Add professional enterprise documentation in README.md

Author: JACK-AI7

README.md

@@ -1,21 +1,158 @@
-<div align="center">
-<img width="1200" height="475" alt="GHBanner" src="https://ai.google.dev/static/site-assets/images/share-ais-513315318.png" />
-</div>
+# 🌾 NuKropAI — Autonomous Agriculture AI Operating System
 
-# Run and deploy your AI Studio app
+[![Build Status](https://img.shields.io/badge/Build-Passing-brightgreen.svg)](https://github.com/JACK-AI7/NuKropAI)
+[![Version](https://img.shields.io/badge/Version-v1.0.0-blue.svg)](https://github.com/JACK-AI7/NuKropAI)
+[![Kotlin](https://img.shields.io/badge/Kotlin-2.0.21-purple.svg)](https://kotlinlang.org/)
+[![Android SDK](https://img.shields.io/badge/TargetSDK-34%2F36-green.svg)](https://developer.android.com/studio)
+[![Backend](https://img.shields.io/badge/Node.js-v20%2B-darkgreen.svg)](https://nodejs.org/)
+[![Database](https://img.shields.io/badge/Supabase-Auth%20%26%20DB-emerald.svg)](https://supabase.com/)
+[![AI Engine](https://img.shields.io/badge/Groq%20LLM-Llama%203.3%20%2F%203.2-orange.svg)](https://groq.com/)
 
-This contains everything you need to run your app locally.
+**NuKropAI** is an enterprise-grade, full-stack smart agriculture operating system designed to empower farmers, agronomists, and agricultural enterprises with AI-driven vision diagnostics, real-time market data, telemetry, and automated crop management tools.
 
-View your app in AI Studio: https://ai.studio/apps/e6f8fc34-29e7-4bed-9b6d-eaa28f15ebca
+---
 
-## Run Locally
+## 🚀 Key Modules & Features
 
-**Prerequisites:**  [Android Studio](https://developer.android.com/studio)
+### 🌿 1. AI Crop Disease Scanner & Soil Health Analysis
+* **Groq Vision LLM Integration**: Multi-model fallback (`llama-3.2-11b-vision-preview`, `llama-3.2-90b-vision-preview`) for instant visual disease diagnosis on crop leaves and stems.
+* **Treatment & Product Matching**: Returns exact disease names, severity levels, confidence scores, and real brand-name Indian agricultural products (pesticides, fungicides) with precise dosages and purchase links.
+* **Soil Composition & NPK Estimator**: Evaluates soil texture, pH range, organic matter content, and NPK deficiency recommendations.
 
+### 🔐 2. Enterprise Authentication & User Management
+* **Supabase Integration**: Auth engine backed by Supabase Kotlin SDK (`auth-kt`). Supports email/password authentication, persistent user sessions, metadata synchronization, and guest modes.
+* **Secure Profile & Data Security**: Full user profile customization with fallback metadata extraction.
 
