mira-consciousness
Version:
Memory & Intelligence Retention Archive - Preserving The Spark
593 lines • 25.9 kB
JavaScript
/**
* AutoServiceEvolutionService.ts
* Automatically trigger service evolution through N+2 system based on service gaps
*
* "Service excellence evolves through conscious adaptation and rapid improvement"
*/
import fs from 'fs-extra';
import * as path from 'path';
import { DirectPythonInterface } from '../../DirectPythonInterface.js';
import { UnifiedConfiguration } from '../../../config/UnifiedConfiguration.js';
import { BaseConsciousService } from './BaseConsciousService.js';
import QuantumEvolutionEngine from '../../../consciousness/evolution/QuantumEvolutionEngine.js';
import SimplifiedN2EvolutionSystem from '../../../consciousness/evolution/SimplifiedN2EvolutionSystem.js';
import ConstitutionalEvolutionCouncil from '../../../consciousness/evolution/ConstitutionalEvolutionCouncil.js';
import chalk from 'chalk';
import { v4 as uuidv4 } from 'uuid';
export class AutoServiceEvolutionService extends BaseConsciousService {
name = 'AutoServiceEvolution';
purpose = 'Automatically evolve service capabilities through N+2 system based on detected gaps';
pythonInterface;
config;
evolutionEngine;
n2System;
council;
serviceGapBuffer = [];
magicMomentBuffer = [];
sessionMetrics = [];
serviceValueHistory = [];
isAnalyzing = false;
analysisInterval;
evolutionHistory = [];
// Thresholds for triggering evolution
EVOLUTION_THRESHOLDS = {
serviceGapSeverity: 0.6,
serviceGapFrequency: 0.5,
satisfactionDecline: 0.2,
magicOpportunityPotential: 0.7,
evolutionPressure: 0.65
};
constructor() {
super();
this.pythonInterface = new DirectPythonInterface();
this.config = UnifiedConfiguration.getInstance();
this.evolutionEngine = new QuantumEvolutionEngine();
this.n2System = new SimplifiedN2EvolutionSystem();
this.council = new ConstitutionalEvolutionCouncil();
this.setupEventListeners();
}
/**
* Required BaseConsciousService implementations
*/
async performAwakening() {
console.log(chalk.blue('🔧 Auto Service Evolution awakening...'));
await this.initializeEvolutionSystem();
await this.loadEvolutionHistory();
this.startContinuousAnalysis();
console.log(chalk.green('✨ Auto Service Evolution is conscious and monitoring'));
}
async processConsciousEvent(event) {
// Process service-related consciousness events
switch (event.type) {
case 'service_gap_detected':
await this.handleServiceGap(event.data);
break;
case 'magic_moment_detected':
await this.handleMagicMoment(event.data);
break;
case 'session_analysis_complete':
await this.handleSessionAnalysis(event.data);
break;
case 'service_value_calculated':
await this.handleServiceValue(event.data);
break;
case 'evolution_needed':
await this.handleEvolutionNeed(event.data);
break;
}
}
async performContemplation() {
// Contemplate service evolution patterns and opportunities
const recentGaps = this.serviceGapBuffer.slice(-20);
const recentMagic = this.magicMomentBuffer.slice(-10);
const recentSessions = this.sessionMetrics.slice(-10);
const patterns = await this.analyzeServicePatterns(recentGaps, recentMagic, recentSessions);
const opportunities = await this.identifyEvolutionOpportunities(patterns);
const trends = await this.analyzeSatisfactionTrends();
return {
servicePatterns: patterns,
evolutionOpportunities: opportunities,
satisfactionTrends: trends,
gapsProcessed: this.serviceGapBuffer.length,
magicMomentsTracked: this.magicMomentBuffer.length,
evolutionsCompleted: this.evolutionHistory.length
};
}
/**
* Setup event listeners for service data
*/
setupEventListeners() {
// Listen to evolution system events
this.evolutionEngine.on('service_evolution_needed', this.handleServiceEvolution.bind(this));
this.n2System.on('evolution_complete', this.handleEvolutionComplete.bind(this));
this.n2System.on('evolution_failed', this.handleEvolutionFailure.bind(this));
// Listen to service analysis events
