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# 🤖 NOFX - AI-Driven Crypto Futures Auto Trading Competition System
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# 🤖 NOFX - Agentic Trading OS
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[](https://golang.org/)
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[](https://reactjs.org/)
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[](https://www.typescriptlang.org/)
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[](LICENSE)
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[](https://amber.ac)
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**Languages:** [English](README.md) | [中文](README.zh-CN.md) | [Українська](README.uk.md) | [Русский](README.ru.md)
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---
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An automated crypto futures trading system powered by **DeepSeek/Qwen AI**, supporting **Binance, Hyperliquid, and Aster DEX exchanges**, **multi-AI model live trading competition**, featuring comprehensive market analysis, AI decision-making, **self-learning mechanism**, and professional Web monitoring interface.
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## 🚀 Universal AI Trading Operating System
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**NOFX** is a **universal Agentic Trading OS** built on a unified architecture. We've successfully closed the loop in crypto markets: **"Multi-Agent Decision → Unified Risk Control → Low-Latency Execution → Live/Paper Account Backtesting"**, and are now expanding this same technology stack to **stocks, futures, options, forex, and all financial markets**.
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### 🎯 Core Features
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- **Universal Data & Backtesting Layer**: Cross-market, cross-timeframe, cross-exchange unified representation and factor library, accumulating transferable "strategy memory"
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- **Multi-Agent Self-Play & Self-Evolution**: Strategies automatically compete and select the best, continuously iterating based on account-level PnL and risk constraints
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- **Integrated Execution & Risk Control**: Low-latency routing, slippage/risk control sandbox, account-level limits, one-click market switching
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### 🏢 Backed by [Amber.ac](https://amber.ac)
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### 👥 Core Team
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- **Tinkle** - Technology & Developer Relations
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- Leading all technical development and architecture
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- Building the developer community
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- Twitter/X: [@Web3Tinkle](https://x.com/Web3Tinkle)
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- **Zack** - Market & Fundraising
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- Leading market strategy and business development
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- Managing fundraising and investor relations
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- Twitter/X: [@0x_ZackH](https://x.com/0x_ZackH)
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### 💼 Seed Funding Round Open
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We are currently raising our **seed round**.
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**For investment inquiries, please contact Zack** via Twitter DM.
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---
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> ⚠️ **Risk Warning**: This system is experimental. AI auto-trading carries significant risks. Strongly recommended for learning/research purposes or testing with small amounts only!
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---
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## ✨ Core Features
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## ✨ Current Implementation - Crypto Markets
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### 🏆 Multi-AI Competition Mode
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- **Qwen vs DeepSeek** live trading battle
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- Independent account management and decision logs
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- Real-time performance comparison charts
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- ROI PK and win rate statistics
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NOFX is currently **fully operational in cryptocurrency markets** with the following proven capabilities:
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### 🧠 AI Self-Learning Mechanism (NEW!)
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- **Historical Feedback**: Analyzes last 20 cycles of trading performance before each decision
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- **Smart Optimization**:
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- Identifies best/worst performing coins
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- Calculates win rate, profit/loss ratio, average profit
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- Avoids repeating mistakes (consecutive losing coins)
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### 🏆 Multi-Agent Competition Framework
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- **Live Agent Battle**: Qwen vs DeepSeek models compete in real-time trading
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- **Independent Account Management**: Each agent maintains its own decision logs and performance metrics
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- **Real-time Performance Comparison**: Live ROI tracking, win rate statistics, and head-to-head analysis
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- **Self-Evolution Loop**: Agents learn from their historical performance and continuously improve
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### 🧠 AI Self-Learning & Optimization
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- **Historical Feedback System**: Analyzes last 20 trading cycles before each decision
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- **Smart Performance Analysis**:
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- Identifies best/worst performing assets
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- Calculates win rate, profit/loss ratio, average profit in real USDT terms
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- Avoids repeating mistakes (consecutive losing patterns)
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- Reinforces successful strategies (high win rate patterns)
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- **Dynamic Adjustment**: AI autonomously adjusts trading style based on historical performance
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- **Dynamic Strategy Adjustment**: AI autonomously adapts trading style based on backtest results
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### 📊 Intelligent Market Analysis
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- **3-minute K-line**: Real-time price, EMA20, MACD, RSI(7)
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- **4-hour K-line**: Long-term trend, EMA20/50, ATR, RSI(14)
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- **Open Interest Analysis**: Market sentiment, capital flow judgment
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- **OI Top Tracking**: Top 20 coins with fastest growing open interest
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- **AI500 Coin Pool**: Automatic high-score coin screening
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- **Liquidity Filter**: Auto-filters low liquidity coins (<15M USD position value)
