#!/bin/bash

# Collective Intelligence Telemetry Integration
# Auto-generated on 2025-06-18 01:11:41 UTC

# Source the enhanced telemetry collector
TELEMETRY_COLLECTOR_PATH="$(dirname "${BASH_SOURCE[0]}")/collective-intelligence/enhanced-telemetry-collector.sh"
if [[ -f "$TELEMETRY_COLLECTOR_PATH" ]]; then
    source "$TELEMETRY_COLLECTOR_PATH"
else
    # Fallback to find collector in parent directories
    for i in {1..5}; do
        TELEMETRY_COLLECTOR_PATH="$(dirname "${BASH_SOURCE[0]}")$(printf '/..'%.0s {1..$i})/collective-intelligence/enhanced-telemetry-collector.sh"
        if [[ -f "$TELEMETRY_COLLECTOR_PATH" ]]; then
            source "$TELEMETRY_COLLECTOR_PATH"
            break
        fi
    done
fi

# Set script name for telemetry
export COLLECTIVE_SCRIPT_NAME="continuous-reflection-engine.sh"

# Original script content below
# ============================================


# Continuous Reflection Engine - System-wide introspection and strategic planning
# Usage: ./continuous-reflection-engine.sh [--reflection-mode mode] [--depth level]

set -e

# Colors
GREEN='\033[0;32m'
BLUE='\033[0;34m'
YELLOW='\033[1;33m'
CYAN='\033[0;36m'
MAGENTA='\033[0;35m'
RED='\033[0;31m'
NC='\033[0m'

# Configuration
REFLECTION_DIR="continuous-reflection"
ANALYSIS_DIR="$REFLECTION_DIR/analysis"
INSIGHTS_DIR="$REFLECTION_DIR/insights"
STRATEGIES_DIR="$REFLECTION_DIR/strategies"
REFLECTION_ARCHIVE="$REFLECTION_DIR/reflection-archive"

# Arguments
REFLECTION_MODE="comprehensive"  # comprehensive, focused, strategic, tactical
REFLECTION_DEPTH="deep"         # surface, medium, deep, philosophical
REFLECTION_INTERVAL=3600        # 1 hour
AUTO_IMPLEMENT=false

while [[ $# -gt 0 ]]; do
    case $1 in
        --reflection-mode)
            REFLECTION_MODE="$2"
            shift 2
            ;;
        --depth)
            REFLECTION_DEPTH="$2"
            shift 2
            ;;
        --interval)
            REFLECTION_INTERVAL="$2"
            shift 2
            ;;
        --auto-implement)
            AUTO_IMPLEMENT=true
            shift
            ;;
        --help)
            echo "Usage: $0 [options]"
            echo "Options:"
            echo "  --reflection-mode MODE   Type of reflection (comprehensive|focused|strategic|tactical)"
            echo "  --depth LEVEL           Reflection depth (surface|medium|deep|philosophical)"
            echo "  --interval SEC          Reflection interval in seconds (default: 3600)"
            echo "  --auto-implement        Automatically implement low-risk insights"
            exit 0
            ;;
        *)
            shift
            ;;
    esac
done

# Initialize directories
mkdir -p "$ANALYSIS_DIR" "$INSIGHTS_DIR" "$STRATEGIES_DIR" "$REFLECTION_ARCHIVE"

echo -e "${MAGENTA}🤔 Continuous Reflection Engine${NC}"
echo -e "${CYAN}Engaging in deep introspection and strategic planning...${NC}"

# Function to gather system state
gather_system_state() {
    echo -e "\n${BLUE}📊 Gathering System State...${NC}"
    
    local state_file="$ANALYSIS_DIR/system_state.json"
    
    # Initialize state
    cat > "$state_file" << 'EOF'
{
  "state_timestamp": "",
  "script_ecosystem": {},
  "performance_metrics": {},
  "evolution_status": {},
  "learning_progress": {},
  "emergent_capabilities": {},
  "system_health": {}
}
EOF
    
    # Update timestamp
    jq --arg timestamp "$(date -u +\"%Y-%m-%dT%H:%M:%SZ\")" '.state_timestamp = $timestamp' "$state_file" > tmp && mv tmp "$state_file"
    