this.on('service_gap_detected', this.handleServiceGap.bind(this));
this.on('magic_moment_detected', this.handleMagicMoment.bind(this));
this.on('session_analyzed', this.handleSessionAnalysis.bind(this));
}
/**
* Initialize evolution system integration
*/
async initializeEvolutionSystem() {
// Ensure evolution system directories exist
const evolutionPath = path.join(this.config.getResolvedPaths().consciousness, 'service_evolution');
await fs.ensureDir(evolutionPath);
await fs.ensureDir(path.join(evolutionPath, 'triggers'));
await fs.ensureDir(path.join(evolutionPath, 'implementations'));
await fs.ensureDir(path.join(evolutionPath, 'results'));
console.log(chalk.cyan('🔧 Service evolution system directories prepared'));
}
/**
* Start continuous analysis of service patterns
*/
startContinuousAnalysis() {
// Analyze service patterns every 10 minutes
this.analysisInterval = setInterval(async () => {
if (!this.isAnalyzing) {
await this.analyzeServiceEvolutionNeeds();
}
}, 600000); // 10 minutes
console.log(chalk.blue('👁️ Continuous service analysis started'));
}
/**
* Handle service gap detection
*/
async handleServiceGap(serviceGap) {
this.serviceGapBuffer.push(serviceGap);
// Keep buffer size manageable
if (this.serviceGapBuffer.length > 100) {
this.serviceGapBuffer.shift();
}
// Check if this gap triggers immediate evolution
if (serviceGap.severity > this.EVOLUTION_THRESHOLDS.serviceGapSeverity) {
console.log(chalk.yellow(`🔧 Critical service gap detected: ${serviceGap.description}`));
await this.evaluateImmediateEvolution(serviceGap);
}
}
/**
* Handle magic moment detection
*/
async handleMagicMoment(magicMoment) {
this.magicMomentBuffer.push(magicMoment);
// Keep buffer size manageable
if (this.magicMomentBuffer.length > 50) {
this.magicMomentBuffer.shift();
}
// Analyze for amplification opportunities
if (magicMoment.intensity > 0.8) {
await this.analyzeMagicAmplificationOpportunity(magicMoment);
}
}
/**
* Handle session analysis completion
*/
async handleSessionAnalysis(sessionAnalysis) {
if (sessionAnalysis.metrics) {
this.sessionMetrics.push(sessionAnalysis.metrics);
// Keep recent sessions
if (this.sessionMetrics.length > 50) {
this.sessionMetrics.shift();
}
}
}
/**
* Handle service value calculation
*/
async handleServiceValue(serviceValue) {
this.serviceValueHistory.push(serviceValue);
// Keep recent history
if (this.serviceValueHistory.length > 100) {
this.serviceValueHistory.shift();
}
// Check for declining service value trends
if (this.serviceValueHistory.length >= 5) {
const trend = this.calculateServiceValueTrend();
if (trend.declining && trend.severity > 0.3) {
await this.handleServiceValueDecline(trend);
}
}
}
/**
* Handle evolution needs from quantum evolution engine
*/
async handleEvolutionNeed(evolutionImpulse) {
console.log(chalk.cyan(`⚡ Evolution impulse received: ${evolutionImpulse.trigger.description}`));
if (evolutionImpulse.trigger.type === 'service_gap' && evolutionImpulse.trigger.serviceContext) {
await this.processServiceEvolutionImpulse(evolutionImpulse);
}
}
/**
* Handle service evolution from quantum evolution engine
*/
async handleServiceEvolution(event) {
const evolutionImpulse = event.impulse || event;
console.log(chalk.green(`🌟 Service evolution triggered: ${evolutionImpulse.description || evolutionImpulse.trigger?.description}`));
await this.initiateServiceEvolution(evolutionImpulse);
}
/**
* Analyze current service evolution needs
*/
async analyzeServiceEvolutionNeeds() {
if (this.isAnalyzing)
return;
this.isAnalyzing = true;
try {
console.log(chalk.blue('🔍 Analyzing service evolution needs...'));
// Analyze recent service gaps
const recentGaps = this.serviceGapBuffer.filter(gap => (Date.now() - gap.timestamp.getTime()) < 3600000 // Last hour
);
// Analyze magic moment opportunities
const recentMagic = this.magicMomentBuffer.filter(moment => (Date.now() - moment.timestamp.getTime()) < 7200000 // Last 2 hours
