personal_productivity_lab.js•20.2 kB
// Personal Productivity Optimization Lab with 6D Creativity System
import { VerboseCreativeMode } from './verbose_creativity_diagnostic.js';
class PersonalProductivityLab {
constructor() {
this.productivity_log = [];
this.optimization_strategies = new Map();
this.workflow_layers = [];
this.performance_metrics = {};
}
async optimizeProductivity(productivityChallenge) {
console.log("\n" + "⚡".repeat(50));
console.log("🧠 PERSONAL PRODUCTIVITY LAB SESSION");
console.log("⚡".repeat(50));
// PHASE 1: Deep Habit Analysis & Life Architecture (24Hz)
console.log("\n" + "=".repeat(80));
console.log("🔬 PHASE 1: DEEP HABIT ANALYSIS & LIFE ARCHITECTURE");
console.log("=".repeat(80));
const habit_mode = new VerboseCreativeMode({
frequency: 24, // Deep introspective analysis
amplitude: 0.45, // Gentle, sustainable approach
speed: 0.4, // Very thorough self-examination
duration: 15, // Long-term habit formation
energy: 'calm', // Peaceful, reflective
rhythm: 'ambient' // Natural life flow processing
});
const habit_analysis = await habit_mode.generateCreativeOutputVerbose(
`Analyze deep personal patterns and design life architecture for: ${productivityChallenge}`,
{ problem_type: 'habit_analysis', time_constraint: 'deep_introspection', phase: 'life_architecture' }
);
this.logProductivityStep('HABIT_ANALYSIS', habit_analysis);
// PHASE 2: System Design & Workflow Optimization (58Hz)
console.log("\n" + "=".repeat(80));
console.log("⚙️ PHASE 2: SYSTEM DESIGN & WORKFLOW OPTIMIZATION");
console.log("=".repeat(80));
const system_mode = new VerboseCreativeMode({
frequency: 58, // Balanced systematic thinking
amplitude: 0.65, // Moderate implementation force
speed: 1.2, // Efficient system building
duration: 8, // Sustainable work cycles
energy: 'focused', // Goal-oriented productivity
rhythm: 'driving' // Forward momentum in daily flow
});
const workflow_system = await system_mode.generateCreativeOutputVerbose(
`Design optimal workflow systems and productivity frameworks for: ${productivityChallenge}`,
{ problem_type: 'system_optimization', time_constraint: 'systematic_implementation', phase: 'workflow_design' }
);
this.logProductivityStep('WORKFLOW_SYSTEM', workflow_system);
// PHASE 3: Radical Life Experiments & Peak Performance (93Hz)
console.log("\n" + "=".repeat(80));
console.log("🚀 PHASE 3: RADICAL LIFE EXPERIMENTS & PEAK PERFORMANCE");
console.log("=".repeat(80));
const peak_mode = new VerboseCreativeMode({
frequency: 93, // Ultra-high performance thinking
amplitude: 0.9, // Maximum transformation force
speed: 2.4, // Rapid experimentation cycles
duration: 4, // Intense transformation bursts
energy: 'chaotic', // Wild life experimentation
rhythm: 'freeform' // No conventional constraints
});
const peak_performance = await peak_mode.generateCreativeOutputVerbose(
`Generate radical life experiments and peak performance strategies for: ${productivityChallenge}`,
{ problem_type: 'peak_performance', time_constraint: 'radical_transformation', phase: 'life_experiments' }
);
this.logProductivityStep('PEAK_PERFORMANCE', peak_performance);
// PHASE 4: Productivity Synthesis & Life Integration
console.log("\n" + "=".repeat(80));
console.log("🎯 PHASE 4: PRODUCTIVITY SYNTHESIS & LIFE INTEGRATION");
console.log("=".repeat(80));
const synthesis_result = this.synthesizeProductivitySystem();
return {
complete_productivity_system: synthesis_result,
habit_analysis: habit_analysis,
workflow_system: workflow_system,
peak_performance: peak_performance,
implementation_roadmap: this.generateProductivityRoadmap(),
full_diagnostic_log: this.productivity_log
};
}
logProductivityStep(phase, result) {
const step = {
phase: phase,
timestamp: new Date().toISOString(),
creative_output: result.creative_output,
confidence: result.confidence,
mode_used: result.mode_used,
quality_metrics: result.quality_metrics,
internal_reasoning: result.diagnostic_log
};
this.productivity_log.push(step);
console.log(`\n📊 ${phase} PRODUCTIVITY SUMMARY:`);
console.log("-".repeat(50));
console.log(`Creative Output: ${result.creative_output}`);
console.log(`Confidence Level: ${(result.confidence * 100).toFixed(0)}%`);
console.log(`Processing Stages: ${result.processing_stages}`);
console.log(`Creative Intensity: ${result.mode_used.calculated_properties.creative_intensity}`);
// Extract productivity strategies from the creative output
