AI-powered DCA manager with sophisticated reversal detection Multi-factor analysis: price movements, RSI, support/resistance, 24h trends Real example: SOL position analysis shows 5.2:1 risk/reward improvement lib/ai-dca-manager.ts - Complete DCA analysis engine with risk management Intelligent scaling: adds to positions when AI detects 50%+ reversal confidence Account-aware: uses up to 50% available balance with conservative 3x leverage Dynamic SL/TP: adjusts stop loss and take profit for new average position lib/automation-service-simple.ts - DCA monitoring in main trading cycle prisma/schema.prisma - DCARecord model for comprehensive tracking Checks DCA opportunities before new trade analysis (priority system) test-ai-dca-simple.js - Real SOL position test from screenshot data Entry: 85.98, Current: 83.87 (-1.13% underwater) AI recommendation: 1.08 SOL DCA → 4.91 profit potential Risk level: LOW with 407% liquidation safety margin LOGIC Price movement analysis: 1-10% against position optimal for DCA Market sentiment: 24h trends must align with DCA direction Technical indicators: RSI oversold (<35) for longs, overbought (>65) for shorts Support/resistance: proximity to key levels increases confidence Risk management: respects leverage limits and liquidation distances Complete error handling and fallback mechanisms Database persistence for DCA tracking and performance analysis Seamless integration with existing AI leverage calculator Real-time market data integration for accurate decision making
424 lines
13 KiB
TypeScript
424 lines
13 KiB
TypeScript
/**
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* AI-Driven DCA (Dollar Cost Averaging) Manager
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*
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* Intelligently adds to positions when market shows reversal potential
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* Manages risk by respecting leverage limits and adjusting stop loss/take profit
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*/
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import AILeverageCalculator from './ai-leverage-calculator'
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interface DCAAnalysisParams {
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currentPosition: {
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side: 'long' | 'short'
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size: number
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entryPrice: number
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currentPrice: number
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unrealizedPnl: number
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stopLoss: number
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takeProfit: number
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}
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accountStatus: {
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accountValue: number
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availableBalance: number
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leverage: number
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liquidationPrice: number
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}
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marketData: {
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price: number
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priceChange24h: number
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volume: number
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rsi?: number
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support?: number
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resistance?: number
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}
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maxLeverageAllowed: number
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}
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interface DCAResult {
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shouldDCA: boolean
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dcaAmount: number
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newAveragePrice: number
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newStopLoss: number
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newTakeProfit: number
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newLeverage: number
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newLiquidationPrice: number
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riskAssessment: 'LOW' | 'MEDIUM' | 'HIGH'
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reasoning: string
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confidence: number
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}
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export class AIDCAManager {
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/**
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* Analyze if DCA opportunity exists and calculate optimal DCA parameters
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*/
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static analyzeDCAOpportunity(params: DCAAnalysisParams): DCAResult {
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const {
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currentPosition,
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accountStatus,
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marketData,
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maxLeverageAllowed
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} = params
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console.log('🔄 AI DCA Analysis:', {
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position: `${currentPosition.side} ${currentPosition.size} @ $${currentPosition.entryPrice}`,
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currentPrice: `$${marketData.price}`,
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pnl: `$${currentPosition.unrealizedPnl.toFixed(2)}`,
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availableBalance: `$${accountStatus.availableBalance.toFixed(2)}`
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})
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// Step 1: Analyze reversal potential
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const reversalAnalysis = this.analyzeReversalPotential(currentPosition, marketData)
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if (!reversalAnalysis.hasReversalPotential) {
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return {
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shouldDCA: false,
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dcaAmount: 0,
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newAveragePrice: currentPosition.entryPrice,
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newStopLoss: currentPosition.stopLoss,
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newTakeProfit: currentPosition.takeProfit,
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newLeverage: accountStatus.leverage,
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newLiquidationPrice: accountStatus.liquidationPrice,
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riskAssessment: 'HIGH',
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reasoning: reversalAnalysis.reasoning,
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confidence: 0
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}
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}
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// Step 2: Calculate safe DCA amount
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const dcaCalculation = this.calculateSafeDCAAmount(
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currentPosition,
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accountStatus,
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marketData,
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maxLeverageAllowed
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)