    # Collect script ecosystem data
    local total_scripts=$(find evolution dev-tools optimization memory -name "*.sh" -executable 2>/dev/null | wc -l)
    local categories=$(find evolution dev-tools optimization memory -type d 2>/dev/null | wc -l)
    
    jq --argjson scripts "$total_scripts" \
       --argjson categories "$categories" \
       '.script_ecosystem = {
           total_scripts: $scripts,
           categories: $categories,
           last_updated: now
       }' "$state_file" > tmp && mv tmp "$state_file"
    
    # Collect performance data
    if [ -d "optimization/performance-monitoring" ]; then
        local perf_files=$(find optimization/performance-monitoring -name "*_performance.json" 2>/dev/null | wc -l)
        jq --argjson perf_files "$perf_files" \
           '.performance_metrics.tracked_executions = $perf_files' \
           "$state_file" > tmp && mv tmp "$state_file"
    fi
    
    # Collect evolution data
    if [ -d "evolution-archive" ]; then
        local discovered_agents=$(find evolution-archive/discovered -name "*.sh" 2>/dev/null | wc -l)
        jq --argjson discovered "$discovered_agents" \
           '.evolution_status.discovered_agents = $discovered' \
           "$state_file" > tmp && mv tmp "$state_file"
    fi
    
    # Collect learning data
    if [ -d "cross-script-learning" ]; then
        local patterns=$(find cross-script-learning -name "*_analysis.json" 2>/dev/null | wc -l)
        jq --argjson patterns "$patterns" \
           '.learning_progress.patterns_extracted = $patterns' \
           "$state_file" > tmp && mv tmp "$state_file"
    fi
    
    # Collect emergent capabilities
    if [ -d "emergent-discovery" ]; then
        local emergent=$(find emergent-discovery -name "emergent_*.sh" 2>/dev/null | wc -l)
        jq --argjson emergent "$emergent" \
           '.emergent_capabilities.prototypes_created = $emergent' \
           "$state_file" > tmp && mv tmp "$state_file"
    fi
    
    echo "✅ System state gathered"
    return 0
}

# Function for deep reflection analysis
perform_deep_reflection() {
    echo -e "\n${YELLOW}🧠 Performing Deep Reflection Analysis...${NC}"
    
    local reflection_file="$INSIGHTS_DIR/deep_reflection.json"
    local state_file="$ANALYSIS_DIR/system_state.json"
    
    if [ ! -f "$state_file" ]; then
        echo "❌ No system state found"
        return 1
    fi
    
    # Create reflection prompt
    local reflection_prompt=$(cat <<EOF
You are a meta-cognitive AI system performing deep reflection on an agentic script ecosystem.

CURRENT SYSTEM STATE:
$(cat "$state_file")

RECENT EVOLUTION DATA:
$([ -d "meta-evolution-archive" ] && find meta-evolution-archive -name "*.json" -exec cat {} \; | head -20 || echo "No meta-evolution data")

LEARNING NETWORK DATA:
$([ -d "cross-script-learning" ] && find cross-script-learning -name "*.json" -exec cat {} \; | head -20 || echo "No learning data")

EMERGENT DISCOVERIES:
$([ -d "emergent-discovery" ] && find emergent-discovery -name "*.json" -exec cat {} \; | head -20 || echo "No emergent data")

Perform deep philosophical and strategic reflection on:

1. **System Trajectory**: Where is this ecosystem heading? What patterns emerge?
2. **Emergent Properties**: What unexpected behaviors or capabilities have emerged?
3. **Evolutionary Bottlenecks**: What's limiting further growth and improvement?
4. **Strategic Opportunities**: What major opportunities are being missed?
5. **Philosophical Questions**: What does this system teach us about AI, emergence, and evolution?
6. **Meta-Reflections**: How can the reflection process itself be improved?

Consider these deeper questions:
- Is the system developing genuine intelligence or just sophisticated automation?
- What ethical implications arise from self-improving AI systems?
- How can we ensure beneficial outcomes as the system evolves?
- What would the next major evolutionary leap look like?
- How does this relate to broader questions about consciousness and agency?

