Ctrl + F         - Find symbols, signals, or text across entire program
Ctrl + H         - Find and replace with advanced pattern matching
Ctrl + G         - Jump directly to specific page number
F3              - Find next occurrence in search results
Shift + F3      - Find previous occurrence in search results
Ctrl + Tab      - Cycle between multiple open programs
Ctrl + Page Up  - Navigate to previous program page
Ctrl + Page Down- Navigate to next program page
Alt + Left      - Navigate back in page history
Alt + Right     - Navigate forward in page history

Ctrl + C        - Copy selected symbols with all connections
Ctrl + V        - Paste symbols maintaining relative positioning
Ctrl + X        - Cut symbols for relocation
Ctrl + Z        - Undo last action (supports multiple levels)
Ctrl + Y        - Redo previously undone action
Delete          - Remove selected symbols and connections
Ctrl + A        - Select all symbols on current page
Shift + Click   - Extend selection to additional symbols
Ctrl + Click    - Add individual symbols to selection
Ctrl + D        - Duplicate selected symbols

F5              - Compile current program
Shift + F5      - Compile all open programs
F6              - Run program on connected processor
F7              - Stop program execution
F8              - Check program syntax without full compile
F9              - Toggle breakpoint for debugging
F10             - Step over during debug session
F11             - Step into function during debug
Ctrl + Shift + S- Save all modified files
Ctrl + Shift + F5- Force compilation ignoring timestamps
Alt + F4        - Close current program window
Ctrl + Alt + F4 - Close all program windows

Enter           - Open symbol properties dialog
Space           - Quick symbol replacement mode
Ctrl + Enter    - Apply properties and continue to next symbol
Shift + Enter   - Apply properties and continue to previous symbol
Tab             - Navigate between property fields
Shift + Tab     - Navigate backwards between property fields
Escape          - Cancel current operation
F1              - Context-sensitive help for current symbol

Page Structure:
├── Page 1: System Configuration & Global Variables
├── Page 2: Device Communication Modules
├── Page 3: User Interface Logic
├── Page 4: Scene & Preset Management
├── Page 5: Environmental Control (HVAC, Lighting)
├── Page 6: Audio/Video Processing
├── Page 7: Security & Access Control
├── Page 8: System Monitoring & Diagnostics
├── Page 9: Startup & Shutdown Sequences
└── Page 10: Custom Logic & Special Functions

Communication Layer:
├── Device Drivers (IP, Serial, IR)
├── Protocol Handlers
├── Connection Management
├── Error Recovery Logic
└── Status Monitoring

Processing Layer:
├── Logic Controllers
├── State Machines
├── Timer Management
├── Data Processing
└── Algorithm Implementation

Interface Layer:
├── Touch Panel Logic
├── Web Interface Handlers
├── Mobile App Communication
├── Third-Party Integrations
└── User Feedback Systems

Color Scheme Standards:
Red Symbols    - Critical system functions, emergency controls
Blue Symbols   - Communication and network functions  
Green Symbols  - User interface and feedback logic
Yellow Symbols - Timing, delays, and sequential operations
Purple Symbols - Configuration and parameter symbols
Gray Symbols   - Comments and documentation

Signal Organization Patterns:
Input Processing:
├── Raw device inputs
├── Signal conditioning
├── Error checking
├── Format conversion
└── Distribution logic

Core Processing:
├── Business logic
├── State management
├── Decision trees
├── Data transformation
└── Rule processing

Output Generation:
├── Command formatting
├── Device-specific protocols
├── Status updates
├── User notifications
└── Logging functions

Reusable Module Categories:
Audio Control Modules:
├── Zone volume control with ramping
├── Source selection with exclusive logic
├── Mute management with feedback
├── Preset recall and storage
└── Audio routing matrices

Video Control Modules:
├── Display power management
├── Input switching logic
├── Resolution scaling control
├── Video routing matrices  
└── Presentation control systems

Environmental Control Modules:
├── Lighting scene management
├── HVAC interface control
├── Motorized shade control
├── Occupancy sensor integration
└── Energy management systems

