Kairos AI Trading System

Overview

Kairos is a comprehensive autonomous cryptocurrency trading platform powered by advanced AI technology. The system combines Gemini AI's sophisticated decision-making capabilities with real-time market data to provide both autonomous trading and interactive market analysis features.

System Architecture

Kairos AI Trading System
├── Frontend (React/Next.js)     # Web interface and user experience
│   ├── AI Agent Interface       # Autonomous trading and assistant modes
│   ├── Manual Trading          # Direct trading interface
│   └── Portfolio Dashboard     # Real-time portfolio management
├── Backend (Python/FastAPI)    # Core trading engine and AI integration
│   ├── Gemini AI Agent        # Decision-making and market analysis
│   ├── Trading Engine         # Multi-chain trade execution
│   ├── Portfolio Manager      # Real-time balance and asset tracking
│   └── Analytics Engine       # Performance tracking and reporting
└── External Integrations      # Third-party services and APIs
    ├── Recall Trading API     # Real trade execution
    ├── CoinGecko API          # Live price data
    ├── Supabase Database      # Data persistence
    └── TradingView Charts     # Technical analysis

Key Features

Autonomous Trading

• AI-Powered Decisions: Gemini AI analyzes market conditions, news sentiment, and portfolio data
• Multi-Chain Support: Trade across Ethereum, Polygon, Solana, and Base networks
• Risk Management: Intelligent position sizing and portfolio protection
• Learning System: AI improves strategies based on trade outcomes
• Real-Time Execution: Automated trade execution with comprehensive validation

Interactive AI Assistant

• Market Analysis: Real-time crypto price data and trend analysis
• Portfolio Insights: Comprehensive holdings analysis and recommendations
• Educational Content: Crypto concepts and trading strategy explanations
• News Integration: Latest cryptocurrency news and sentiment analysis

Advanced Analytics

• Performance Tracking: Real-time P&L, success rates, and trading metrics
• Strategy Analysis: AI decision pattern analysis and optimization
• Professional Reports: Automated PDF report generation
• Risk Assessment: Comprehensive risk scoring and management

Professional Interface

• Dual Mode Operation: Switch between autonomous agent and interactive assistant
• Real-Time Updates: Live portfolio and session monitoring
• Responsive Design: Mobile-first responsive interface
• Integration Charts: TradingView integration for technical analysis

Technology Stack

Frontend

• Framework: Next.js 14 with TypeScript
• Styling: Tailwind CSS with Shadcn/UI components
• State Management: React hooks with custom state management
• Charts: TradingView widget integration
• Theme: Dark/light mode with system preference detection

Backend

• Framework: FastAPI with Python 3.8+
• AI Integration: Google Gemini 1.5 Pro
• Database: Supabase PostgreSQL
• Trading API: Recall Network trading infrastructure
• Market Data: CoinGecko API integration
• Reports: ReportLab PDF generation

Infrastructure

• Development: Local development with hot reloading
• Production: Docker containerization ready
• Database: Supabase cloud PostgreSQL
• API Integration: RESTful APIs with comprehensive error handling
• Monitoring: Comprehensive logging and error tracking

Quick Start

Prerequisites

• Node.js 18+ for frontend development
• Python 3.8+ for backend development
• API Keys: Gemini AI, Supabase, Recall Network
• Package Managers: npm/yarn for frontend, pip for backend

Installation

1. Clone Repository

git clone <repository-url>
cd kairos-ai-trading

2. Backend Setup

cd backend
python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate
pip install -r requirements.txt

# Configure environment variables
cp .env.example .env
# Edit .env with your API keys

3. Frontend Setup

cd frontend
npm install
# or yarn install

# Configure environment variables
cp .env.example .env.local
# Edit .env.local with your configuration

4. Start Services

Backend:

cd backend
source venv/bin/activate
python api_server.py
# Server starts on http://localhost:8000

Frontend:

cd frontend
npm run dev
# Application starts on http://localhost:3000

Environment Configuration

Backend (.env)

# AI Configuration
GEMINI_API_KEY=your_gemini_api_key_here

# Database Configuration
SUPABASE_URL=your_supabase_project_url
SUPABASE_ANON_KEY=your_supabase_anon_key

# Trading API Configuration
RECALL_API_KEY=your_recall_api_key_here
RECALL_SANDBOX_API_BASE=https://api.sandbox.competitions.recall.network

Frontend (.env.local)

# API Configuration
NEXT_PUBLIC_API_URL=http://localhost:8000
NEXT_PUBLIC_ENVIRONMENT=development

Usage Guide

Autonomous Trading Mode

1. Access AI Agent: Navigate to the AI Agent section
2. Select Agent Mode: Choose "Agent" from the mode selector
3. Configure Session: Set trading duration (10 minutes to 24 hours)
4. Start Trading: Click "Start Trading" to begin autonomous session
5. Monitor Progress: View real-time updates and AI decision-making
6. Download Reports: Access PDF reports when session completes

Interactive Assistant Mode

1. Select Assistant Mode: Choose "Assistant" from the mode selector
2. Ask Questions: Type queries about markets, portfolio, or crypto concepts
3. Get Analysis: Receive real-time market analysis and insights
4. Portfolio Review: Ask for portfolio optimization suggestions
5. Market Updates: Get latest news and price information

Manual Trading

1. Navigate to Trading: Access the Manual Trading section
2. Select Tokens: Choose from/to tokens for your trade
3. Set Amount: Enter the amount to trade with balance validation
4. Review Trade: Check estimated output and fee information
5. Execute Trade: Confirm and execute the trade
6. Track Results: Monitor trade execution and portfolio updates

API Documentation

Core Endpoints

Endpoint	Method	Description
/api/portfolio	GET	Current portfolio data
/api/trade	POST	Execute manual trade
/api/chat	POST	Start autonomous trading session
/api/chat/assistant	POST	Interactive AI assistant
/api/autonomous/status/{id}	GET	Trading session status
/api/session/report/{id}	GET	Download session PDF report

Real-Time Features

• Portfolio Updates: Live balance and value tracking
• Price Feeds: Real-time cryptocurrency prices
• Session Monitoring: Live autonomous trading progress
• Trade Notifications: Instant trade execution updates

Security & Risk Management

Trading Security

• API Key Management: Secure storage of all API credentials
• Trade Validation: Comprehensive pre-trade validation
• Balance Verification: Real-time balance checking
• Position Limits: Maximum 50% of token balance per trade

Risk Controls

• Portfolio Diversification: Multi-asset allocation management
• Chain Risk Management: Distributed across multiple networks
• AI Confidence Scoring: Trade execution based on AI confidence levels
• Stop-Loss Protection: Intelligent risk management through AI decisions

Data Security

• Environment Variables: Secure credential management
• Database Security: Supabase row-level security
• API Rate Limiting: Protection against abuse
• Error Handling: Secure error messages without sensitive data exposure

Monitoring & Analytics

Performance Metrics

• Trading Success Rate: Percentage of successful trades
• Portfolio Performance: Real-time P&L tracking
• AI Confidence Trends: Analysis of AI decision confidence
• Risk-Adjusted Returns: Performance relative to risk taken

Reporting Features

• Session Reports: Comprehensive PDF reports for each trading session
• Strategy Analysis: AI decision pattern analysis
• Performance Tracking: Historical performance trends
• Risk Assessment: Detailed risk analysis and recommendations

Development

Project Structure

kairos-ai-trading/
├── frontend/               # React/Next.js web application
│   ├── src/app/           # Next.js app directory pages
│   ├── src/components/    # Reusable React components
│