From uniform teaching to unique learning journeys
Powered by AI, our platform delivers smart and personalized learning experiences for students and provides pedagogical support for teachers.

Wingos is proudly funded by the Luxembourg National Research Fund (FNR), validating the scientific rigor and societal impact of our platform.

How it works
Our platform combines AI with pedagogical foundations and continuous instructor oversight to create an adaptive, reliable, and curriculum-aligned learning experience.
Curriculum Alignment
Wingos does not impose a predefined curriculum. Instead, it aligns directly with the uploaded materials already approved by instructors.
Wingos generates lessons, quizzes, explanations, and study support strictly aligned with the materials educators upload.
Educators upload their textbooks, course materials, or resources.
The platform builds learning content from those sources (no external curriculum imposed).
Wingos maps:
- Core concepts
- Dependencies and prerequisites
- Difficulty levels
- Relationships between topics
This provides educators with a high-level, structured overview of their curriculum’s architecture.
Instructor Control
Wingos follows a strict human-in-the-loop approach.
AI handles content generation and analysis, but teachers remain fully in control.
Instructors retain full control over all AI-generated materials before they reach students.
- Review and edit all generated lessons and assessments
- Validate accuracy and curriculum alignment
- Adjust or refine content to match pedagogical intent
Wingos gives educators clear, real-time visibility into classroom performance to enable precise and timely intervention.
- Track individual progress and concept-level mastery
- Identify struggling students early
- Detect learning gaps
- Monitor performance trends through a clear, color-coded dashboard
Adaptive Learning
Wingos continuously adapts to individual learners through mastered-based performance.
Wingos builds a dynamic mastery model for each learner, adapting exercises in real time for personalized progression.
- Real-time mastery tracking
- Adaptive difficulty and explanations
- Gap detection and prerequisite reinforcement
- Curriculum-aligned next steps
Unlike open-ended chatbots, Wingos delivers curriculum-aligned, context-aware academic assistance grounded in course materials.
- Highlight any sentence directly within the lesson
- Request clear explanations or translations
- Save notes to a personal learning notebook
Wingos integrates strategically timed mastery checks to strengthen long-term retention and prevent forgetting.
- Previously learned concepts are revisited at optimal intervals
- Reinforcement adapts to individual performance
- Knowledge is consolidated over time, not lost
Wingos integrates subtle, pedagogically grounded gamification to support motivation without compromising learning quality.
- Personalized avatars and digital rewards
- Structured learning pathways
- Configurable leaderboards with adjustable visibility
- Teacher and student controls to ensure healthy, pressure-free motivation
This platform is part of a research project at SnT, University of Luxembourg, an internationally recognized center in applied computer science, cybersecurity, intelligent systems, and tech innovation.
We ensure trust with explainable, human-centered AI, fully compliant with GDPR.
Wingos is inclusively designed with WCAG 2.2 principles to ensure accessible, equitable learning for all students.
Built for Luxembourg’s multilingual classrooms

Wingos was built with Luxembourg’s education system in mind, one of the most multilingual in the world.
Whether students are learning in Luxembourgish, German, French, or come from homes speaking other languages, Wingos adapts to their needs.
Our AI-powered platform supports linguistic diversity, bridges learning gaps, and enhances understanding for every student in the classroom.