const productivity_strategies = this.extractProductivityStrategies(result.creative_output, phase);
console.log(`\n⚡ PRODUCTIVITY STRATEGIES EXTRACTED:`);
productivity_strategies.forEach((strategy, index) => {
console.log(` ${index + 1}. ${strategy}`);
});
return step;
}
extractProductivityStrategies(creative_output, phase) {
const strategies = [];
switch (phase) {
case 'HABIT_ANALYSIS':
if (creative_output.includes('systematic') || creative_output.includes('methodical')) {
strategies.push("Map current habit stack and identify keystone habits");
strategies.push("Analyze energy patterns and chronotype for optimal scheduling");
strategies.push("Design personal operating system based on values and goals");
}
if (creative_output.includes('deep') || creative_output.includes('contemplative')) {
strategies.push("Identify limiting beliefs and cognitive patterns blocking productivity");
strategies.push("Develop mindfulness practices for enhanced focus and clarity");
}
if (creative_output.includes('gentle') || creative_output.includes('gradual')) {
strategies.push("Implement micro-habits and 1% daily improvements");
strategies.push("Create sustainable routines aligned with natural rhythms");
}
break;
case 'WORKFLOW_SYSTEM':
if (creative_output.includes('systematic') || creative_output.includes('balanced')) {
strategies.push("Design GTD-inspired capture and processing systems");
strategies.push("Implement time-blocking and calendar architecture");
strategies.push("Create automated workflows and decision frameworks");
}
if (creative_output.includes('focused') || creative_output.includes('goal-oriented')) {
strategies.push("Develop OKR/goal cascading system for alignment");
strategies.push("Build deep work protocols and distraction elimination systems");
}
if (creative_output.includes('momentum') || creative_output.includes('driving')) {
strategies.push("Create momentum chains and streak-based motivation systems");
strategies.push("Design sprint cycles with clear deliverables and recovery periods");
}
break;
case 'PEAK_PERFORMANCE':
if (creative_output.includes('experimental') || creative_output.includes('breakthrough')) {
strategies.push("Experiment with polyphasic sleep for increased productive hours");
strategies.push("Implement biohacking protocols for cognitive enhancement");
strategies.push("Design extreme focus challenges (48-hour deep work sprints)");
}
if (creative_output.includes('chaotic') || creative_output.includes('rule-breaking')) {
strategies.push("Challenge conventional work schedules with radical time experiments");
strategies.push("Implement intermittent fasting for mental clarity and energy");
strategies.push("Create artificial constraints to force creative productivity");
}
if (creative_output.includes('wild') || creative_output.includes('unpredictable')) {
strategies.push("Design randomized productivity experiments and A/B test routines");
strategies.push("Implement flow state triggers and peak experience protocols");
strategies.push("Create extreme environment changes for breakthrough productivity");
}
break;
}
// Add phase-agnostic strategies based on creative output patterns
if (creative_output.includes('energy') || creative_output.includes('flow')) {
strategies.push("Map personal energy management and ultradian rhythm optimization");
}
if (creative_output.includes('system') || creative_output.includes('framework')) {
strategies.push("Build personal knowledge management and second brain system");
}
if (creative_output.includes('experiment') || creative_output.includes('test')) {
strategies.push("Create personal productivity lab with tracked experiments and metrics");
}
return strategies.length > 0 ? strategies : ["Develop customized productivity approach based on creative insights"];
}
synthesizeProductivitySystem() {
console.log("\n🔄 SYNTHESIZING COMPLETE PRODUCTIVITY SYSTEM...");
console.log("-".repeat(60));
const synthesis = {
productivity_phases: this.productivity_log.map(step => ({
phase: step.phase,
frequency_used: step.mode_used.parameters.frequency,
energy_type: step.mode_used.parameters.energy,
confidence: step.confidence,
key_strategies: this.extractProductivityStrategies(step.creative_output, step.phase)
})),
implementation_timeline: this.generateImplementationTimeline(),
system_analysis: this.analyzeProductivityParameters(),
performance_potential: this.assessPerformancePotential(),
habit_sustainability: this.evaluateHabitSustainability(),
transformation_level: this.calculateTransformationLevel()
