D.IA.NE - Personal AI Tutor

An educational ecosystem powered by D.IA.NE. Based on Harvard's 'PS2 PAL' study, it aims to boost learning without bypassing cognitive abilities—unlike passive tools like ChatGPT. D.IA.NE structures workflows, manages schedules, and adapts its pedagogy from middle school to PhD levels. I am responsible for the full-stack development of the project.

Infos Projet

1 Mois DEVELOPMENT
20 Users PRIVATE BETA
6e -> PhD LEVELS
Desktop PLATFORM

Access

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Technologie

Outils et technologies utilisés

Next.jsTypeScriptReact

Project History

From personal need to universal solution

  • 1 Origin: Initially developed to help my ADHD brother organize himself in high school. The goal was to reduce cognitive load and structure note-taking.
  • 2 Core Phase: Building a robust React/TypeScript architecture to manage the intelligent agenda, tasks, and focus work sessions.
  • 3 AI Orchestration: Implementing the 'Dual AI' system combining Gemini's contextual intelligence with Sonar's research power.
  • 4 Current State: Active beta testing with 20 users to refine pedagogical models and user experience.

Technical Challenges

Beyond a simple GPT wrapper

  • 'Dual AI' Orchestration & Sync
    Complex synchronization between two AI brains: Gemini for emotional/pedagogical context and Sonar for factual research. Latency management and response merging for a fluid experience.
  • Context Injection & Persona System
    Developing a system that feeds the AI with student context (Agenda, Notes, Tasks) in real time. Creating adaptive personas that shift tone based on academic level (6th grade vs PhD).
  • Tiered Source System
    Filtering algorithm to minimize hallucinations. Prioritizing academic sources (Tier 1) over educational (Tier 2) and general sources (Tier 3).

Pedagogical Impact

Technology serving learning

  • 🎓 Method backed by Harvard 'PS2 PAL' study for the tutor effect
  • 🧠 Cognitive load reduction ideal for ADHD profiles
  • 🛡️ Minimized hallucination rate thanks to verified source system
  • 📈 Full adaptability from middle school to PhD levels
  • 💰 Ethical 'Pay-per-use' model without passive subscription
  • Desktop application optimized for deep work