🧠 The Intuitive ML Architect

Vertical: Education
Stack: Next.js 14, Tailwind CSS, LangGraph, MongoDB, Google Search API
Hackathon: Prompt Wars: Virtual

🚀 Overview

The Intuitive ML Architect is a stateful, agentic assistant designed to transform how students learn complex Machine Learning concepts. Instead of just providing code, it utilizes a Socratic prompt strategy to guide users through three levels of mastery: Intuition (Analogy), Theory (Mathematics), and Implementation (Code).

🛠️ Prompt Logic & Strategy

• Agentic Workflow: Powered by LangGraph, the assistant maintains state across sessions, ensuring a persistent learning roadmap stored in MongoDB.
• Socratic Loop: The system prompt enforces a "Verification Gate"—the assistant will not reveal code until the user demonstrates an understanding of the underlying math.
• Dynamic Integration: Integrated with Google Search to fetch real-time SOTA (State-of-the-Art) research directly from ArXiv.