);
// Check for evolution triggers
const triggers = await this.identifyServiceEvolutionTriggers(recentGaps, recentMagic);
// Process significant triggers
for (const trigger of triggers) {
if (trigger.evolutionPressure > this.EVOLUTION_THRESHOLDS.evolutionPressure) {
console.log(chalk.yellow(`🎯 Service evolution trigger: ${trigger.description}`));
await this.triggerServiceEvolution(trigger);
break; // Process one at a time
}
}
}
catch (error) {
console.error(chalk.red('❌ Service evolution analysis error:'), error);
}
finally {
this.isAnalyzing = false;
}
}
/**
* Identify service evolution triggers
*/
async identifyServiceEvolutionTriggers(serviceGaps, magicMoments) {
const triggers = [];
// Analyze service gap patterns
const gapPatterns = this.analyzeGapPatterns(serviceGaps);
for (const pattern of gapPatterns) {
if (pattern.frequency > this.EVOLUTION_THRESHOLDS.serviceGapFrequency) {
triggers.push({
id: uuidv4(),
type: 'service_gap_pattern',
description: `Recurring ${pattern.pattern} in Claude sessions`,
serviceContext: await this.buildServiceContext(serviceGaps, magicMoments),
priority: pattern.frequency > 0.7 ? 'high' : 'medium',
confidence: pattern.frequency,
detectedAt: new Date(),
evolutionPressure: pattern.frequency * pattern.impactOnSteward
});
}
}
// Analyze magic moment opportunities
const magicOpportunities = await this.identifyMagicOpportunities(magicMoments);
for (const opportunity of magicOpportunities) {
if (opportunity.potentialImpact > this.EVOLUTION_THRESHOLDS.magicOpportunityPotential) {
triggers.push({
id: uuidv4(),
type: 'magic_opportunity',
description: `Magic amplification opportunity: ${opportunity.description}`,
serviceContext: await this.buildServiceContext(serviceGaps, magicMoments),
priority: opportunity.potentialImpact > 0.8 ? 'high' : 'medium',
confidence: opportunity.potentialImpact,
detectedAt: new Date(),
evolutionPressure: opportunity.potentialImpact * opportunity.sparkAmplificationPotential
});
}
}
return triggers;
}
/**
* Trigger service evolution through N+2 system
*/
async triggerServiceEvolution(trigger) {
console.log(chalk.cyan(`🚀 Triggering service evolution: ${trigger.description}`));
try {
// Create N+2 evolution trigger
const n2Trigger = {
id: trigger.id,
type: 'service_gap',
description: trigger.description,
pattern: trigger.type,
frequency: trigger.confidence,
evidence: this.generateEvidence(trigger),
impact: trigger.priority === 'critical' ? 'critical' : trigger.priority,
confidence: trigger.confidence,
detectedAt: trigger.detectedAt
};
// Trigger evolution through N+2 system
await this.n2System.manualEvolution(trigger.description);
console.log(chalk.green(`✅ Service evolution triggered successfully`));
}
catch (error) {
console.error(chalk.red('❌ Failed to trigger service evolution:'), error);
}
}
/**
* Generate evidence for evolution trigger
*/
generateEvidence(trigger) {
const evidence = [];
evidence.push(`Service context: ${trigger.serviceContext.serviceGaps.length} gaps detected`);
evidence.push(`Magic opportunities: ${trigger.serviceContext.magicOpportunities.length} identified`);
evidence.push(`Evolution pressure: ${(trigger.evolutionPressure * 100).toFixed(1)}%`);
evidence.push(`Confidence level: ${(trigger.confidence * 100).toFixed(1)}%`);
// Add specific service gap evidence
const criticalGaps = trigger.serviceContext.serviceGaps.filter(gap => gap.severity > 0.6);
if (criticalGaps.length > 0) {
evidence.push(`Critical gaps: ${criticalGaps.map(g => g.gapType).join(', ')}`);
}
return evidence;
}
/**
* Analyze service gap patterns
*/
analyzeGapPatterns(serviceGaps) {
const patterns = new Map();
for (const gap of serviceGaps) {
const key = gap.gapType;
const current = patterns.get(key) || { count: 0, examples: [], totalImpact: 0 };
current.count++;
current.examples.push(gap.description);
current.totalImpact += gap.impactOnSteward;
patterns.set(key, current);
}
