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Waypoint: Find your way at IA

Waypoint is a project designed to enhance navigation and accessibility within the Innovation Academy ecosystem. It combines intuitive user interfaces with advanced retrieval-augmented generation (RAG) models to deliver seamless user experiences. Our goal is to provide accurate, context-aware assistance for users, ensuring they can find the information they need efficiently.


Features

  • Smart Chat Interface — Get real-time, context-aware answers through a friendly, responsive chat system.
  • RAG-Powered Intelligence — Our pipeline combines document parsing, semantic search, and LLMs to provide accurate, concise responses.
  • Staff & Club Directory — Quickly look up teachers, staff, or clubs with ease.
  • Timeline View — Visualize upcoming events and milestones in a scrollable, dynamic layout.
  • User Accounts — Personalized experience via secure account management, setting the stage for custom schedules, reminders, and more.

Project Status

Frontend (React)

Feature Status
Chat interface ✅ Done
Sidebar ✅ Done
Navigation bar ✅ Done
Settings page ⏳ In Progress
Accounts ✅ Done (for now)

Backend (Python + RAG)

Feature Status
Data ingestion pipeline ✅ Done
Retrieval mechanism ✅ Done
Answer generation ✅ Done
Query fine-tuning ⏳ In Progress

Testing

Feature Status
Accounts system ⏳ Pending
End-to-end UX 🔜 To be defined

Deployment

Environment Status
Local Dev ✅ Done
Staging Server ⏳ In Progress
Production Rollout 🔜 Planned

Tech Stack

  • Frontend: React + TailwindCSS
  • Backend: Node.js, Express, FAISS
  • LLM: Gemini 2.0 Flash (via API)
  • Embeddings: MistralAI
  • Database: Supabase

Contributing

This project was developed by students at Innovation Academy. If you're interested in contributing or want to collaborate, feel free to open an issue or reach out!

About

Find your way at IA: talk to Birdie! | Chatbot utilizing RAG to help students with school-related queries

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