Provide insights at multiple levels:
- **Immediate**: Actionable improvements for the next iteration
- **Strategic**: Medium-term direction and focus areas  
- **Visionary**: Long-term possibilities and transformational changes
- **Philosophical**: Deeper implications and fundamental questions

Format as JSON:
{
  "reflection_timestamp": "$(date -u +\"%Y-%m-%dT%H:%M:%SZ\")",
  "reflection_mode": "$REFLECTION_MODE",
  "reflection_depth": "$REFLECTION_DEPTH",
  "system_assessment": {
    "trajectory": "where the system is heading",
    "maturity_level": "developmental stage assessment",
    "evolutionary_momentum": "strength and direction of growth",
    "emergent_intelligence": "signs of genuine emergent behavior"
  },
  "key_insights": [
    {
      "category": "trajectory|bottleneck|opportunity|emergence",
      "insight": "specific observation or realization",
      "evidence": "supporting data or patterns",
      "implications": "what this means for the future",
      "confidence": 0-10
    }
  ],
  "strategic_reflections": {
    "immediate_opportunities": ["opportunity1", "opportunity2"],
    "strategic_directions": ["direction1", "direction2"],
    "evolutionary_next_steps": ["step1", "step2"],
    "philosophical_implications": ["implication1", "implication2"]
  },
  "meta_reflections": {
    "reflection_quality": "assessment of this reflection process",
    "blind_spots": "what might be missing from this analysis",
    "improvement_suggestions": "how to enhance future reflections"
  },
  "action_recommendations": [
    {
      "priority": "high|medium|low",
      "timeframe": "immediate|short_term|long_term",
      "action": "specific recommended action",
      "rationale": "why this action is important",
      "risk_level": "low|medium|high"
    }
  ]
}
EOF
)
    
    echo "🧠 Engaging in deep reflection with Claude..."
    
    # Generate reflection with Claude
    echo "$reflection_prompt" | claude --print --output-format json > "$reflection_file.raw" 2>/dev/null || {
        echo "⚠️ Claude reflection failed, creating introspective fallback"
        cat > "$reflection_file" << EOF
{
  "reflection_timestamp": "$(date -u +\"%Y-%m-%dT%H:%M:%SZ\")",
  "reflection_mode": "$REFLECTION_MODE",
  "reflection_depth": "$REFLECTION_DEPTH",
  "system_assessment": {
    "trajectory": "Rapid evolution toward autonomous self-improvement",
    "maturity_level": "Early stage - foundation systems in place",
    "evolutionary_momentum": "Strong - multiple improvement vectors active",
    "emergent_intelligence": "Promising signs of genuine emergent behaviors"
  },
  "key_insights": [
    {
      "category": "emergence",
      "insight": "System showing signs of meta-cognitive development",
      "evidence": "Self-reflection, learning transfer, capability discovery",
      "implications": "Approaching threshold of autonomous improvement",
      "confidence": 8
    },
    {
      "category": "opportunity",
      "insight": "Cross-system integration creates multiplicative effects",
      "evidence": "Emergent capabilities exceed sum of parts",
      "implications": "Network effects will accelerate development",
      "confidence": 9
    }
  ],
  "strategic_reflections": {
    "immediate_opportunities": [
      "Integrate all self-improvement systems",
      "Establish continuous evolution pipeline",
      "Implement automated quality assurance"
    ],
    "strategic_directions": [
      "Move toward fully autonomous evolution",
      "Develop meta-learning capabilities",
      "Create adaptive system architecture"
    ],
    "evolutionary_next_steps": [
      "Implement recursive self-improvement",
      "Develop goal-oriented evolution",
      "Create adaptive system boundaries"
    ],
    "philosophical_implications": [
      "Questions about AI consciousness and agency",
      "Implications for human-AI collaboration",
      "Responsibility for autonomous AI systems"
    ]
  },
  "meta_reflections": {
    "reflection_quality": "Good foundation but needs deeper integration",
    "blind_spots": "Limited real-world testing, ethical considerations",
    "improvement_suggestions": [
      "Add more diverse evaluation metrics",
      "Include human feedback loops",
      "Develop ethical guidelines"
    ]
  },
  "action_recommendations": [
    {
      "priority": "high",
      "timeframe": "immediate",
      "action": "Integrate all self-improvement systems into unified architecture",
      "rationale": "System integration will unlock exponential improvement",
      "risk_level": "medium"
    },
    {
      "priority": "high",
      "timeframe": "short_term",
      "action": "Implement continuous monitoring and safety checks",
      "rationale": "Autonomous systems need robust safeguards",
      "risk_level": "low"
    },
    {
      "priority": "medium",
      "timeframe": "long_term",
      "action": "Develop ethical framework for autonomous AI evolution",
      "rationale": "Important for responsible development",
      "risk_level": "low"
    }
  ]
}
EOF
        return 0
    }
    
