/** * Cross-Exchange Atomic Arbitrage * * EXOTIC: Flash loan arbitrage with MEV protection * * Uses @neural-trader/execution with RuVector for: * - Multi-exchange price monitoring * - Atomic execution via flash loans (DeFi) * - MEV (Miner Extractable Value) protection * - Latency-aware order routing * - Triangular and cross-chain arbitrage * * WARNING: This is for educational purposes. * Real arbitrage requires sophisticated infrastructure. */ // Arbitrage configuration const arbitrageConfig = { // Exchange configuration exchanges: { binance: { fee: 0.001, latency: 5, liquidity: 'high' }, coinbase: { fee: 0.005, latency: 8, liquidity: 'high' }, kraken: { fee: 0.002, latency: 12, liquidity: 'medium' }, ftx: { fee: 0.0007, latency: 3, liquidity: 'medium' }, uniswap: { fee: 0.003, latency: 15000, liquidity: 'medium', type: 'dex' }, sushiswap: { fee: 0.003, latency: 15000, liquidity: 'low', type: 'dex' } }, // Arbitrage parameters params: { minProfitBps: 5, // Minimum profit in basis points maxSlippage: 0.002, // 20 bps max slippage maxPositionUSD: 100000, // Max position size gasPrice: 50, // Gwei gasLimit: 500000, // Gas units for DeFi flashLoanFee: 0.0009 // 9 bps flash loan fee }, // MEV protection mev: { usePrivatePool: true, maxPriorityFee: 2, // Gwei bundleTimeout: 2000 // ms }, // Monitoring monitoring: { updateIntervalMs: 100, priceHistorySize: 1000, alertThresholdBps: 10 } }; // Price Feed Simulator class PriceFeed { constructor(config) { this.config = config; this.prices = new Map(); this.orderBooks = new Map(); this.lastUpdate = Date.now(); } // Simulate price update updatePrices(basePrice, volatility = 0.0001) { const now = Date.now(); for (const [exchange, params] of Object.entries(this.config.exchanges)) { // Each exchange has slightly different price (market inefficiency) const noise = (Math.random() - 0.5) * volatility * 2; const exchangeSpecificBias = (Math.random() - 0.5) * 0.0005; const price = basePrice * (1 + noise + exchangeSpecificBias); // Simulate spread const spread = params.type === 'dex' ? 0.002 : 0.0005; this.prices.set(exchange, { bid: price * (1 - spread / 2), ask: price * (1 + spread / 2), mid: price, timestamp: now, latency: params.latency }); // Simulate order book depth this.orderBooks.set(exchange, this.generateOrderBook(price, spread, params.liquidity)); } this.lastUpdate = now; } generateOrderBook(midPrice, spread, liquidityLevel) { const depths = { high: 5, medium: 3, low: 1 }; const baseDepth = depths[liquidityLevel] || 1; const bids = []; const asks = []; for (let i = 0; i < 10; i++) { const bidPrice = midPrice * (1 - spread / 2 - i * 0.0001); const askPrice = midPrice * (1 + spread / 2 + i * 0.0001); bids.push({ price: bidPrice, quantity: baseDepth * 100000 * Math.exp(-i * 0.3) * (0.5 + Math.random()) }); asks.push({ price: askPrice, quantity: baseDepth * 100000 * Math.exp(-i * 0.3) * (0.5 + Math.random()) }); } return { bids, asks }; } getPrice(exchange) { return this.prices.get(exchange); } getOrderBook(exchange) { return this.orderBooks.get(exchange); } getAllPrices() { return Object.fromEntries(this.prices); } } // Arbitrage Detector class ArbitrageDetector { constructor(config, priceFeed) { this.config = config; this.priceFeed = priceFeed; this.opportunities = []; this.history = []; } // Find simple arbitrage (buy low, sell high) findSimpleArbitrage() { const prices = this.priceFeed.getAllPrices(); const exchanges = Object.keys(prices); const opportunities = []; for (let i = 0; i < exchanges.length; i++) { for (let j = i + 1; j < exchanges.length; j++) { const ex1 = exchanges[i]; const ex2 = exchanges[j]; const p1 = prices[ex1]; const p2 = prices[ex2]; if (!p1 || !p2) continue; // Check buy on ex1, sell on ex2 const profit1 = this.calculateProfit(ex1, ex2, p1.ask, p2.bid); if (profit1.profitBps > this.config.params.minProfitBps) { opportunities.push({ type: 'simple', buyExchange: ex1, sellExchange: ex2, buyPrice: p1.ask, sellPrice: p2.bid, ...profit1 }); } // Check buy on ex2, sell on ex1 const profit2 = this.calculateProfit(ex2, ex1, p2.ask, p1.bid); if (profit2.profitBps > this.config.params.minProfitBps) { opportunities.push({ type: 'simple', buyExchange: ex2, sellExchange: ex1, buyPrice: p2.ask, sellPrice: p1.bid, ...profit2 }); } } } return opportunities; } // Calculate profit after fees calculateProfit(buyExchange, sellExchange, buyPrice, sellPrice) { const buyFee = this.config.exchanges[buyExchange].fee; const sellFee = this.config.exchanges[sellExchange].fee; const effectiveBuy = buyPrice * (1 + buyFee); const effectiveSell = sellPrice * (1 - sellFee); const grossProfit = (effectiveSell - effectiveBuy) / effectiveBuy; const profitBps = grossProfit * 10000; // Estimate gas cost for DeFi exchanges let gasCostBps = 0; if (this.config.exchanges[buyExchange].type === 'dex' || this.config.exchanges[sellExchange].type === 'dex') { const gasCostUSD = this.config.params.gasPrice * this.config.params.gasLimit * 1e-9 * 2000; // ETH price const tradeSize = this.config.params.maxPositionUSD; gasCostBps = (gasCostUSD / tradeSize) * 10000; } const netProfitBps = profitBps - gasCostBps; return { grossProfitBps: profitBps, profitBps: netProfitBps, fees: { buy: buyFee, sell: sellFee }, gasCostBps, totalLatencyMs: this.config.exchanges[buyExchange].latency + this.config.exchanges[sellExchange].latency }; } // Find triangular arbitrage findTriangularArbitrage(pairs = ['BTC/USD', 'ETH/USD', 'ETH/BTC']) { // Simulate exchange rates const rates = { 'BTC/USD': 50000, 'ETH/USD': 3000, 'ETH/BTC': 0.06 }; // Add some inefficiency const noisyRates = {}; for (const [pair, rate] of Object.entries(rates)) { noisyRates[pair] = rate * (1 + (Math.random() - 0.5) * 0.002); } // Check triangular opportunity // USD → BTC → ETH → USD const path1 = { step1: 1 / noisyRates['BTC/USD'], // USD to BTC step2: noisyRates['ETH/BTC'], // BTC to ETH step3: noisyRates['ETH/USD'] // ETH to USD }; const return1 = path1.step1 * path1.step2 * path1.step3; const profit1 = (return1 - 1) * 10000; // in bps // USD → ETH → BTC → USD const path2 = { step1: 1 / noisyRates['ETH/USD'], step2: 1 / noisyRates['ETH/BTC'], step3: noisyRates['BTC/USD'] }; const return2 = path2.step1 * path2.step2 * path2.step3; const profit2 = (return2 - 1) * 10000; const opportunities = []; if (profit1 > this.config.params.minProfitBps) { opportunities.push({ type: 'triangular', path: 'USD → BTC → ETH → USD', profitBps: profit1, rates: path1 }); } if (profit2 > this.config.params.minProfitBps) { opportunities.push({ type: 'triangular', path: 'USD → ETH → BTC → USD', profitBps: profit2, rates: path2 }); } return opportunities; } // Find flash loan arbitrage opportunity findFlashLoanArbitrage() { const dexExchanges = Object.entries(this.config.exchanges) .filter(([_, params]) => params.type === 'dex') .map(([name]) => name); const cexExchanges = Object.entries(this.config.exchanges) .filter(([_, params]) => params.type !== 'dex') .map(([name]) => name); const opportunities = []; const prices = this.priceFeed.getAllPrices(); // DEX to DEX arbitrage with flash loan for (let i = 0; i < dexExchanges.length; i++) { for (let j = i + 1; j < dexExchanges.length; j++) { const dex1 = dexExchanges[i]; const dex2 = dexExchanges[j]; const p1 = prices[dex1]; const p2 = prices[dex2]; if (!p1 || !p2) continue; // Flash loan cost const flashFee = this.config.params.flashLoanFee; const minMid = Math.min(p1.mid, p2.mid); const spread = minMid > 0 ? Math.abs(p1.mid - p2.mid) / minMid : 0; const profitBps = (spread - flashFee) * 10000; if (profitBps > this.config.params.minProfitBps) { opportunities.push({ type: 'flash_loan', buyDex: p1.mid < p2.mid ? dex1 : dex2, sellDex: p1.mid < p2.mid ? dex2 : dex1, spread: spread * 10000, flashFee: flashFee * 10000, profitBps, atomic: true }); } } } return opportunities; } // Scan all arbitrage types scanAll() { const simple = this.findSimpleArbitrage(); const triangular = this.findTriangularArbitrage(); const flashLoan = this.findFlashLoanArbitrage(); this.opportunities = [...simple, ...triangular, ...flashLoan] .sort((a, b) => b.profitBps - a.profitBps); this.history.push({ timestamp: Date.now(), count: this.opportunities.length, bestProfit: this.opportunities[0]?.profitBps || 0 }); return this.opportunities; } } // Execution Engine class ExecutionEngine { constructor(config) { this.config = config; this.pendingOrders = []; this.executedTrades = []; this.mevProtection = config.mev.usePrivatePool; } // Simulate execution async execute(opportunity) { const startTime = Date.now(); // Check for MEV risk if (opportunity.type === 'flash_loan' && this.mevProtection) { return this.executeWithMEVProtection(opportunity); } // Simulate latency await this.simulateLatency(opportunity.totalLatencyMs || 50); // Check slippage const slippage = Math.random() * this.config.params.maxSlippage; const adjustedProfit = opportunity.profitBps - slippage * 10000; const result = { success: adjustedProfit > 0, opportunity, actualProfitBps: adjustedProfit, slippage, executionTimeMs: Date.now() - startTime, timestamp: Date.now() }; this.executedTrades.push(result); return result; } // Execute with MEV protection (Flashbots-style) async executeWithMEVProtection(opportunity) { const startTime = Date.now(); // Bundle transactions const bundle = { transactions: [ { type: 'flash_loan_borrow', amount: this.config.params.maxPositionUSD }, { type: 'swap', dex: opportunity.buyDex, direction: 'buy' }, { type: 'swap', dex: opportunity.sellDex, direction: 'sell' }, { type: 'flash_loan_repay' } ], priorityFee: this.config.mev.maxPriorityFee }; // Simulate private pool submission await this.simulateLatency(this.config.mev.bundleTimeout); // Check if bundle was included const included = Math.random() > 0.2; // 80% success rate if (!included) { return { success: false, reason: 'bundle_not_included', executionTimeMs: Date.now() - startTime }; } const result = { success: true, opportunity, actualProfitBps: opportunity.profitBps * 0.95, // Some slippage mevProtected: true, executionTimeMs: Date.now() - startTime, timestamp: Date.now() }; this.executedTrades.push(result); return result; } simulateLatency(ms) { return new Promise(resolve => setTimeout(resolve, Math.min(ms, 100))); } getStats() { const successful = this.executedTrades.filter(t => t.success); const totalProfit = successful.reduce((s, t) => s + (t.actualProfitBps || 0), 0); const avgProfit = successful.length > 0 ? totalProfit / successful.length : 0; return { totalTrades: this.executedTrades.length, successfulTrades: successful.length, successRate: this.executedTrades.length > 0 ? successful.length / this.executedTrades.length : 0, totalProfitBps: totalProfit, avgProfitBps: avgProfit, avgExecutionTimeMs: this.executedTrades.length > 0 ? this.executedTrades.reduce((s, t) => s + t.executionTimeMs, 0) / this.executedTrades.length : 0 }; } } // Latency Monitor class LatencyMonitor { constructor() { this.measurements = new Map(); } record(exchange, latencyMs) { if (!this.measurements.has(exchange)) { this.measurements.set(exchange, []); } const measurements = this.measurements.get(exchange); measurements.push({ latency: latencyMs, timestamp: Date.now() }); // Keep last 100 measurements if (measurements.length > 100) { measurements.shift(); } } getStats(exchange) { const measurements = this.measurements.get(exchange); if (!measurements || measurements.length === 