized learning assistant that develops customized syllabi based on individual goals. It enhances comprehension by connecting new concepts to existing knowledge and offers 24/7 support and progress tracking for a structured learning experience.

LEAi converts documents, presentations, webpages, and video into structured courses, auto‑generating objectives, instructional text, assessments, and interactive elements. It exports to SCORM, xAPI, PowerPoint, Google Slides, ePub, and supports collaborative version control and rapid content updates

The Full Stack offers a complete AI lifecycle curriculum, covering prompt engineering, LLMOps, deep learning, GPU selection, model monitoring, ethics, and MLOps. It trains developers, product managers, and researchers to design, build, and deploy AI applications.

aiLaMo delivers a free, modular AI learning platform with research‑based lessons covering fundamentals, application, problem‑solving, and ethics. Gamified progress earns points, while adaptive content and mobile access enable personalized study for students, professionals, and educators.

We Are lets learning designers build 3‑D animated videos and scenario‑based training quickly. Users set scenes, write scripts, and AI auto‑creates animated characters, gestures, voices, and translations. Output supports URLs, embeds, SCORM, xAPI, and cmi5 for LMS tracking.

eSpark is an AI‑driven adaptive learning platform that aligns daily reading and math practice with a district curriculum. It customizes lesson sequences, offers instant feedback, and provides dashboards for teachers and administrators to track mastery and program impact.

Learnbase is an AI‑powered learning platform that lets users set goals, organize study units, and track progress. It centralizes resources, offers a block‑based editor for concise notes, and includes AI assistants for note creation and personalized learning pathways.

Penseum is an AI study partner that creates custom study guides, flashcards, and practice questions from your materials. It offers AI tutoring, study roadmaps, and community support for effective learning.

Contentful is a headless CMS that centralizes modular content management and API-driven delivery for web, mobile, and omnichannel channels. It offers AI-assisted content generation and localization, no-code personalization, developer APIs, analytics, and workflow governance.

Learn Earth is an AI‑driven adaptive learning platform that lets users explore topics from STEM to personal development. It generates personalized learning paths, adaptive practice sessions, instant feedback, and unlimited content access.

Learnt.ai is an AI‑powered platform for educators that turns prompts into course outlines, interactive activities, scenario questions, facilitator guides, and assessments within seconds. It enforces consistency with standards, brand tone, and offers 110 sidekicks for quick, accurate content creation

Learn Copywriting is an interactive platform for improving copywriting skills through daily writing tasks, real-time feedback, and a structured environment. Users can track progress, store submissions in a portfolio, and draw inspiration from industry insights.

Vocareum delivers labs with IDEs, notebooks, and GPU/CPU clusters in isolated containers or accounts. It offers tutoring, code grading, and a unified gateway to AWS, Azure, GCP, Databricks, and foundation models. LMS integration and SOC 2 compliance enable scalable training.

Workforce Learning Insight by Entelechy offers data-driven insights into employee training and development. It evaluates training effectiveness, identifies skills gaps, tracks progress, and generates reports to align learning initiatives with business objectives.

101.school lets users create personalized courses or select from STEM, humanities, business, and skill subjects. AI recommends modules, learning paths, and assessments, supporting self‑paced or structured 4–13‑week programs with progress tracking and feedback.

Proseable delivers a structured language learning experience centered on real‑world subjects. Users craft personalized curricula, engage in topic‑specific conversations, and track progress with a gamified system. Hands‑free dictation, translation, and vocabulary lessons build listening, speaking, an

Maxlearn is a microlearning platform for corporate training, featuring AI-assisted content creation, gamification for engagement, and methodologies like spaced repetition. It offers real-time analytics to monitor progress and enhance workforce skills effectively.

Weavy is an AI-powered design platform that streamlines creative workflows for professionals. It offers integrated tools for image manipulation, compositing, and collaboration, enhancing project refinement through features like inpainting and z-depth extraction within a user-friendly interface.

Claude Skills Hub is a platform offering over 33 modular extensions to enhance Claude's functionality, enabling tasks like web asset generation, browser automation, and comprehensive analysis, while supporting user-generated skills in a collaborative environment.

