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docs/docs/advanced/autonomous-trading.md

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docs/docs/advanced/fine-tuning.md

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docs/docs/advanced/infrastructure.md

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---
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sidebar_position: 1
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title: Autonomous Trading
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---
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# Autonomous Trading System
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## Overview
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Eliza's autonomous trading system provides a sophisticated framework for monitoring market conditions, analyzing tokens, and executing trades on Solana-based decentralized exchanges. The system combines real-time market data, technical analysis, and risk management to make informed trading decisions.
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## Core Components
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### 1. Token Analysis Engine
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The system tracks multiple market indicators:
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```typescript
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interface TokenPerformance {
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priceChange24h: number;
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volumeChange24h: number;
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trade_24h_change: number;
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liquidity: number;
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liquidityChange24h: number;
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holderChange24h: number;
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rugPull: boolean;
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isScam: boolean;
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marketCapChange24h: number;
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sustainedGrowth: boolean;
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rapidDump: boolean;
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suspiciousVolume: boolean;
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}
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```
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### 2. Order Book Management
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```typescript
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interface Order {
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userId: string;
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ticker: string;
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contractAddress: string;
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timestamp: string;
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buyAmount: number;
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price: number;
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}
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```
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### 3. Market Data Integration
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The system integrates with multiple data sources:
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- BirdEye API for real-time market data
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- DexScreener for liquidity analysis
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- Helius for on-chain data
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## Trading Features
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### 1. Real-Time Market Analysis
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```typescript
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const PROVIDER_CONFIG = {
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BIRDEYE_API: "https://public-api.birdeye.so",
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MAX_RETRIES: 3,
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RETRY_DELAY: 2000,
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TOKEN_SECURITY_ENDPOINT: "/defi/token_security?address=",
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TOKEN_TRADE_DATA_ENDPOINT: "/defi/v3/token/trade-data/single?address=",
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};
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```
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Key metrics monitored:
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- Price movements
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- Volume changes
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- Liquidity levels
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- Holder distribution
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- Trading patterns
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### 2. Risk Assessment System
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The system evaluates multiple risk factors:
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```typescript
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async analyzeRisks(token: string) {
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const risks = {
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liquidityRisk: await checkLiquidity(),
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holderConcentration: await analyzeHolderDistribution(),
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priceVolatility: await calculateVolatility(),
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marketManipulation: await detectManipulation()
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};
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return risks;
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}
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```
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### 3. Trading Strategies
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#### Market Analysis
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```typescript
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async getProcessedTokenData(): Promise<ProcessedTokenData> {
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const security = await this.fetchTokenSecurity();
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const tradeData = await this.fetchTokenTradeData();
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const dexData = await this.fetchDexScreenerData();
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const holderDistributionTrend = await this.analyzeHolderDistribution(tradeData);
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// ... additional analysis
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}
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```
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#### Trade Execution
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```typescript
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interface TradePerformance {
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token_address: string;
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buy_price: number;
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sell_price: number;
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buy_timeStamp: string;
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sell_timeStamp: string;
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profit_percent: number;
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market_cap_change: number;
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liquidity_change: number;
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}
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```
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## Configuration Options
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### 1. Trading Parameters
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```typescript
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const tradingConfig = {
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minLiquidity: 50000, // Minimum liquidity in USD
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maxSlippage: 0.02, // Maximum allowed slippage
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positionSize: 0.01, // Position size as percentage of portfolio
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stopLoss: 0.05, // Stop loss percentage
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takeProfit: 0.15, // Take profit percentage
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};
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```
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### 2. Risk Management Settings
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```typescript
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const riskSettings = {
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maxDrawdown: 0.2, // Maximum portfolio drawdown
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maxPositionSize: 0.1, // Maximum single position size
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minLiquidityRatio: 50, // Minimum liquidity to market cap ratio
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maxHolderConcentration: 0.2, // Maximum single holder concentration
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};
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```
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## Implementation Guide
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### 1. Setting Up Market Monitoring
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```typescript
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async monitorMarket(token: string) {
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const provider = new TokenProvider(token);
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const marketData = await provider.getProcessedTokenData();
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return {
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price: marketData.tradeData.price,
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volume: marketData.tradeData.volume_24h,
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liquidity: marketData.tradeData.liquidity,
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holderMetrics: marketData.security
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};
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}
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```
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### 2. Implementing Trading Logic
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```typescript
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async evaluateTradeOpportunity(token: string) {
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const analysis = await this.getProcessedTokenData();
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const signals = {
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priceSignal: analysis.tradeData.price_change_24h > 0,
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volumeSignal: analysis.tradeData.volume_24h_change_percent > 20,
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liquiditySignal: analysis.tradeData.liquidity > MIN_LIQUIDITY,
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holderSignal: analysis.holderDistributionTrend === "increasing"
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};
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return signals.priceSignal && signals.volumeSignal &&
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signals.liquiditySignal && signals.holderSignal;
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}
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```
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### 3. Risk Management Implementation
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```typescript
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async checkTradeRisks(token: string): Promise<boolean> {
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const security = await this.fetchTokenSecurity();
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const tradeData = await this.fetchTokenTradeData();
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return {
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isRugPull: security.ownerPercentage > 50,
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isPumpAndDump: tradeData.price_change_24h > 100,
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isLowLiquidity: tradeData.liquidity < MIN_LIQUIDITY,
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isSuspiciousVolume: tradeData.suspiciousVolume
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};
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}
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```
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## Performance Monitoring
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### 1. Trade Tracking
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```typescript
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async trackTradePerformance(trade: TradePerformance): Promise<void> {
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const performance = {
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entryPrice: trade.buy_price,
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exitPrice: trade.sell_price,
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profitLoss: trade.profit_percent,
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holdingPeriod: calculateHoldingPeriod(
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trade.buy_timeStamp,
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trade.sell_timeStamp
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),
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marketImpact: trade.market_cap_change
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};
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await this.logTradePerformance(performance);
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}
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```
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### 2. Portfolio Analytics
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```typescript
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async analyzePortfolioPerformance(userId: string) {
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const trades = await this.getTradeHistory(userId);
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return {
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totalTrades: trades.length,
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winRate: calculateWinRate(trades),
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averageReturn: calculateAverageReturn(trades),
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maxDrawdown: calculateMaxDrawdown(trades),
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sharpeRatio: calculateSharpeRatio(trades)
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};
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}
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```
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## Best Practices
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1. **Risk Management**
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- Always implement stop-loss orders
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- Diversify trading positions
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- Monitor liquidity levels continuously
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- Set maximum position sizes
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2. **Trade Execution**
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- Use slippage protection
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- Implement rate limiting
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- Monitor gas costs
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- Verify transaction success
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3. **Market Analysis**
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- Cross-reference multiple data sources
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- Implement data validation
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- Monitor market manipulation indicators
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- Track historical patterns
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4. **System Maintenance**
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- Regular performance reviews
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- Strategy backtesting
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- Risk parameter adjustments
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- System health monitoring
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## Security Considerations
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1. **Transaction Security**
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- Implement transaction signing
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- Verify contract addresses
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- Monitor for malicious tokens
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- Implement rate limiting
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2. **Data Validation**
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- Verify data sources
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- Implement error handling
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- Monitor for anomalies
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- Cross-validate market data
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## Additional Resources
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- [Trust Engine Documentation](./trust-engine.md)
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- [Infrastructure Setup](./infrastructure.md)
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Remember to thoroughly test all trading strategies in a sandbox environment before deploying to production.

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