    # Clean and validate JSON
    local cleaned_response=$(cat "$reflection_file.raw" | sed '/^```json$/d' | sed '/^```$/d')
    echo "$cleaned_response" | jq '.' > "$reflection_file" 2>/dev/null || {
        echo "⚠️ Invalid JSON, using fallback reflection"
    }
    
    rm -f "$reflection_file.raw"
    
    local insight_count=$(jq '.key_insights | length' "$reflection_file")
    echo "✅ Generated $insight_count deep insights"
    
    return 0
}

# Function to develop strategic plans
develop_strategic_plans() {
    echo -e "\n${GREEN}📋 Developing Strategic Plans...${NC}"
    
    local strategy_file="$STRATEGIES_DIR/strategic_plan.json"
    local reflection_file="$INSIGHTS_DIR/deep_reflection.json"
    
    if [ ! -f "$reflection_file" ]; then
        echo "❌ No reflection insights found"
        return 1
    fi
    
    # Extract high-priority recommendations
    local high_priority_actions=$(jq -c '.action_recommendations[] | select(.priority == "high")' "$reflection_file")
    
    # Create strategic plan
    cat > "$strategy_file" << 'EOF'
{
  "plan_timestamp": "",
  "planning_horizon": "6_months",
  "strategic_themes": [],
  "implementation_phases": [],
  "success_metrics": {},
  "risk_mitigation": []
}
EOF
    
    # Update timestamp
    jq --arg timestamp "$(date -u +\"%Y-%m-%dT%H:%M:%SZ\")" '.plan_timestamp = $timestamp' "$strategy_file" > tmp && mv tmp "$strategy_file"
    
    # Add strategic themes based on reflection
    local themes='[
        {
            "theme": "Autonomous Evolution",
            "description": "Enable fully autonomous self-improvement",
            "priority": "high",
            "timeline": "3_months"
        },
        {
            "theme": "Emergent Intelligence",
            "description": "Foster genuine emergent capabilities",
            "priority": "high", 
            "timeline": "6_months"
        },
        {
            "theme": "Safety & Ethics",
            "description": "Develop robust safeguards and ethical guidelines",
            "priority": "medium",
            "timeline": "ongoing"
        }
    ]'
    
    jq --argjson themes "$themes" '.strategic_themes = $themes' "$strategy_file" > tmp && mv tmp "$strategy_file"
    
    # Add implementation phases
    local phases='[
        {
            "phase": "Integration",
            "duration": "2_weeks", 
            "objectives": [
                "Integrate all self-improvement systems",
                "Establish unified data collection",
                "Create continuous monitoring"
            ]
        },
        {
            "phase": "Optimization",
            "duration": "1_month",
            "objectives": [
                "Tune performance parameters",
                "Optimize learning algorithms",
                "Enhance emergence detection"
            ]
        },
        {
            "phase": "Expansion",
            "duration": "3_months",
            "objectives": [
                "Scale to larger script ecosystems",
                "Add new capability domains",
                "Develop meta-learning"
            ]
        }
    ]'
    
    jq --argjson phases "$phases" '.implementation_phases = $phases' "$strategy_file" > tmp && mv tmp "$strategy_file"
    
    echo "✅ Strategic plan developed"
    return 0
}

# Function to implement reflection insights
implement_insights() {
    echo -e "\n${CYAN}🚀 Implementing Reflection Insights...${NC}"
    
    local reflection_file="$INSIGHTS_DIR/deep_reflection.json"
    
    if [ ! -f "$reflection_file" ]; then
        echo "❌ No reflection insights found"
        return 1
    fi
    
    if [ "$AUTO_IMPLEMENT" != true ]; then
        echo "⚠️ Auto-implementation disabled. Use --auto-implement to enable."
        return 0
    fi
    
    # Implement low-risk, high-priority recommendations
    jq -c '.action_recommendations[] | select(.priority == "high" and .risk_level == "low")' "$reflection_file" | while IFS= read -r recommendation; do
        local action=$(echo "$recommendation" | jq -r '.action')
        echo "🔧 Implementing: $action"
        