Synthical is an AI tool in computational chemistry/materials science. It facilitates trend analysis, organic reaction exploration, molecular design using genetic algorithms, and encourages investigation into sustainable technologies across diverse chemical disciplines for enhanced scientific discov

Slice automates converting documents, recordings, wikis, and webinars into SCORM‑compliant courses, extracting expert knowledge to build dynamic, role‑based learning paths, providing instant AI coaching, and tracking progress—all within a private, on‑premises or cloud deployment.

Learniverse delivers personalized AI‑generated courses that adapt to your goals and progress. Using ChatGPT and curated resources, it offers hands‑on lessons, coding challenges, research exploration, quizzes, tutorials, and a mobile interface with an integrated editor.

Kognics blends LMS and CRM to deliver AI‑driven, adaptive training for employees, partners, and remote workers. It provides microlearning, gamified assessments, and real‑time analytics, integrating with existing tools to track skill growth and compliance.

Periplus is an AI-based educational platform that offers personalized courses, documents, and flashcards across various subjects, facilitating structured learning paths and enhancing knowledge retention through quizzes while allowing users to build an organized personal library.

CodeSignal Learn offers structured paths in programming, data science, AI, and full‑stack development, featuring AI tutoring, real‑time code feedback, analytics, hands‑on projects, and interview prep across languages, supporting learners from beginners to advanced.

Algor Education turns notes, PDFs, audio, video, and images into AI‑generated interactive study tools—concept and mind maps, flashcards, quizzes, and structured notes. It highlights key points, visualizes content, and streamlines exam preparation, curriculum design, and independent learning.

Packback is an AI-driven platform that enhances learning through inquiry-based discussions, real-time writing feedback, and plagiarism prevention. It integrates with learning management systems to streamline grading and promote ethical use of AI in education.

Adaptiv Academy is an AI-powered tool that offers personalized online courses, track progress and earn rewards through adaptive learning, searchable courses, mobile app reminders, and referral programs.

TeacherMatic is an AI platform that automatically generates lesson plans, quizzes, feedback, policy documents, and more, supporting teachers, administrators, and HR. It streamlines routine tasks for K‑12, higher education, and language instruction while maintaining curriculum alignment and ethical s

Concept Map AI is a free mind mapping tool that enables users to create visual concept maps quickly through AI interaction. It supports educational purposes, project planning, brainstorming, and process mapping, enhancing clarity, collaboration, and operational efficiency.

Kompas is a local-first desktop app that builds a personal knowledge graph from notes, documents, highlights, web pages and voice, organizing work into sessions that retrieve related material to support progressive, connected writing and offline LLM use.

LearnHouse is an open‑source LMS that lets educators create courses quickly with a block‑based editor. It supports self‑hosting, a REST API, payments, analytics, AI grading, multi‑tenancy, and integrations like YouTube and Google Analytics.

FLORA is a unified generative-AI canvas combining multimodal image, video and text models for inpainting, outpainting, text-to-image and text-driven video editing; supports 50+ models, reference-guided consistency, real-time team collaboration and production-ready exports.

Lecturio is a learning platform for medical and nursing students, offering comprehensive resources like video lectures, practice exams, and personalized tutoring across subjects such as anatomy and pharmacology, aiding in exam preparation and concept mastery.

Smartick is an AI‑driven online math platform for ages 4‑14 that creates personalized 15‑minute lessons after a quick assessment. It adapts difficulty, tracks progress, and promotes problem‑solving, logical reasoning, coding fundamentals, and lasting study habits.

Flint is an AI-powered learning platform designed for schools, providing personalized tutoring and feedback across multiple subjects. It offers AI-driven problem-solving, writing assistance, research support, and language learning, helping students engage in tailored, interactive educational experie

Learn AI, ML, and data science through free tutorials, live coding playgrounds, and 100+ hands‑on projects. The curriculum covers core machine learning, regression, and deep learning, with specialized projects and a 3,958‑question quiz to reinforce knowledge.

AI lesson planner generates curriculum‑aligned plans, quizzes, flashcards, mind maps, and more in seconds, with 800+ pre‑made exercises and customizable imports. H5P‑ready output integrates into Moodle, Canvas, and other LMS, supporting multiple levels and gamification.

Tooning is an AI learning platform for educators and students, enabling the creation of storytelling content, image generation, class management, and collaborative projects. It supports personalized learning experiences across various educational levels.

The Adaptiv tool is an AI-powered personalized learning platform with a user-friendly interface, referral rewards, and a mobile application.