};
console.log("\n📊 SYNTHESIS RESULTS:");
console.log(` Productivity Development Phases: ${synthesis.productivity_phases.length}`);
console.log(` Implementation Timeline: ${synthesis.implementation_timeline.total_duration}`);
console.log(` Transformation Score: ${synthesis.transformation_level.overall_score}/10`);
console.log(` Performance Potential: ${synthesis.performance_potential.assessment}`);
return synthesis;
}
generateImplementationTimeline() {
return {
phase_1_foundation: "Weeks 1-4: Deep habit analysis and life architecture design",
phase_2_systems: "Weeks 2-8: Workflow system implementation and optimization",
phase_3_experiments: "Weeks 6-10: Radical experiments and peak performance trials",
phase_4_integration: "Weeks 8-12: Full system integration and refinement",
phase_5_mastery: "Months 3-6: Mastery development and continuous optimization",
total_duration: "3-6 months for complete transformation",
parallel_execution: "Habit work continues throughout, experiments inform system refinement"
};
}
analyzeProductivityParameters() {
const frequencies = this.productivity_log.map(step =>
parseFloat(step.mode_used.parameters.frequency.replace('Hz', ''))
);
return {
frequency_range: `${Math.min(...frequencies)}Hz - ${Math.max(...frequencies)}Hz`,
cognitive_progression: "Deep Habits (24Hz) → System Building (58Hz) → Peak Performance (93Hz)",
energy_evolution: "calm → focused → chaotic",
rhythm_evolution: "ambient → driving → freeform",
optimization_sequence: "Confirmed: Foundation→Systems→Experimentation progression optimal for sustainable productivity transformation"
};
}
assessPerformancePotential() {
const avg_confidence = this.productivity_log.reduce((sum, step) => sum + step.confidence, 0) / this.productivity_log.length;
let performance_score = 0;
let factors = [];
// Habit foundation contributes to sustainability
const habit_confidence = this.productivity_log.find(step => step.phase === 'HABIT_ANALYSIS')?.confidence || 0;
if (habit_confidence > 0.6) {
performance_score += 3;
factors.push("Strong habit foundation and self-awareness");
}
// System design indicates execution capability
const system_confidence = this.productivity_log.find(step => step.phase === 'WORKFLOW_SYSTEM')?.confidence || 0;
if (system_confidence > 0.65) {
performance_score += 3;
factors.push("Robust workflow systems and frameworks");
}
// Peak experiments show breakthrough potential
const peak_confidence = this.productivity_log.find(step => step.phase === 'PEAK_PERFORMANCE')?.confidence || 0;
if (peak_confidence > 0.7) {
performance_score += 4;
factors.push("High potential for breakthrough performance");
}
return {
score: performance_score,
assessment: performance_score >= 8 ? 'EXCEPTIONAL' : performance_score >= 5 ? 'HIGH' : 'DEVELOPING',
performance_factors: factors,
overall_confidence: avg_confidence
};
}
evaluateHabitSustainability() {
const habit_step = this.productivity_log.find(step => step.phase === 'HABIT_ANALYSIS');
const system_step = this.productivity_log.find(step => step.phase === 'WORKFLOW_SYSTEM');
const peak_step = this.productivity_log.find(step => step.phase === 'PEAK_PERFORMANCE');
let sustainability_score = 5; // Base score
let strengths = [];
let risks = [];
// Deep habit work improves sustainability
if (habit_step?.confidence > 0.6) {
sustainability_score += 2;
strengths.push("Deep self-awareness and habit architecture");
}
// Systematic approach increases longevity
if (system_step?.confidence > 0.65) {
sustainability_score += 2;
strengths.push("Well-designed systems for long-term maintenance");
}
// Very high experimentation may risk burnout
if (peak_step?.mode_used.calculated_properties.creative_intensity.includes('200%+')) {
sustainability_score -= 1;
risks.push("Extreme experiments may require careful energy management");
}
// Calm energy in foundation phase helps sustainability
if (habit_step?.mode_used.parameters.energy === 'calm') {
sustainability_score += 1;
strengths.push("Gentle, sustainable approach to change");
}
return {
score: Math.max(1, Math.min(10, sustainability_score)),
assessment: sustainability_score >= 7 ? 'HIGHLY_SUSTAINABLE' : sustainability_score >= 4 ? 'MODERATE' : 'REQUIRES_ATTENTION',
sustainability_strengths: strengths,
sustainability_risks: risks
};
}
calculateTransformationLevel() {
let transformation_score = 0;
let transformation_factors = [];
this.productivity_log.forEach(step => {