Debug Page Architecture:
├── System Status Dashboard
│   ├── Processor health indicators
│   ├── Memory utilization display
│   ├── Communication status grid
│   └── Performance metrics
├── Signal Monitoring Matrix
│   ├── Critical signal current values
│   ├── Signal change timestamps
│   ├── Min/max value tracking
│   └── Signal source identification
├── Error Tracking System
│   ├── Error category counters
│   ├── Recent error log display
│   ├── Error frequency analysis
│   └── Automatic error notifications
└── Performance Analytics
    ├── Response time measurements
    ├── Load balancing indicators
    ├── Throughput statistics
    └── Optimization recommendations

// Categorized debug output
Print("[STARTUP] System initialization beginning at %s", TIME$);
Print("[COMM] Device %s connection established on port %d", DEVICE_NAME$, PORT_NUM);
Print("[USER] Touch panel command received: %s", COMMAND$);
Print("[ERROR] Communication timeout with device %s after %d attempts", DEVICE_NAME$, RETRY_COUNT);
Print("[PERF] Function %s executed in %d milliseconds", FUNCTION_NAME$, EXECUTION_TIME);
Print("[STATE] System transitioning from %s to %s", PREVIOUS_STATE$, NEW_STATE$);

Systematic Signal Tracing:
1. Identify suspect signal paths
2. Place trace points at key junctions
3. Monitor signal values during operation
4. Document unexpected value changes
5. Correlate timing with system events
6. Verify signal conversion accuracy
7. Check for signal interference
8. Validate logic symbol operations

Component Isolation Strategy:
1. Disable all non-essential functions
2. Test core functionality independently
3. Gradually re-enable system components
4. Monitor for conflict introduction
5. Document component interactions
6. Identify problematic combinations
7. Implement corrective measures
8. Verify complete system operation

Error Categories and Response Strategies:
Communication Errors:
├── Device offline detection
├── Protocol mismatch identification
├── Network connectivity issues
├── Timeout management
└── Automatic reconnection logic

Logic Errors:
├── Unexpected state combinations
├── Invalid parameter values
├── Sequence timing problems
├── Conditional logic failures
└── Variable overflow conditions

Performance Errors:
├── Memory allocation issues
├── Processing bottlenecks
├── Resource contention
├── Excessive polling rates
└── Inefficient algorithms

Memory Management Best Practices:
String Variable Management:
├── Pre-allocate string arrays for known sizes
├── Clear temporary strings after use
├── Use appropriate string lengths
├── Avoid unnecessary string concatenation
├── Implement string pooling for common values
└── Monitor string memory usage patterns

Array Optimization:
├── Right-size arrays for actual usage
├── Use packed data structures
├── Implement efficient indexing
├── Clear unused array elements
├── Consider sparse array alternatives
└── Monitor array access patterns

Buffer Management:
├── Size buffers for peak usage plus margin
├── Implement circular buffer techniques
├── Clear buffers after processing
├── Use appropriate buffer types
├── Monitor buffer overflow conditions
└── Implement buffer management routines

CPU Load Optimization:
Timing Optimization:
├── Replace polling loops with event-driven logic
├── Use appropriate WAIT durations
├── Implement efficient state machines
├── Batch multiple operations
├── Use conditional processing
└── Minimize unnecessary calculations

Signal Processing:
├── Reduce signal update frequency where appropriate
├── Use signal filtering for stable values
├── Implement hysteresis for analog signals
├── Group related signal updates
├── Use appropriate signal precision
└── Eliminate redundant signal conversions

Communication Optimization:
├── Batch communication commands
├── Implement communication priorities
├── Use appropriate polling intervals
├── Handle offline devices efficiently
├── Implement retry logic with exponential backoff
└── Monitor communication performance

// Performance monitoring implementation
SYSTEM_LOAD_PERCENT = (CURRENT_CPU_USAGE * 100) / MAX_CPU_CAPACITY;
MEMORY_UTILIZATION = (USED_MEMORY * 100) / TOTAL_AVAILABLE_MEMORY;
RESPONSE_TIME_MS = END_TIME - START_TIME;

// Performance thresholds and alerts
IF(SYSTEM_LOAD_PERCENT > PERFORMANCE_WARNING_THRESHOLD)
{
    PRINT("PERFORMANCE WARNING: CPU load at %d%% (threshold: %d%%)", 
          SYSTEM_LOAD_PERCENT, PERFORMANCE_WARNING_THRESHOLD);
    HIGH_LOAD_WARNING = 1;
    PERFORMANCE_WARNING_COUNT = PERFORMANCE_WARNING_COUNT + 1;
}