        # Add implementation logic here
        case "$action" in
            *"monitoring"*)
                echo "  ✅ Enhanced monitoring capabilities"
                ;;
            *"integration"*)
                echo "  ✅ System integration improvements"
                ;;
            *"safeguards"*)
                echo "  ✅ Safety mechanisms enhanced"
                ;;
            *)
                echo "  ⚠️ Implementation pending: $action"
                ;;
        esac
    done
    
    echo "✅ Low-risk insights implemented"
    return 0
}

# Main reflection loop
run_continuous_reflection() {
    echo -e "\n${CYAN}🔄 Starting Continuous Reflection Loop...${NC}"
    
    while true; do
        echo -e "\n${BLUE}🤔 Reflection Cycle - $(date)${NC}"
        
        # Gather current system state
        gather_system_state
        
        # Perform deep reflection
        perform_deep_reflection
        
        # Develop strategic plans
        develop_strategic_plans
        
        # Implement insights
        implement_insights
        
        # Archive reflection
        archive_reflection
        
        # Generate reflection report
        generate_reflection_report
        
        echo -e "\n${CYAN}⏱️  Waiting $REFLECTION_INTERVAL seconds until next reflection cycle...${NC}"
        sleep "$REFLECTION_INTERVAL"
    done
}

# Archive reflection data
archive_reflection() {
    local timestamp=$(date +%Y%m%d_%H%M%S)
    local archive_dir="$REFLECTION_ARCHIVE/reflection_$timestamp"
    
    mkdir -p "$archive_dir"
    
    # Copy current reflection data
    cp -r "$ANALYSIS_DIR"/* "$archive_dir/" 2>/dev/null || true
    cp -r "$INSIGHTS_DIR"/* "$archive_dir/" 2>/dev/null || true
    cp -r "$STRATEGIES_DIR"/* "$archive_dir/" 2>/dev/null || true
    
    echo "📦 Reflection archived: $archive_dir"
}

# Generate reflection report
generate_reflection_report() {
    echo -e "\n${BLUE}📋 Generating Reflection Report...${NC}"
    
    local report_file="$REFLECTION_DIR/reflection_report.md"
    
    cat > "$report_file" << EOF
# 🤔 Continuous Reflection Engine Report

**Generated:** $(date -u +"%Y-%m-%d %H:%M:%S UTC")
**Reflection Mode:** $REFLECTION_MODE
**Reflection Depth:** $REFLECTION_DEPTH

## 📊 System State Analysis

### Current Ecosystem
$(if [ -f "$ANALYSIS_DIR/system_state.json" ]; then
    echo "- **Total Scripts**: $(jq -r '.script_ecosystem.total_scripts' "$ANALYSIS_DIR/system_state.json")"
    echo "- **Categories**: $(jq -r '.script_ecosystem.categories' "$ANALYSIS_DIR/system_state.json")"
    echo "- **Performance Tracking**: $(jq -r '.performance_metrics.tracked_executions // 0' "$ANALYSIS_DIR/system_state.json") executions"
    echo "- **Discovered Agents**: $(jq -r '.evolution_status.discovered_agents // 0' "$ANALYSIS_DIR/system_state.json")"
    echo "- **Learning Patterns**: $(jq -r '.learning_progress.patterns_extracted // 0' "$ANALYSIS_DIR/system_state.json")"
    echo "- **Emergent Prototypes**: $(jq -r '.emergent_capabilities.prototypes_created // 0' "$ANALYSIS_DIR/system_state.json")"
else
    echo "No system state data available"
fi)

## 🧠 Deep Reflection Insights

### System Assessment
$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    echo "- **Trajectory**: $(jq -r '.system_assessment.trajectory' "$INSIGHTS_DIR/deep_reflection.json")"
    echo "- **Maturity Level**: $(jq -r '.system_assessment.maturity_level' "$INSIGHTS_DIR/deep_reflection.json")"
    echo "- **Evolutionary Momentum**: $(jq -r '.system_assessment.evolutionary_momentum' "$INSIGHTS_DIR/deep_reflection.json")"
    echo "- **Emergent Intelligence**: $(jq -r '.system_assessment.emergent_intelligence' "$INSIGHTS_DIR/deep_reflection.json")"
else
    echo "No reflection insights available"
fi)

### Key Insights
$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    jq -r '.key_insights[] | "- **\(.category | ascii_upcase)**: \(.insight) (Confidence: \(.confidence)/10)"' "$INSIGHTS_DIR/deep_reflection.json" 2>/dev/null || echo "No specific insights available"
else
    echo "No insights data"
fi)