// High frequency modes contribute to transformation potential
const frequency = parseFloat(step.mode_used.parameters.frequency.replace('Hz', ''));
if (frequency > 85) {
transformation_score += 3;
transformation_factors.push(`Ultra-high frequency peak performance (${frequency}Hz)`);
} else if (frequency < 30) {
transformation_score += 2;
transformation_factors.push(`Deep foundational work (${frequency}Hz)`);
} else if (frequency > 50) {
transformation_score += 2;
transformation_factors.push(`Systematic optimization (${frequency}Hz)`);
}
// Chaotic energy increases transformation potential
if (step.mode_used.parameters.energy === 'chaotic') {
transformation_score += 2;
transformation_factors.push("Radical experimentation energy");
}
// High creative intensity indicates transformation capability
const intensity = step.mode_used.calculated_properties.creative_intensity;
if (intensity.includes('150%') || intensity.includes('200%+')) {
transformation_score += 2;
transformation_factors.push("Maximum creative intensity for life transformation");
}
// High quality metrics in innovation potential
if (step.quality_metrics.innovation_potential > 0.7) {
transformation_score += 1;
transformation_factors.push("High innovation in productivity approaches");
}
});
return {
overall_score: Math.min(10, transformation_score),
transformation_factors: transformation_factors,
transformation_probability: transformation_score >= 10 ? 'REVOLUTIONARY' : transformation_score >= 7 ? 'SIGNIFICANT' : transformation_score >= 4 ? 'MODERATE' : 'INCREMENTAL'
};
}
generateProductivityRoadmap() {
const last_step = this.productivity_log[this.productivity_log.length - 1];
const avg_confidence = this.productivity_log.reduce((sum, step) => sum + step.confidence, 0) / this.productivity_log.length;
const roadmap = {
immediate_next_steps: [],
parameter_optimizations: {},
productivity_experiments: [],
scaling_strategies: []
};
if (avg_confidence < 0.7) {
roadmap.immediate_next_steps.push("Fine-tune productivity parameters for your specific context");
roadmap.parameter_optimizations.frequency_adjustment = "+3Hz for enhanced optimization";
}
if (last_step.confidence > 0.8) {
roadmap.immediate_next_steps.push("Begin radical productivity experiments");
roadmap.productivity_experiments.push("Test ultra-high frequency modes (95Hz+) for breakthrough performance");
}
roadmap.productivity_experiments = [
"Morning routine optimization with different frequency progressions",
"Deep work session experiments at various cognitive frequencies",
"Energy management trials with rhythm pattern variations",
"Flow state induction through parameter manipulation"
];
// Add specific productivity development recommendations
roadmap.productivity_recommendations = [
"Track all experiments with quantified metrics and subjective assessments",
"Create personal productivity dashboard for real-time optimization",
"Build accountability systems and progress tracking mechanisms",
"Develop recovery protocols to sustain high-performance periods"
];
roadmap.scaling_strategies = [
"Share successful protocols with accountability partners",
"Create personal productivity manifesto based on discoveries",
"Design quarterly productivity challenges for continuous growth",
"Build systems that scale with life complexity increases"
];
return roadmap;
}
}
// Execute personal productivity test
async function testPersonalProductivity() {
const productivityLab = new PersonalProductivityLab();
// Test with a complex personal productivity challenge
const productivityChallenge = "Optimize personal productivity to balance deep creative work, administrative tasks, learning goals, and life enjoyment while avoiding burnout";
console.log(`\n🎯 TESTING PERSONAL PRODUCTIVITY FOR: ${productivityChallenge}`);
const complete_system = await productivityLab.optimizeProductivity(productivityChallenge);
console.log("\n" + "⚡".repeat(50));
console.log("🧠 COMPLETE PRODUCTIVITY SYSTEM READY");
console.log("⚡".repeat(50));
return complete_system;
}
export { PersonalProductivityLab, testPersonalProductivity };
// Run personal productivity test if called directly
if (import.meta.url === `file://${process.argv[1]}`) {
testPersonalProductivity()
.then(result => {
console.log("\n" + "=".repeat(100));
console.log("📋 FINAL PERSONAL PRODUCTIVITY SUMMARY");
console.log("=".repeat(100));
console.log(JSON.stringify(result.complete_productivity_system, null, 2));
})
.catch(console.error);
}