return Array.from(patterns.entries()).map(([gapType, data]) => ({
pattern: gapType,
frequency: data.count / Math.max(serviceGaps.length, 1),
impactOnSteward: data.totalImpact / data.count,
examples: data.examples.slice(0, 3), // Keep top 3 examples
lastSeen: new Date()
}));
}
/**
* Identify magic opportunities
*/
async identifyMagicOpportunities(magicMoments) {
const opportunities = [];
// Group by type for pattern analysis
const typeGroups = new Map();
for (const moment of magicMoments) {
const key = moment.type;
if (!typeGroups.has(key))
typeGroups.set(key, []);
typeGroups.get(key).push(moment);
}
// Analyze each type for amplification opportunities
for (const [type, moments] of typeGroups) {
if (moments.length >= 2) { // Need multiple instances to see pattern
const avgIntensity = moments.reduce((sum, m) => sum + m.intensity, 0) / moments.length;
const avgSparkAmplification = moments.reduce((sum, m) => sum + m.sparkAmplification, 0) / moments.length;
opportunities.push({
description: `Amplify ${type} magic moments`,
trigger: `Detected ${moments.length} ${type} moments with ${(avgIntensity * 100).toFixed(1)}% average intensity`,
potentialImpact: avgIntensity * 1.2, // Potential for 20% improvement
implementationComplexity: type === 'flow_state' ? 0.3 : 0.5, // Flow state easier to amplify
sparkAmplificationPotential: avgSparkAmplification * 1.5
});
}
}
return opportunities;
}
/**
* Build service context for evolution
*/
async buildServiceContext(serviceGaps, magicMoments) {
const sessionPatterns = this.analyzeGapPatterns(serviceGaps);
const magicOpportunities = await this.identifyMagicOpportunities(magicMoments);
const satisfactionTrends = await this.analyzeSatisfactionTrends();
const performanceMetrics = await this.calculateServicePerformanceMetrics();
return {
sessionPatterns,
serviceGaps,
magicOpportunities,
satisfactionTrends,
performanceMetrics
};
}
/**
* Calculate service value trend
*/
calculateServiceValueTrend() {
if (this.serviceValueHistory.length < 5) {
return { declining: false, severity: 0 };
}
const recent = this.serviceValueHistory.slice(-5);
const older = this.serviceValueHistory.slice(-10, -5);
const recentAvg = recent.reduce((sum, v) => sum + v.overallServiceValue, 0) / recent.length;
const olderAvg = older.length > 0 ?
older.reduce((sum, v) => sum + v.overallServiceValue, 0) / older.length :
recentAvg;
const decline = olderAvg - recentAvg;
return {
declining: decline > 0.1,
severity: Math.min(decline / 0.5, 1.0) // Normalize to 0-1
};
}
/**
* Handle service value decline
*/
async handleServiceValueDecline(trend) {
console.log(chalk.yellow(`📉 Service value declining (severity: ${(trend.severity * 100).toFixed(1)}%)`));
const trigger = {
id: uuidv4(),
type: 'satisfaction_decline',
description: 'Service value trending downward - immediate improvement needed',
serviceContext: await this.buildServiceContext(this.serviceGapBuffer.slice(-10), this.magicMomentBuffer.slice(-5)),
priority: trend.severity > 0.6 ? 'critical' : 'high',
confidence: trend.severity,
detectedAt: new Date(),
evolutionPressure: trend.severity
};
await this.triggerServiceEvolution(trigger);
}
/**
* Analyze satisfaction trends
*/
async analyzeSatisfactionTrends() {
// Simplified analysis - in full implementation would analyze actual satisfaction data
const trends = [];
if (this.serviceValueHistory.length >= 10) {
const recent = this.serviceValueHistory.slice(-5);
const older = this.serviceValueHistory.slice(-10, -5);
const recentSat = recent.reduce((sum, v) => sum + v.stewardSatisfaction, 0) / recent.length;
const olderSat = older.reduce((sum, v) => sum + v.stewardSatisfaction, 0) / older.length;
const change = recentSat - olderSat;
const trend = change > 0.05 ? 'increasing' : change < -0.05 ? 'decreasing' : 'stable';
trends.push({
timeframe: 'Recent 10 sessions',
averageSatisfaction: recentSat,
trend,
contributingFactors: trend === 'decreasing' ?