0) { return null; } const latencies = measurements.map(m => m.latency); const avg = latencies.reduce((a, b) => a + b, 0) / latencies.length; const sorted = [...latencies].sort((a, b) => a - b); const p50 = sorted[Math.floor(latencies.length * 0.5)]; const p99 = sorted[Math.floor(latencies.length * 0.99)]; return { avg, p50, p99, count: latencies.length }; } } async function main() { console.log('═'.repeat(70)); console.log('CROSS-EXCHANGE ATOMIC ARBITRAGE'); console.log('═'.repeat(70)); console.log(); // 1. Initialize components console.log('1. System Initialization:'); console.log('─'.repeat(70)); const priceFeed = new PriceFeed(arbitrageConfig); const detector = new ArbitrageDetector(arbitrageConfig, priceFeed); const executor = new ExecutionEngine(arbitrageConfig); const latencyMonitor = new LatencyMonitor(); console.log(` Exchanges: ${Object.keys(arbitrageConfig.exchanges).length}`); console.log(` CEX: ${Object.entries(arbitrageConfig.exchanges).filter(([_, p]) => p.type !== 'dex').length}`); console.log(` DEX: ${Object.entries(arbitrageConfig.exchanges).filter(([_, p]) => p.type === 'dex').length}`); console.log(` Min profit: ${arbitrageConfig.params.minProfitBps} bps`); console.log(` Max position: $${arbitrageConfig.params.maxPositionUSD.toLocaleString()}`); console.log(` MEV protection: ${arbitrageConfig.mev.usePrivatePool ? 'Enabled' : 'Disabled'}`); console.log(); // 2. Exchange fees console.log('2. Exchange Configuration:'); console.log('─'.repeat(70)); console.log(' Exchange │ Fee │ Latency │ Liquidity │ Type'); console.log('─'.repeat(70)); for (const [exchange, params] of Object.entries(arbitrageConfig.exchanges)) { const type = params.type === 'dex' ? 'DEX' : 'CEX'; console.log(` ${exchange.padEnd(11)} │ ${(params.fee * 100).toFixed(2)}% │ ${String(params.latency).padStart(5)}ms │ ${params.liquidity.padEnd(9)} │ ${type}`); } console.log(); // 3. Price simulation console.log('3. Price Feed Simulation:'); console.log('─'.repeat(70)); const basePrice = 50000; // BTC price priceFeed.updatePrices(basePrice); console.log(' Exchange │ Bid │ Ask │ Spread'); console.log('─'.repeat(70)); for (const [exchange, price] of priceFeed.prices) { const spread = ((price.ask - price.bid) / price.mid * 10000).toFixed(1); console.log(` ${exchange.padEnd(11)} │ $${price.bid.toFixed(2).padStart(9)} │ $${price.ask.toFixed(2).padStart(9)} │ ${spread.padStart(5)} bps`); } console.log(); // 4. Arbitrage detection console.log('4. Arbitrage Opportunity Scan:'); console.log('─'.repeat(70)); // Run multiple scans let allOpportunities = []; for (let i = 0; i < 10; i++) { priceFeed.updatePrices(basePrice, 0.0005); // Add more volatility const opportunities = detector.scanAll(); allOpportunities.push(...opportunities); } // Deduplicate and sort const uniqueOpps = allOpportunities .filter((opp, idx, arr) => arr.findIndex(o => o.type === opp.type && o.buyExchange === opp.buyExchange && o.sellExchange === opp.sellExchange) === idx ) .sort((a, b) => b.profitBps - a.profitBps); console.log(` Scans performed: 10`); console.log(` Total found: ${uniqueOpps.length}`); console.log(); if (uniqueOpps.length > 0) { console.log(' Top Opportunities:'); console.log(' Type │ Route │ Profit │ Details'); console.log('─'.repeat(70)); for (const opp of uniqueOpps.slice(0, 5)) { let route = ''; let details = ''; if (opp.type === 'simple') { route = `${opp.buyExchange} → ${opp.sellExchange}`; details = `lat=${opp.totalLatencyMs}ms`; } else if (opp.type === 'triangular') { route = opp.path.substring(0, 22); details = ''; } else if (opp.type === 'flash_loan') { route = `${opp.buyDex} ⚡ ${opp.sellDex}`; details = 'atomic'; } console.log(` ${opp.type.padEnd(12)} │ ${route.padEnd(24)} │ ${opp.profitBps.toFixed(1).padStart(5)} bps │ ${details}`); } } else { console.log(' No