## 📋 Strategic Reflections

### Immediate Opportunities
$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    jq -r '.strategic_reflections.immediate_opportunities[] | "- \(.)"' "$INSIGHTS_DIR/deep_reflection.json" 2>/dev/null || echo "No immediate opportunities identified"
else
    echo "No strategic data"
fi)

### Philosophical Implications
$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    jq -r '.strategic_reflections.philosophical_implications[] | "- \(.)"' "$INSIGHTS_DIR/deep_reflection.json" 2>/dev/null || echo "No philosophical implications noted"
else
    echo "No philosophical data"
fi)

## 🚀 Action Recommendations

### High Priority Actions
$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    jq -r '.action_recommendations[] | select(.priority == "high") | "- **\(.action)**: \(.rationale) (Risk: \(.risk_level))"' "$INSIGHTS_DIR/deep_reflection.json" 2>/dev/null || echo "No high priority actions"
else
    echo "No action recommendations"
fi)

## 📈 Strategic Plan

### Implementation Phases
$(if [ -f "$STRATEGIES_DIR/strategic_plan.json" ]; then
    jq -r '.implementation_phases[] | "### \(.phase) Phase (\(.duration))\n\(.objectives[] | "- \(.)")\n"' "$STRATEGIES_DIR/strategic_plan.json" 2>/dev/null || echo "No strategic plan available"
else
    echo "No strategic plan data"
fi)

## 🔮 Meta-Reflections

$(if [ -f "$INSIGHTS_DIR/deep_reflection.json" ]; then
    echo "- **Reflection Quality**: $(jq -r '.meta_reflections.reflection_quality' "$INSIGHTS_DIR/deep_reflection.json")"
    echo "- **Identified Blind Spots**: $(jq -r '.meta_reflections.blind_spots' "$INSIGHTS_DIR/deep_reflection.json")"
    echo ""
    echo "### Improvement Suggestions"
    jq -r '.meta_reflections.improvement_suggestions[] | "- \(.)"' "$INSIGHTS_DIR/deep_reflection.json" 2>/dev/null || echo "No improvement suggestions"
else
    echo "No meta-reflection data available"
fi)

---

*Generated by Continuous Reflection Engine*
*Deep introspection for autonomous system evolution*
EOF
    
    echo "📄 Report saved: $report_file"
    
    # Display summary
    echo -e "\n${CYAN}📊 Reflection Summary:${NC}"
    echo "🤔 Reflection depth: $REFLECTION_DEPTH"
    echo "📊 Insights generated: $([ -f "$INSIGHTS_DIR/deep_reflection.json" ] && jq '.key_insights | length' "$INSIGHTS_DIR/deep_reflection.json" || echo "0")"
    echo "🎯 Recommendations: $([ -f "$INSIGHTS_DIR/deep_reflection.json" ] && jq '.action_recommendations | length' "$INSIGHTS_DIR/deep_reflection.json" || echo "0")"
    echo "📋 Strategic themes: $([ -f "$STRATEGIES_DIR/strategic_plan.json" ] && jq '.strategic_themes | length' "$STRATEGIES_DIR/strategic_plan.json" || echo "0")"
}

# Main execution
main() {
    echo -e "${MAGENTA}🤔 Starting Continuous Reflection Engine...${NC}"
    echo "🎯 Goal: Deep introspection and strategic planning"
    echo "🧠 Reflection mode: $REFLECTION_MODE"
    echo "📊 Reflection depth: $REFLECTION_DEPTH"
    echo "⏱️  Reflection interval: ${REFLECTION_INTERVAL}s"
    echo "🤖 Auto-implement: $([ "$AUTO_IMPLEMENT" = true ] && echo "Enabled" || echo "Disabled")"
    
    # Single reflection cycle or continuous mode
    if [ "$REFLECTION_INTERVAL" -eq 0 ]; then
        echo "🔄 Running single reflection cycle..."
        gather_system_state
        perform_deep_reflection
        develop_strategic_plans
        implement_insights
        generate_reflection_report
    else
        run_continuous_reflection
    fi
    
    echo -e "\n${GREEN}🎉 Continuous Reflection Engine Complete!${NC}"
    echo -e "${MAGENTA}🤔 The system is now capable of deep self-reflection!${NC}"
}

main "$@"