Inspiration

We wanted to make learning feel more personal and responsive. Everyone learns differently, and a fixed approach may not work for every learner or every topic. That inspired us to explore a companion that can adapt to a learner’s needs.

What it does

Synapse AI Learning Companion helps learners engage with learning materials through a more adaptive experience. It aims to respond to questions, offer useful explanations, and support learners as their needs change.

How we built it

We built Synapse by combining an AI learning experience with the idea of adapting support to the learner. We focused on making the interaction approachable and useful, while leaving room to improve how the companion responds over time.

Challenges we ran into

One challenge was deciding how to make the learning experience adaptive without making it confusing or overwhelming. We also had to shape a broad idea into a clear, practical project within the time available.

Accomplishments that we're proud of

We’re proud to have turned an idea about more personalized learning into a working project concept. Synapse reflects our goal of making learning support more responsive and accessible.

What we learned

We learned that useful AI learning support depends on more than generating answers. It also needs to understand what the learner needs, communicate clearly, and help them make progress.

What’s next for Synapse AI Learning Companion

We’d like to improve personalization, support more learning materials and subjects, and gather feedback from learners. Over time, we hope to make Synapse a companion that can better adapt its explanations and guidance to each person.

Built With

  • chromadb
  • fastapi
  • grok-api
  • langchain
  • pymupdf
  • python
  • python-pptx
  • react
  • sentence-transformers
  • vite
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Updates

posted an update —

Synapse AI Learning Companion: a more personal way to study Synapse brings PDFs, slide decks, and YouTube lessons into one study space. Students can ask questions and follow citations to the relevant page, slide, or video timestamp, including when learning from figures and charts. Adaptive quizzes adjust to student performance and help identify topics that need more practice. The dashboard tracks quiz accuracy, topic mastery, weak areas, and recent quiz activity. Students can also set a daily learning goal and generate downloadable subjective questions and answers from their course material. I’m continuing to improve Synapse’s tutoring, assessment, and learning analytics with real course materials.

Submission history