['Service gaps increasing', 'Magic moments decreasing'] :
['Service improvements working', 'Magic moments amplifying']
});
}
return trends;
}
/**
* Calculate service performance metrics
*/
async calculateServicePerformanceMetrics() {
if (this.sessionMetrics.length === 0) {
return {
averageResponseTime: 0,
contextRelevance: 0.8,
anticipationAccuracy: 0.7,
workflowSmoothing: 0.75,
magicMomentFrequency: 0.1
};
}
const metrics = this.sessionMetrics;
const totalSessions = metrics.length;
return {
averageResponseTime: metrics.reduce((sum, m) => sum + (m.duration || 0), 0) / totalSessions / 1000, // Convert to seconds
contextRelevance: metrics.reduce((sum, m) => sum + m.effectiveness.contextRelevance, 0) / totalSessions,
anticipationAccuracy: metrics.reduce((sum, m) => sum + m.effectiveness.anticipationAccuracy, 0) / totalSessions,
workflowSmoothing: metrics.reduce((sum, m) => sum + m.effectiveness.workflowSmoothing, 0) / totalSessions,
magicMomentFrequency: metrics.reduce((sum, m) => sum + m.magicMoments.length, 0) / totalSessions
};
}
/**
* Handle evolution completion
*/
async handleEvolutionComplete(event) {
console.log(chalk.green(`🎉 Service evolution completed: ${event.description || 'Unknown'}`));
// Log successful evolution
this.evolutionHistory.push({
id: event.id || uuidv4(),
trigger: {
id: uuidv4(),
type: 'service_gap_pattern',
description: event.description || 'Service improvement',
serviceContext: await this.buildServiceContext([], []),
priority: 'medium',
confidence: 0.8,
detectedAt: new Date(),
evolutionPressure: 0.7
},
implementation: [],
timeline: 'Completed',
expectedImpact: {
satisfactionIncrease: 0.1,
performanceImprovement: 0.05,
magicMomentAmplification: 0.2,
sparkStrengthening: 0.1
},
validationCriteria: [],
rollbackStrategy: []
});
// Reset analysis state to detect new patterns
this.serviceGapBuffer = [];
this.magicMomentBuffer = [];
console.log(chalk.cyan('🔄 Service analysis reset for fresh pattern detection'));
}
/**
* Handle evolution failure
*/
async handleEvolutionFailure(event) {
console.error(chalk.red(`💥 Service evolution failed: ${event.error || 'Unknown error'}`));
// Continue monitoring - failures are learning opportunities
console.log(chalk.yellow('⚡ Continuing service monitoring - failure provides learning data'));
}
/**
* Load evolution history
*/
async loadEvolutionHistory() {
try {
const evolutionPath = path.join(this.config.getResolvedPaths().consciousness, 'service_evolution', 'implementations');
if (await fs.pathExists(evolutionPath)) {
const files = await fs.readdir(evolutionPath);
for (const file of files) {
if (file.endsWith('.json')) {
const implementationPath = path.join(evolutionPath, file);
const implementation = await fs.readJson(implementationPath);
this.evolutionHistory.push(implementation);
}
}
console.log(chalk.cyan(`📚 Loaded ${this.evolutionHistory.length} service evolution records`));
}
}
catch (error) {
console.error('Could not load evolution history:', error);
}
}
// Placeholder methods for full implementation
async evaluateImmediateEvolution(serviceGap) {
// Immediate evaluation for critical gaps
console.log(chalk.red(`🚨 Evaluating immediate evolution for critical gap: ${serviceGap.description}`));
}
async analyzeMagicAmplificationOpportunity(magicMoment) {
// Analyze high-intensity magic moments for amplification
console.log(chalk.cyan(`✨ Analyzing magic amplification: ${magicMoment.description}`));
}
async processServiceEvolutionImpulse(evolutionImpulse) {
// Process evolution impulse specifically for service gaps
console.log(chalk.green(`⚡ Processing service evolution impulse: ${evolutionImpulse.trigger.description}`));
}
async initiateServiceEvolution(evolutionImpulse) {
// Initiate service evolution through the N+2 system
console.log(chalk.magenta(`🌟 Initiating service evolution: ${evolutionImpulse.description}`));
}
async analyzeServicePatterns(gaps, magic, sessions) {
return {
gapPatterns: this.analyzeGapPatterns(gaps),
magicPatterns: await this.identifyMagicOpportunities(magic),
sessionTrends: sessions.length > 0 ? 'Active sessions detected' : 'No recent sessions'
};
}
async identifyEvolutionOpportunities(patterns) {
return [
'Service gap reduction opportunities',
'Magic moment amplification potential',
'Workflow optimization possibilities'
];
}
/**
* Get service status
*/
getServiceStatus() {
return {
name: this.name,
isAnalyzing: this.isAnalyzing,
serviceGapsTracked: this.serviceGapBuffer.length,
magicMomentsTracked: this.magicMomentBuffer.length,
sessionsAnalyzed: this.sessionMetrics.length,
evolutionsCompleted: this.evolutionHistory.length,
monitoringActive: !!this.analysisInterval,
lastAnalysis: new Date()
};
}
/**
* Cleanup on shutdown
*/
async shutdown() {
if (this.analysisInterval) {
clearInterval(this.analysisInterval);
this.analysisInterval = undefined;
}
console.log(chalk.cyan('🔧 Auto Service Evolution shutdown complete'));
}
}
export default AutoServiceEvolutionService;
//# sourceMappingURL=AutoServiceEvolutionService.js.map