{
  "id": 11791906,
  "title": "StockBuddy",
  "url": "https://urgent.news/2026/10/03/stockbuddy",
  "topic": "tech",
  "section": "Tech",
  "published": "2026-10-03T23:15:19.000Z",
  "source": {
    "name": "Dev.to",
    "slug": "dev-to",
    "url": "https://dev.to/vishnu22/stockbuddy-403d"
  },
  "original_language": "en",
  "account": "StockBuddy is a financial education platform and market simulation tool designed for Hacktoberfest 2026. Created by VISHNU YADLA, this intuitive tool aims to help beginners understand stock market analysis and investing without risking real money. Created for his friend Ritvik, who struggled with overwhelming charts and financial jargon, StockBuddy offers a safe, interactive playground for testing investment theories.\n\nThe platform provides a zero-risk environment where users start with ₹1,00,000 of virtual currency to experiment with simulated buy/sell orders and track portfolio allocation. Users are challenged to predict market direction (UP, SIDEWAYS, DOWN) before seeing AI predictions. The app then reveals the AI model's reasoning and compares it side-by-side with the user's forecast.\n\nOne of StockBuddy's key features is its context-aware AI tutor. Instead of a generic chatbot wrapper, the AI receives actual structured application payloads containing technical indicators like RSI, moving averages, MACD, and volatility. This allows the AI to explain why signals trigger in plain, beginner-friendly language. Users can also run what-if scenarios by adjusting variables like RSI or volume to observe how market shifts would alter model outputs in real time.\n\nStockBuddy's architecture includes a React frontend using TypeScript, Tailwind CSS, Recharts, Lucide Icons, and Framer Motion. The backend is built with Python and FastAPI, utilizing a Scikit-Learn logistic regression classifier for direction prediction. The platform integrates with Yahoo Finance for historical data and an open-weight LLM inference layer for AI predictions. All data is structured as JSON to facilitate structured learning and analysis.",
  "summary": "This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built I built StockBuddy , a financial education platform and market simulation tool designed with a modern fintech aesthetic. Who I Built It For & The Real Problem It Solves I built this for my friend, Ritvik, who has been wanting to get into stock market analysis and investing. Every time he opened…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}