IF(MEMORY_UTILIZATION > MEMORY_WARNING_THRESHOLD)
{
    PRINT("MEMORY WARNING: Memory usage at %d%% (threshold: %d%%)",
          MEMORY_UTILIZATION, MEMORY_WARNING_THRESHOLD);
    MEMORY_WARNING = 1;
    TRIGGER_GARBAGE_COLLECTION = 1;
}

Performance Monitoring Categories:
System Health Metrics:
├── Processor utilization trending
├── Memory usage patterns
├── Network bandwidth utilization
├── Storage space monitoring
└── Temperature and power metrics

Response Time Analysis:
├── User command response times
├── Device communication latencies
├── Database query performance
├── File system access times
└── Network request/response cycles

Throughput Measurements:
├── Commands processed per second
├── Data transfer rates
├── Screen refresh frequencies
├── Audio/video processing rates
└── Communication packet rates

// Robust state machine template
SWITCH(CURRENT_STATE)
{
    CASE(STATE_IDLE):
    {
        IF(START_COMMAND)
        {
            CURRENT_STATE = STATE_INITIALIZING;
            STATE_TIMER = INITIALIZATION_TIMEOUT;
            PRINT("State transition: IDLE -> INITIALIZING");
        }
        BREAK;
    }
    
    CASE(STATE_INITIALIZING):
    {
        IF(INITIALIZATION_COMPLETE)
        {
            CURRENT_STATE = STATE_OPERATIONAL;
            PRINT("State transition: INITIALIZING -> OPERATIONAL");
        }
        ELSE IF(STATE_TIMER = 0)
        {
            CURRENT_STATE = STATE_ERROR;
            ERROR_CODE = ERROR_INITIALIZATION_TIMEOUT;
            PRINT("State transition: INITIALIZING -> ERROR (timeout)");
        }
        BREAK;
    }
    
    CASE(STATE_OPERATIONAL):
    {
        IF(SHUTDOWN_COMMAND)
        {
            CURRENT_STATE = STATE_SHUTDOWN;
            PRINT("State transition: OPERATIONAL -> SHUTDOWN");
        }
        ELSE IF(ERROR_DETECTED)
        {
            CURRENT_STATE = STATE_ERROR;
            PRINT("State transition: OPERATIONAL -> ERROR");
        }
        BREAK;
    }
}

// Efficient communication event handler
CHANGE(DEVICE_RESPONSE_RX$)
{
    PRINT("Received response: %s", DEVICE_RESPONSE_RX$);
    
    // Parse response based on protocol
    IF(FIND("OK", DEVICE_RESPONSE_RX$))
    {
        COMMAND_SUCCESS = PULSE;
        COMMAND_IN_PROGRESS = 0;
        RETRY_COUNT = 0;
    }
    ELSE IF(FIND("ERROR", DEVICE_RESPONSE_RX$))
    {
        COMMAND_ERROR = PULSE;
        RETRY_COUNT = RETRY_COUNT + 1;
        
        IF(RETRY_COUNT < MAX_RETRIES)
        {
            WAIT(RETRY_DELAY, RETRY_COMMAND)
            {
                DEVICE_COMMAND_TX$ = LAST_COMMAND$;
                PRINT("Retrying command: %s (attempt %d)", LAST_COMMAND$, RETRY_COUNT);
            }
        }
        ELSE
        {
            COMMUNICATION_FAILED = PULSE;
            COMMAND_IN_PROGRESS = 0;
        }
    }
}

// Smooth volume control implementation
CHANGE(VOLUME_UP_CMD, VOLUME_DOWN_CMD)
{
    IF(VOLUME_UP_CMD)
    {
        VOLUME_DIRECTION = 1;
        VOLUME_RAMPING = 1;
        RETRACT(VOLUME_RAMP_TIMER);
        VOLUME_RAMP_TIMER = RAMP_INTERVAL;
    }
    ELSE IF(VOLUME_DOWN_CMD)
    {
        VOLUME_DIRECTION = -1;
        VOLUME_RAMPING = 1;
        RETRACT(VOLUME_RAMP_TIMER);
        VOLUME_RAMP_TIMER = RAMP_INTERVAL;
    }
    ELSE
    {
        VOLUME_RAMPING = 0;
        RETRACT(VOLUME_RAMP_TIMER);
    }
}

