Building Real AI in 24 Hours: KrishiAI with GitHub Copilot

Manish Kumawat — Tue, 31 Mar 2026 07:11:15 +0000

🚀 I Built a Full AI Farming Platform in 24 Hours (TensorFlow.js + NLP + ML)

From idea to working product in a single day — here’s how I built KrishiAI, a multi-module AI system using TensorFlow.js, NLP, and ML algorithms with the help of GitHub Copilot.

🔥 Live Demo Preview

🧠 Architecture Diagram (Core of the System)

💡 What is KrishiAI?

KrishiAI is an AI-powered farming assistant that provides:

🌿 Disease detection from plant images
💬 Multi-language chatbot
🌾 Crop recommendations
📈 Price prediction
🧪 Fertilizer optimization
🖼️ Feature Screenshots
🌿 Disease Detection

💬 AI Chatbot

🌾 Crop Recommendation

📈 Price Prediction

⚡ Tech Stack
Frontend: React.js
Backend: Express.js
AI/ML:
TensorFlow.js (CNN)
KNN Algorithm
ARIMA Model
NLP: Natural.js
APIs: Weather + agriculture datasets
🧩 How I Built It (Fast Breakdown)

Setup (30 mins) Monorepo (React + Express) Modular AI architecture
🌿 Disease Detection (CNN) Image preprocessing → Model inference Output: disease + confidence + treatment POST /api/disease/detect-image
💬 NLP Chatbot Multi-language understanding Intent + entity extraction POST /api/chat
🌾 Crop Recommendation (KNN) Soil + weather input Returns best crops
📈 Price Prediction (ARIMA) Time-series forecasting 7-day prediction
🧪 Fertilizer Optimization Budget-based recommendation ⏱️ Built in Just 9 Hours Task Time Setup 30 mins AI Models 4 hrs Frontend 1.5 hrs Testing 1.5 hrs Deployment 1 hr Total ~9 hrs 🤖 How AI Helped

Using GitHub Copilot:

Generated ML logic
Accelerated API development
Reduced development time drastically

👉 1 week work → done in 24 hours

🔗 GitHub Repo

👉 https://github.com/ManishKumawat450/KrishiAi

🚀 What’s Next?
Mobile app
Better datasets
Offline AI support
Improved UI/UX
💥 Final Thought

One developer + AI tools = full product in a day.

DEV Community: Manish Kumawat

Building Real AI in 24 Hours: KrishiAI with GitHub Copilot