Scheduling and resource allocation within busy educational environments is a notoriously complex problem. Administrators spend hours manually balancing room availability, teacher certifications, substitute mapping, and class rotations. EduPlanner replaces this chaotic process with an intelligent, automated scheduling engine that handles intricate constraints instantly.
How It Works
The system takes raw operational constraints—such as teacher availability, room capacities, curriculum tracks, and staff rotation rules—and processes them to generate optimal, conflict-free schedules. It actively flags potential issues and automatically suggests optimal substitute coverage or room re-mappings in real-time when changes occur.
Technical Deep Dive & Guardrails
Advanced AI Reasoning: Powered by a customized Google Gemini reasoning model that processes complex constraint matrices using recursive structural constraint re-weaving to find optimal scheduling paths.
Conflict Resolution Engine: Features a hard-coded algorithmic layer that enforces business rules with zero margins for error (e.g., ensuring a teacher is never double-booked across physical branches).
Real-Time Adaptability: Built to handle dynamic, live operational friction, such as last-minute sick leaves, by automatically recalculating and suggesting the lowest-impact substitute rotation.
Theory was designed for a creative studio that needed something bold and editorial without losing clarity or usability.
The part I loved most was figuring out how to make the site feel visually expressive while still giving the portfolio work room to breathe. Lots of strong type, intentional movement, and little custom details throughout.
Designed + developed in Squarespace 7.1 with custom CSS and JavaScript.
This system goes beyond a basic chatbot. It can answer FAQs and product questions, retrieve real order and inventory information, and assist with workflows such as order tracking, returns, refunds, and cancellations.
Sensitive actions are protected with identity checks, configurable limits, approval workflows, and human handoff.
Built with a customer-facing chat widget, AI/RAG backend, Shopify integration, and merchant dashboard.
Merci pour cette présentation. Le projet est très intéressant, notamment parce qu’il ne se limite pas à un simple chatbot, mais intègre de véritables actions et processus métier.
J’apprécie particulièrement l’approche qui combine IA/RAG, intégration Shopify et intervention...