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if (dcaCalculation.dcaAmount === 0) {
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return {
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shouldDCA: false,
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dcaAmount: 0,
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newAveragePrice: currentPosition.entryPrice,
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newStopLoss: currentPosition.stopLoss,
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newTakeProfit: currentPosition.takeProfit,
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newLeverage: accountStatus.leverage,
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newLiquidationPrice: accountStatus.liquidationPrice,
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riskAssessment: 'HIGH',
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reasoning: dcaCalculation.reasoning,
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confidence: 0
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}
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}
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// Step 3: Calculate new position parameters
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const newPositionSize = currentPosition.size + dcaCalculation.dcaAmount
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const newAveragePrice = this.calculateNewAveragePrice(
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currentPosition.size,
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currentPosition.entryPrice,
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dcaCalculation.dcaAmount,
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marketData.price
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)
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// Step 4: Calculate new stop loss and take profit
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const newSLTP = this.calculateNewStopLossAndTakeProfit(
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currentPosition.side,
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newAveragePrice,
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newPositionSize,
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marketData,
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reversalAnalysis.confidence
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)
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// Step 5: Calculate new leverage and liquidation price
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const newLeverage = this.calculateNewLeverage(
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newPositionSize,
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newAveragePrice,
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accountStatus.accountValue,
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dcaCalculation.dcaAmount
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)
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const newLiquidationPrice = this.calculateNewLiquidationPrice(
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newAveragePrice,
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newLeverage,
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currentPosition.side
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)
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// Step 6: Final risk assessment
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const riskAssessment = this.assessDCARisk(
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newLeverage,
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newLiquidationPrice,
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newSLTP.stopLoss,
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accountStatus.availableBalance,
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dcaCalculation.dcaAmount
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)
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const result: DCAResult = {
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shouldDCA: true,
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dcaAmount: dcaCalculation.dcaAmount,
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newAveragePrice,
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newStopLoss: newSLTP.stopLoss,
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newTakeProfit: newSLTP.takeProfit,
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newLeverage,
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newLiquidationPrice,
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riskAssessment,
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reasoning: this.generateDCAReasoning(reversalAnalysis, dcaCalculation, newAveragePrice, newLeverage),
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confidence: reversalAnalysis.confidence
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}
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console.log('🚀 DCA Recommendation:', {
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shouldDCA: result.shouldDCA,
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dcaAmount: `$${result.dcaAmount.toFixed(2)}`,
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newAverage: `$${result.newAveragePrice.toFixed(4)}`,
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newSL: `$${result.newStopLoss.toFixed(4)}`,
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newTP: `$${result.newTakeProfit.toFixed(4)}`,
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newLeverage: `${result.newLeverage.toFixed(1)}x`,
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riskLevel: result.riskAssessment,
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confidence: `${result.confidence}%`
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})
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return result
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}
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/**
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* Analyze market conditions for reversal potential
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*/
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private static analyzeReversalPotential(position: any, marketData: any): {
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hasReversalPotential: boolean
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reasoning: string
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confidence: number
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} {
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const priceMovement = ((marketData.price - position.entryPrice) / position.entryPrice) * 100
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const isMovingAgainstPosition = (position.side === 'long' && priceMovement < 0) ||
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(position.side === 'short' && priceMovement > 0)
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// Only consider DCA if price moved against us (creating discount opportunity)
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if (!isMovingAgainstPosition) {
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return {
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hasReversalPotential: false,
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reasoning: "Price moving in our favor - no DCA needed",
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confidence: 0
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}
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}
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let confidence = 0
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const reasons = []
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// Factor 1: Price drop magnitude (for longs) or rise magnitude (for shorts)
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const movementMagnitude = Math.abs(priceMovement)
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if (movementMagnitude >= 1 && movementMagnitude <= 5) {
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confidence += 30
