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Case study, 2025

Study Mode: Gemini-powered study sessions built from your own notes

Students collect notes but rarely turn them into active practice.

By Azan Akram, Agentic AI Engineer & Solution Architect. Updated

What I built

  • Integrated the Gemini API to personalise note-taking, quizzes and task planning.
  • Automated study sessions with n8n workflows that explain, quiz and review.
  • Engagement on the beta tripled in the first two weeks.
  • Gemini API
  • n8n
  • Tailwind CSS
  • HTML
Open the live app

How it works

Student notesGeminiExplainerQuiz makerPlannern8n workflowsFlashcardsTasks

Select any node to see what it does.

The architecture, step by step

Each part of the diagram, in the order a run moves through it.

  1. Student notesWhere every run starts.
  2. GeminiThe model behind every study step.
  3. ExplainerTurns raw notes into clear explanations.
  4. Quiz makerBuilds quizzes from the same notes.
  5. PlannerPlans the study session around what is due.
  6. ToolsThe agents act through the n8n workflows, flashcards and tasks.

Screens

Study Mode screenshot 1: the study chat
Study Mode screenshot 2: the study session flow

Related work

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