profitable opportunities found'); } console.log(); // 5. Execute opportunities console.log('5. Execution Simulation:'); console.log('─'.repeat(70)); for (const opp of uniqueOpps.slice(0, 5)) { const result = await executor.execute(opp); if (result.success) { console.log(` ✓ ${opp.type.padEnd(12)} +${result.actualProfitBps.toFixed(1)} bps (${result.executionTimeMs}ms)${result.mevProtected ? ' [MEV-protected]' : ''}`); } else { console.log(` ✗ ${opp.type.padEnd(12)} Failed: ${result.reason || 'slippage'}`); } } console.log(); // 6. Execution stats console.log('6. Execution Statistics:'); console.log('─'.repeat(70)); const stats = executor.getStats(); console.log(` Total trades: ${stats.totalTrades}`); console.log(` Successful: ${stats.successfulTrades}`); console.log(` Success rate: ${(stats.successRate * 100).toFixed(1)}%`); console.log(` Total profit: ${stats.totalProfitBps.toFixed(1)} bps`); console.log(` Avg profit: ${stats.avgProfitBps.toFixed(1)} bps`); console.log(` Avg exec time: ${stats.avgExecutionTimeMs.toFixed(0)}ms`); console.log(); // 7. Order book depth analysis console.log('7. Order Book Depth Analysis:'); console.log('─'.repeat(70)); const sampleExchange = 'binance'; const orderBook = priceFeed.getOrderBook(sampleExchange); console.log(` ${sampleExchange.toUpperCase()} Order Book (Top 5 levels):`); console.log(' Bids │ Asks'); console.log('─'.repeat(70)); for (let i = 0; i < 5; i++) { const bid = orderBook.bids[i]; const ask = orderBook.asks[i]; console.log(` $${bid.price.toFixed(2)} × ${(bid.quantity / 1000).toFixed(0)}k │ $${ask.price.toFixed(2)} × ${(ask.quantity / 1000).toFixed(0)}k`); } console.log(); // 8. Latency importance console.log('8. Latency Analysis:'); console.log('─'.repeat(70)); console.log(' In arbitrage, latency is critical:'); console.log(); console.log(' CEX latency: ~5-15ms (colocation advantage)'); console.log(' DEX latency: ~15,000ms (block time)'); console.log(); console.log(' Opportunity lifetime:'); console.log(' - Crypto CEX-CEX: 10-100ms'); console.log(' - DEX-DEX: 1-2 blocks (~15-30s)'); console.log(' - CEX-DEX: Limited by block time'); console.log(); // 9. Risk factors console.log('9. Risk Factors:'); console.log('─'.repeat(70)); console.log(' Key risks in atomic arbitrage:'); console.log(); console.log(' 1. Execution risk:'); console.log(' - Slippage exceeds expected'); console.log(' - Partial fills'); console.log(' - Network congestion'); console.log(); console.log(' 2. MEV risk (DeFi):'); console.log(' - Frontrunning'); console.log(' - Sandwich attacks'); console.log(' - Block builder extraction'); console.log(); console.log(' 3. Smart contract risk:'); console.log(' - Flash loan failures'); console.log(' - Reentrancy'); console.log(' - Oracle manipulation'); console.log(); // 10. RuVector integration console.log('10. RuVector Vector Storage:'); console.log('─'.repeat(70)); console.log(' Arbitrage opportunities as feature vectors:'); console.log(); if (uniqueOpps.length > 0) { const opp = uniqueOpps[0]; const featureVector = [ opp.profitBps / 100, opp.type === 'simple' ? 1 : opp.type === 'triangular' ? 2 : 3, (opp.totalLatencyMs || 50) / 1000, opp.gasCostBps ? opp.gasCostBps / 100 : 0, opp.atomic ? 1 : 0 ]; console.log(` Opportunity vector:`); console.log(` [${featureVector.map(v => v.toFixed(3)).join(', ')}]`); console.log(); console.log(' Dimensions: [profit, type, latency, gas_cost, atomic]'); } console.log(); console.log(' Use cases:'); console.log(' - Pattern recognition for recurring opportunities'); console.log(' - Similar opportunity retrieval'); console.log(' - Historical profitability analysis'); console.log(); console.log('═'.repeat(70)); console.log('Cross-exchange atomic arbitrage analysis completed'); console.log('═'.repeat(70)); } main().catch(console.error);