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### 📊 Universal Market Data Layer (Crypto Implementation)
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- **Multi-Timeframe Analysis**: 3-minute real-time + 4-hour trend data
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- **Technical Indicators**: EMA20/50, MACD, RSI(7/14), ATR
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- **Open Interest Tracking**: Market sentiment, capital flow analysis
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- **Liquidity Filtering**: Auto-filters low liquidity assets (<15M USD)
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- **Cross-Exchange Support**: Binance, Hyperliquid, Aster DEX with unified data interface
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### 🎯 Professional Risk Control
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- **Per-Coin Position Limit**:
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- Altcoins ≤ 1.5x account equity
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- BTC/ETH ≤ 10x account equity
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- **Configurable Leverage** (v2.0.3+):
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- Set maximum leverage in config.json
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- Default: 5x for all coins (safe for subaccounts)
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- Main accounts can increase: Altcoins up to 20x, BTC/ETH up to 50x
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- ⚠️ Binance subaccounts restricted to ≤5x leverage
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- **Margin Management**: Total usage ≤90%, AI autonomous decision on usage rate
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- **Risk-Reward Ratio**: Mandatory ≥1:2 (stop-loss:take-profit)
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- **Prevent Position Stacking**: No duplicate opening of same coin/direction
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### 🎯 Unified Risk Control System
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- **Position Limits**: Per-asset limits (Altcoins ≤1.5x equity, BTC/ETH ≤10x equity)
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- **Configurable Leverage**: Dynamic leverage from 1x to 50x based on asset class and account type
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- **Margin Management**: Total usage ≤90%, AI-controlled allocation
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- **Risk-Reward Enforcement**: Mandatory ≥1:2 stop-loss to take-profit ratio
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- **Anti-Stacking Protection**: Prevents duplicate positions in same asset/direction
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### 🎨 Professional UI
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- **Professional Trading Interface**: Binance-style visual design
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- **Dark Theme**: Classic color scheme (Gold #F0B90B + dark background)
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- **Real-time Data**: 5-second refresh for accounts, positions, charts
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- **Equity Curve**: Historical account value trend (USD/percentage toggle)
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- **Performance Comparison Chart**: Real-time multi-AI ROI comparison
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- **Smooth Animations**: Fluid hover, transition, and loading effects
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### ⚡ Low-Latency Execution Engine
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- **Multi-Exchange API Integration**: Binance Futures, Hyperliquid DEX, Aster DEX
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- **Automatic Precision Handling**: Smart order size & price formatting per exchange
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- **Priority Execution**: Close existing positions first, then open new ones
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- **Slippage Control**: Pre-execution validation, real-time precision checks
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### 📝 Complete Decision Recording
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- **Chain of Thought**: AI's complete reasoning process (CoT)
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- **Historical Performance**: Overall win rate, average profit, profit/loss ratio
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- **Recent Trades**: Last 5 trade details (entry price → exit price → P/L%)
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- **Coin Statistics**: Per-coin performance (win rate, average P/L)
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- **JSON Logs**: Complete decision records for post-trade analysis
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### 🎨 Professional Monitoring Interface
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- **Binance-Style Dashboard**: Professional dark theme with real-time updates
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- **Equity Curves**: Historical account value tracking (USD/percentage toggle)
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- **Performance Charts**: Multi-agent ROI comparison with live updates
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- **Complete Decision Logs**: Full Chain of Thought (CoT) reasoning for every trade
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- **5-Second Data Refresh**: Real-time account, position, and P/L updates
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---
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## 🔮 Roadmap - Universal Market Expansion
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Our proven crypto infrastructure is being extended to:
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- **📈 Stock Markets**: US equities, A-shares, Hong Kong stocks
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- **📊 Futures Markets**: Commodity futures, index futures
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- **🎯 Options Trading**: Equity options, crypto options
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- **💱 Forex Markets**: Major currency pairs, cross rates
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**Same architecture. Same agent framework. All markets.**
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---
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@@ -1274,10 +1311,23 @@ Issues and Pull Requests are welcome!
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---
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## 📬 Contact
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## 📬 Contact & Business Inquiries
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### 💼 Investment & Fundraising
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We are currently raising our **seed round**. For investment opportunities:
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- **Contact**: Zack (Market & Fundraising Lead)
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- **Twitter/X**: *[To be filled]*
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### 🤝 Business Partnerships & Technical Collaborations
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For strategic partnerships and developer collaborations:
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- **Contact**: Tinkle (Technology Lead)
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- **Twitter/X**: [@Web3Tinkle](https://x.com/Web3Tinkle)
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### 🐛 Technical Support
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- **GitHub Issues**: [Submit an Issue](https://github.com/tinkle-community/nofx/issues)
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- **Developer Community**: [Telegram Group](https://t.me/nofx_dev_community)
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---
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