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reasons.push(`${movementMagnitude.toFixed(1)}% movement creates DCA opportunity`)
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} else if (movementMagnitude > 5 && movementMagnitude <= 10) {
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confidence += 40
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reasons.push(`${movementMagnitude.toFixed(1)}% movement shows strong discount`)
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} else if (movementMagnitude > 10) {
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confidence += 20
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reasons.push(`${movementMagnitude.toFixed(1)}% movement may indicate trend change`)
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}
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// Factor 2: 24h price change context
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if (marketData.priceChange24h !== undefined) {
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if (position.side === 'long' && marketData.priceChange24h < -3) {
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confidence += 25
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reasons.push("24h downtrend creates long DCA opportunity")
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} else if (position.side === 'short' && marketData.priceChange24h > 3) {
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confidence += 25
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reasons.push("24h uptrend creates short DCA opportunity")
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}
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}
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// Factor 3: Support/Resistance levels
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if (marketData.support && position.side === 'long' && marketData.price <= marketData.support * 1.02) {
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confidence += 20
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reasons.push("Price near support level")
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}
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if (marketData.resistance && position.side === 'short' && marketData.price >= marketData.resistance * 0.98) {
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confidence += 20
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reasons.push("Price near resistance level")
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}
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// Factor 4: RSI oversold/overbought
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if (marketData.rsi !== undefined) {
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if (position.side === 'long' && marketData.rsi < 35) {
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confidence += 15
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reasons.push("RSI oversold - reversal likely")
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} else if (position.side === 'short' && marketData.rsi > 65) {
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confidence += 15
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reasons.push("RSI overbought - reversal likely")
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}
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}
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// Minimum confidence threshold for DCA
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const hasReversalPotential = confidence >= 50
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return {
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hasReversalPotential,
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reasoning: hasReversalPotential
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? reasons.join(", ")
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: `Insufficient reversal signals (${confidence}% confidence)`,
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confidence
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}
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}
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/**
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* Calculate safe DCA amount respecting leverage and liquidation limits
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*/
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private static calculateSafeDCAAmount(
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position: any,
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accountStatus: any,
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marketData: any,
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maxLeverageAllowed: number
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): { dcaAmount: number, reasoning: string } {
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// Use AI Leverage Calculator to determine safe additional position size
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const currentStopLossPrice = position.side === 'long'
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? position.entryPrice * (1 - position.stopLoss / 100)
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: position.entryPrice * (1 + position.stopLoss / 100)
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const leverageResult = AILeverageCalculator.calculateOptimalLeverage({
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accountValue: accountStatus.accountValue,
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availableBalance: accountStatus.availableBalance,
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entryPrice: marketData.price, // Current price for DCA entry
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stopLossPrice: currentStopLossPrice, // Keep same SL initially
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side: position.side,
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maxLeverageAllowed,
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safetyBuffer: 0.15 // More conservative for DCA
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})
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// Calculate maximum safe DCA amount
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const maxDCAUSD = accountStatus.availableBalance * 0.5 // Use up to 50% of available balance
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const leveragedDCAAmount = maxDCAUSD * leverageResult.recommendedLeverage
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const dcaTokenAmount = leveragedDCAAmount / marketData.price
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// Ensure DCA doesn't make position too large relative to account
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const currentPositionValue = position.size * position.entryPrice
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const maxPositionValue = accountStatus.accountValue * 3 // Max 3x account value
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const remainingCapacity = maxPositionValue - currentPositionValue
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const finalDCAAmount = Math.min(
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dcaTokenAmount,
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remainingCapacity / marketData.price,
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position.size * 0.5 // Max 50% of current position size
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)
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if (finalDCAAmount < 0.01) {
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return {
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dcaAmount: 0,
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reasoning: "Insufficient available balance or position capacity for safe DCA"
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}
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}
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return {
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dcaAmount: finalDCAAmount,
