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sese

Built at Zero to Agent: Vercel x Deepmind Hackathon SF · Mar 21, 2026 · San Francisco, CA

sese — Demo video

Sese is a multimodal AI study companion that turns problem-solving into a real-time, interactive learning experience. Students write naturally (e.g., on OneNote), and Sese observes their work, understands each step, and responds with voice guidance, structured explanations, and actionable next steps. Instead of passively consuming solutions, learners actively solve problems while Sese coaches and hypes them in real time. Sese combines: - Vision: understands handwritten/math input - Reasoning: generates structured teaching steps and feedback - Voice: explains concepts conversationally with an engaging tutor personality - Grounding: retrieves relevant textbook content using a vector database for trustworthy explanations The system renders a live teaching board with equations, steps, and concept notes, while the tutor speaks, corrects mistakes, and adapts to the student's progress. This transforms studying from a static, lonely process into an interactive, guided experience, closer to having a professor available at all times. This is the future of learning: AI that doesn't just give answers, but helps you think.

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