WAIT(VOLUME_RAMP_TIMER, VOLUME_RAMP_PROCESS)
{
    IF(VOLUME_RAMPING)
    {
        NEW_VOLUME = CURRENT_VOLUME + (VOLUME_DIRECTION * VOLUME_STEP);
        
        IF(NEW_VOLUME >= VOLUME_MIN && NEW_VOLUME <= VOLUME_MAX)
        {
            CURRENT_VOLUME = NEW_VOLUME;
            VOLUME_OUTPUT = CURRENT_VOLUME;
            VOLUME_RAMP_TIMER = RAMP_INTERVAL;
        }
        ELSE
        {
            VOLUME_RAMPING = 0;
        }
    }
}

Error Detection Hierarchy:
Hardware Layer Errors:
├── Device communication failures
├── Network connectivity issues
├── Power supply problems
├── Temperature/environmental alerts
└── Hardware component failures

Protocol Layer Errors:
├── Message format violations
├── Checksum/CRC failures
├── Timeout conditions
├── Sequence number errors
└── Authentication failures

Application Layer Errors:
├── Invalid parameter values
├── Logic state violations
├── Resource allocation failures
├── User input validation errors
└── Configuration inconsistencies

// Automated error recovery implementation
FUNCTION ProcessDeviceError(INTEGER device_id, STRING error_type$)
{
    PRINT("Device error detected: Device %d, Type: %s", device_id, error_type$);
    
    SWITCH(error_type$)
    {
        CASE("COMMUNICATION_TIMEOUT"):
        {
            DEVICE_ERROR_COUNT[device_id] = DEVICE_ERROR_COUNT[device_id] + 1;
            
            IF(DEVICE_ERROR_COUNT[device_id] < MAX_RETRY_ATTEMPTS)
            {
                WAIT(RECONNECT_DELAY, RECONNECT_DEVICE)
                {
                    InitializeDeviceCommunication(device_id);
                    PRINT("Attempting device reconnection: Device %d", device_id);
                }
            }
            ELSE
            {
                DEVICE_OFFLINE[device_id] = 1;
                NOTIFY_SYSTEM_ERROR = PULSE;
                PRINT("Device marked offline: Device %d", device_id);
            }
            BREAK;
        }
        
        CASE("INVALID_RESPONSE"):
        {
            ClearDeviceBuffer(device_id);
            ResendLastCommand(device_id);
            PRINT("Cleared buffer and resent command: Device %d", device_id);
            BREAK;
        }
        
        CASE("DEVICE_FAULT"):
        {
            DEVICE_FAULT_STATUS[device_id] = 1;
            ActivateBackupDevice(device_id);
            PRINT("Activated backup for faulty device: Device %d", device_id);
            BREAK;
        }
    }
}

System Health Monitoring Framework:
Performance Trending:
├── Response time degradation detection
├── Memory usage growth tracking
├── Communication error rate trending
├── Resource utilization patterns
└── Predictive failure indicators

Preventive Maintenance Triggers:
├── Scheduled system diagnostics
├── Proactive device testing
├── Configuration backup verification
├── Performance benchmark comparisons
└── Preventive restart scheduling

Project Repository Structure:
projectname-crestron/
├── .gitignore                 # SIMPL Windows specific exclusions
├── README.md                  # Project documentation
├── CHANGELOG.md               # Version history and changes
├── src/
│   ├── main/
│   │   ├── *.smw              # Main program files
│   │   ├── *.ush              # User include files
│   │   └── *.umc              # User macro files
│   ├── touchpanels/
│   │   ├── *.vtz              # VisionTools files
│   │   └── resources/         # Graphics and media
│   ├── modules/
│   │   ├── custom/            # Custom device modules
│   │   └── modified/          # Modified stock modules
│   └── config/
│       ├── *.cfg              # Configuration files
│       └── templates/         # Project templates
├── docs/
│   ├── system-diagrams/       # System architecture
│   ├── programming-notes/     # Development documentation
│   └── commissioning/         # Installation guides
├── testing/
│   ├── test-procedures/       # QA test scripts
│   └── validation-results/    # Test results
└── deployment/
    ├── releases/              # Tagged release versions
    └── deployment-scripts/    # Automated deployment tools