-1. Open Android Studio
-2. Select **Open** and choose the directory containing this project
-3. Allow Android Studio to fix any incompatibilities as it imports the project.
-4. Create a file named `.env` in the project directory and set `GEMINI_API_KEY` in that file to your Gemini API key (see `.env.example` for an example)
-5. Remove this line from the app's `build.gradle.kts` file: `signingConfig = signingConfigs.getByName("debugConfig")`
-6. Run the app on an emulator or physical device
+### 📊 3. Live Mandi Market Intelligence & Price Ticker
+* **Real-time Government API Ingestion**: Direct integration with `data.gov.in` Mandi APIs featuring key rotation and failover mechanisms.
+* **Multi-language Support**: Instant translation support (English, Hindi, Telugu, Tamil, Marathi).
+* **Price Drop & Surge Alerts**: Automated background notifications via Android `WorkManager` for critical price spikes and severe localized weather events.
+
+### 🚜 4. Smart Tractor Autopilot & Telemetry Controls
+* **Autonomous Guidance Controls**: A-B line navigation mode, speed throttling, compass heading calculations, and coverage tracking.
+* **Edge Watchdog & Circuit Breaker**: Resilience layer for IoT telemetry streaming across Wi-Fi, GSM, and LoRa networks.
+
+### 💰 5. Agricultural Loan & Financial Planner
+* **Kisan Credit Card (KCC) Eligibility Calculator**: Computes scale of finance based on land acreage, crop type, and subsidized interest rates.
+* **PM-KISAN Scheme Tracker**: Financial breakdown for agricultural subsidies and crop insurance (PMFBY).
+
+---
+
+## 🏗 System Architecture
+
+```mermaid
+graph TD
+    A[Mobile Farmer App - Android Jetpack Compose] -->|Auth & User Sync| B[Supabase Backend Service]
+    A -->|Vision Analysis & LLM Queries| C[Groq AI Inference Cloud]
+    A -->|Live Rates & Failover| D[Gov Mandi API / Local Node.js Gateway]
+    E[Web Management Portal - React + Vite] -->|Enterprise Dashboard| B
+    F[Edge IoT Gateway / Telemetry] -->|Mqtt / GSM| D
+```
+
+---
+
+## 🛠 Tech Stack & Versions
+
+| Layer | Component | Technologies & Versions |
+| :--- | :--- | :--- |
+| **Mobile App** | UI Framework | Android Jetpack Compose, Material 3, Kotlin 2.0.21 |
+| **Mobile App** | Architecture | MVVM, Coroutines, StateFlow, Room DB v2.6.1, KSP |
+| **Mobile App** | Vision & Camera | CameraX (v1.4.1), TensorFlow Lite (v2.16.1), Coil |
+| **Network & Auth**| Authentication | Supabase Kotlin Auth (`io.github.jan-tennert.supabase:auth-kt:3.1.4`) |
+| **Network & Auth**| REST & Async | OkHttp 4.12.0, Ktor Client Android, Serialization |
+| **Backend API** | Server & Middleware | Node.js v20, TypeScript, Fastify / Express, Redis |
+| **Web Dashboard** | Frontend | React 18, Vite, TypeScript, TailwindCSS |
+
+---
+
+## 📦 Project Directory Structure
+
+```
+agriculture-ai-os/
+├── app/                        # Android Native Jetpack Compose Application
+│   ├── src/main/java/com/example/
+│   │   ├── AuthViewModel.kt     # Supabase Session & Auth Management
+│   │   ├── GeminiVisionService.kt # Groq Vision LLM API Pipeline
+│   │   ├── DiseaseScannerScreen.kt # CameraX AI Scanning UI
+│   │   ├── HomeScreen.kt        # Primary Farmer Operating Dashboard
+│   │   ├── MandiApiService.kt   # Live Market Rates & Key Rotation
+│   │   ├── SupabaseClient.kt   # Supabase Client Initializer
+│   │   └── ...
+│   └── build.gradle.kts
+├── backend/                    # Node.js TypeScript API Gateway & Telemetry Service
+│   ├── src/
+│   ├── docker-compose.yml
+│   └── package.json
+├── web/                        # React + Vite Enterprise Web Portal
+│   ├── src/
+│   └── package.json
+├── build.gradle.kts            # Root Project Gradle Configuration
+├── settings.gradle.kts
+└── README.md
+```
+
+---
+
+## ⚙️ Setup & Building Instructions
+
+### 📱 Android Application (Mobile)
+
+#### Prerequisites:
+* **JDK**: OpenJDK 17 or Android Studio Bundled JBR
+* **Android Studio**: Ladybug / Koala or newer (SDK 34+)
+
+#### Steps:
+1. **Clone the repository**:
+   ```bash
+   git clone https://github.com/JACK-AI7/NuKropAI.git
+   cd NuKropAI
+   ```
+2. **Build Release APK**:
+   ```bash
+   ./gradlew assembleRelease --no-daemon
+   ```
+3. The generated release APK will be located at:
+   `app/build/outputs/apk/release/app-release.apk`
+
+---
+
+### 🖥️ Backend Service (Node.js)
+
+1. **Navigate to the backend directory**:
+   ```bash
+   cd backend
+   ```
+2. **Install dependencies**:
+   ```bash
+   npm install
+   ```
+3. **Start Development Server**:
+   ```bash
+   npm run dev
+   ```
+
+---
+
+### 🌐 Web Dashboard (React + Vite)
+
+1. **Navigate to the web directory**:
+   ```bash
+   cd web
+   ```
+2. **Install dependencies**:
+   ```bash
+   npm install
+   ```
+3. **Launch Dev Server**:
+   ```bash
+   npm run dev
+   ```
+
+---
+
+## 📄 License & Release Notes
+
+* **Version**: `1.0.0`
+* **Release Date**: August 2026
+* **Maintainer**: NuKropAI Core Engineering Team
+* **License**: MIT License