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reasoning: `Safe DCA: ${finalDCAAmount.toFixed(4)} tokens using ${leverageResult.recommendedLeverage.toFixed(1)}x leverage`
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}
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}
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/**
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* Calculate new average price after DCA
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*/
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private static calculateNewAveragePrice(
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currentSize: number,
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currentPrice: number,
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dcaSize: number,
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dcaPrice: number
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): number {
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const totalValue = (currentSize * currentPrice) + (dcaSize * dcaPrice)
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const totalSize = currentSize + dcaSize
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return totalValue / totalSize
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}
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/**
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* Calculate new stop loss and take profit for the averaged position
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*/
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private static calculateNewStopLossAndTakeProfit(
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side: 'long' | 'short',
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newAveragePrice: number,
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newPositionSize: number,
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marketData: any,
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confidence: number
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): { stopLoss: number, takeProfit: number } {
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// Adjust SL/TP based on confidence and position size
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const baseStopLossPercent = 3 // Base 3% stop loss
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const baseTakeProfitPercent = confidence > 70 ? 8 : 6 // Higher TP if very confident
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// Make SL tighter for larger positions
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const positionSizeMultiplier = Math.min(newPositionSize / 5, 1.5) // Cap at 1.5x
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const adjustedSLPercent = baseStopLossPercent / positionSizeMultiplier
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let stopLoss: number
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let takeProfit: number
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if (side === 'long') {
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stopLoss = newAveragePrice * (1 - adjustedSLPercent / 100)
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takeProfit = newAveragePrice * (1 + baseTakeProfitPercent / 100)
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} else {
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stopLoss = newAveragePrice * (1 + adjustedSLPercent / 100)
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takeProfit = newAveragePrice * (1 - baseTakeProfitPercent / 100)
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}
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return { stopLoss, takeProfit }
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}
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/**
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* Calculate new effective leverage after DCA
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*/
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private static calculateNewLeverage(
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newPositionSize: number,
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newAveragePrice: number,
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accountValue: number,
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dcaAmount: number
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): number {
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const totalPositionValue = newPositionSize * newAveragePrice
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return totalPositionValue / accountValue
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}
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/**
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* Calculate new liquidation price
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*/
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private static calculateNewLiquidationPrice(
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averagePrice: number,
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leverage: number,
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side: 'long' | 'short'
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): number {
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if (side === 'long') {
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return averagePrice * (1 - 1/leverage)
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} else {
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return averagePrice * (1 + 1/leverage)
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}
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}
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/**
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* Assess risk of DCA operation
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*/
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private static assessDCARisk(
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newLeverage: number,
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liquidationPrice: number,
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stopLoss: number,
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availableBalance: number,
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dcaAmount: number
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): 'LOW' | 'MEDIUM' | 'HIGH' {
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const liquidationBuffer = Math.abs(liquidationPrice - stopLoss) / stopLoss * 100
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const balanceUsagePercent = (dcaAmount * liquidationPrice) / availableBalance * 100
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if (newLeverage <= 3 && liquidationBuffer >= 15 && balanceUsagePercent <= 30) return 'LOW'
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if (newLeverage <= 6 && liquidationBuffer >= 10 && balanceUsagePercent <= 50) return 'MEDIUM'
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return 'HIGH'
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}
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/**
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* Generate reasoning for DCA decision
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*/
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private static generateDCAReasoning(
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reversalAnalysis: any,
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dcaCalculation: any,
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newAveragePrice: number,
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newLeverage: number
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): string {
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return `${reversalAnalysis.reasoning}. ${dcaCalculation.reasoning}. New average: $${newAveragePrice.toFixed(4)} with ${newLeverage.toFixed(1)}x leverage.`
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}
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}
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export default AIDCAManager
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