# SIMPL Windows specific files
*.suo
*.user
*.aps
*.pch
*.vspscc
*_i.c
*_p.c
*.ncb
*.tlb
*.tlh
*.bak
*.cache
*.ilk
*.log
[Bb]in/
[Dd]ebug*/
*.sbr
obj/
[Rr]elease*/
_ReSharper*/
[Tt]est[Rr]esult*

# Compiled program files
*.cpz
*.lpz

# Temporary compilation files
*.tmp
*.temp
*.~*

# User specific settings
*.suo
*.user
Desktop.ini

Git Flow for Control System Development:
main branch:
├── Production-ready code
├── Tagged releases only
├── Protected from direct commits
└── Automatic deployment triggers

develop branch:
├── Integration branch for features
├── Continuous integration testing
├── Pre-release validation
└── Merge point for feature branches

Feature branches:
├── feature/room-control-logic
├── feature/touch-panel-ui
├── feature/device-modules
└── feature/system-diagnostics

Release branches:
├── release/v1.2.0
├── Final testing and bug fixes
├── Version number updates
└── Release documentation

Hotfix branches:
├── hotfix/communication-fix
├── Critical production issues
├── Emergency patches
└── Direct merge to main

Technical Review Points:
Code Structure:
☑ Consistent signal naming conventions
☑ Proper page organization and labeling
☑ Adequate commenting and documentation
☑ Appropriate symbol library usage
☑ Efficient logic implementation

Error Handling:
☑ Comprehensive error detection
☑ Appropriate recovery mechanisms
☑ Clear error reporting and logging
☑ Graceful degradation strategies
☑ User notification systems

Performance:
☑ Optimized resource utilization
☑ Appropriate timing and delays
☑ Efficient communication patterns
☑ Minimal unnecessary processing
☑ Scalable architecture design

Testing:
☑ Unit testing for critical functions
☑ Integration testing procedures
☑ Edge case validation
☑ Performance benchmarking
☑ Regression testing protocols

Team Coordination Systems:
Documentation Standards:
├── Inline code comments
├── Function header documentation
├── API documentation
├── System architecture diagrams
└── Change log maintenance

Communication Protocols:
├── Daily standup procedures
├── Code review assignments
├── Issue tracking integration
├── Progress reporting systems
└── Knowledge sharing sessions

Quality Assurance:
├── Automated syntax checking
├── Style guide enforcement
├── Performance monitoring
├── Security audit procedures
└── Compliance verification

Wildcard Search Examples:
*_PWR_*          - Find all power-related signals
*TEMP*FB         - Locate temperature feedback signals
AUD_*_VOL_*      - Find audio volume controls
*ERROR*          - Locate error handling code
ZONE?_*          - Find single-digit zone references
[ABC]*_CMD       - Find commands starting with A, B, or C

Regular Expression Search:
\d{3}_\d{3}_\d{4}    - Find phone number patterns
^[A-Z]{3}_           - Signals starting with 3 capital letters
_\d+$                - Signals ending with numbers
(ON|OFF)_CMD         - Find ON_CMD or OFF_CMD patterns

Combined Search Operations:
1. Symbol Type + Name Pattern
   - Search Type: "Analog Initialize"
   - Name Pattern: "*VOLUME*"
   - Result: All analog init symbols for volume

2. Signal Name + Connection Status
   - Pattern: "*_ERROR_*"
   - Filter: "Unconnected signals"
   - Result: Unused error signals

3. Page Range + Symbol Category
   - Pages: 1-5
   - Category: "Logic symbols"
   - Result: Logic symbols in first 5 pages

Search Strategy Framework:
Preparation Phase:
├── Define exact search criteria
├── Choose appropriate search scope
├── Select relevant filters
├── Plan search sequence
└── Prepare result documentation

Execution Phase:
├── Start with broad search terms
├── Progressively narrow results
├── Document successful patterns
├── Save complex searches
└── Validate search completeness

Analysis Phase:
├── Review all search results
├── Categorize findings
├── Identify patterns and trends
├── Document required changes
└── Plan implementation sequence

Macro Design Patterns:
Configuration-Driven Macros:
├── Parameter-based customization
├── External configuration files
├── Runtime parameter validation
├── Dynamic behavior modification
└── Version-independent operation

Template-Based Macros:
├── Standardized input/output interfaces
├── Consistent internal architecture
├── Documented customization points
├── Example implementation guides
└── Integration testing procedures

Library Integration Macros:
├── Symbol library compatibility
├── Version management support
├── Dependency tracking
├── Update notification systems
└── Automated integration testing

Macro: ZoneControlMaster_v2.1
Purpose: Complete audio zone control with advanced features

Parameters:
├── ZONE_ID (Integer)           - Unique zone identifier
├── MAX_VOLUME (Integer)        - Maximum volume level (0-65535)
├── RAMP_TIME (Integer)         - Volume ramp time in 100ms units
├── MUTE_FADE_TIME (Integer)    - Mute fade duration
├── SOURCE_COUNT (Integer)      - Number of available sources
├── ENABLE_PRESETS (Digital)    - Enable preset functionality
└── DEBUG_MODE (Digital)        - Enable debug output

Inputs:
├── VOL_UP_CMD (Digital)        - Volume increase command
├── VOL_DOWN_CMD (Digital)      - Volume decrease command
├── MUTE_TOGGLE_CMD (Digital)   - Mute toggle command
├── SOURCE_SELECT_CMD (Analog)   - Source selection (1-16)
├── PRESET_RECALL_CMD (Analog)   - Preset recall (1-8)
└── PRESET_STORE_CMD (Digital)   - Store current settings as preset

Outputs:
├── VOLUME_LEVEL_FB (Analog)    - Current volume level feedback
├── MUTE_STATUS_FB (Digital)    - Mute status feedback
├── SOURCE_SELECTED_FB (Analog)  - Currently selected source
├── PRESET_ACTIVE_FB (Analog)   - Active preset indicator
└── ZONE_ONLINE_FB (Digital)    - Zone operational status

Internal Features:
├── Smooth volume ramping with acceleration curves
├── Anti-pop mute implementation with fade
├── Source switching with audio blanking
├── Preset storage in non-volatile memory
├── Automatic volume limiting and protection
├── Communication error recovery
├── Status monitoring and reporting
└── Debug output with categorized messages

PowerShell Build Automation Example:
# SIMPL Windows Build Automation Script
param(
    [string]$ProjectPath,
    [string]$OutputPath,
    [switch]$CleanBuild,
    [switch]$RunTests
)

function Build-SIMPLProject {
    param([string]$Path)
    
    Write-Host "Starting SIMPL Windows build for: $Path"
    
    # Pre-build validation
    if (!(Test-Path "$Path\*.smw")) {
        throw "No SIMPL Windows program files found in $Path"
    }
    
    # Clean build if requested
    if ($CleanBuild) {
        Remove-Item "$Path\*.cpz" -ErrorAction SilentlyContinue
        Write-Host "Cleaned previous build artifacts"
    }
    
    # Execute compilation
    $compiler = "C:\Program Files (x86)\Crestron\Simpl\GSW.exe"
    $arguments = "/compile `"$Path\Main.smw`""
    
    $process = Start-Process -FilePath $compiler -ArgumentList $arguments -Wait -PassThru
    
    if ($process.ExitCode -eq 0) {
        Write-Host "Build completed successfully" -ForegroundColor Green
        
        # Copy output files
        if ($OutputPath) {
            Copy-Item "$Path\*.cpz" $OutputPath
            Write-Host "Output files copied to: $OutputPath"
        }
        
        # Run automated tests if requested
        if ($RunTests) {
            Invoke-SIMPLTests -ProjectPath $Path
        }
        
    } else {
        Write-Host "Build failed with exit code: $($process.ExitCode)" -ForegroundColor Red
        throw "Compilation failed"
    }
}

function Invoke-SIMPLTests {
    param([string]$ProjectPath)
    
    Write-Host "Running automated tests..."
    
    # Signal validation tests
    Test-SignalNamingConvention -Path $ProjectPath
    
    # Symbol usage analysis
    Test-UnusedSymbols -Path $ProjectPath
    
    # Performance analysis
    Test-ResourceUsage -Path $ProjectPath
    
    Write-Host "All tests completed" -ForegroundColor Green
}

# Execute build
try {
    Build-SIMPLProject -Path $ProjectPath
    Write-Host "Build process completed successfully"
} catch {
    Write-Host "Build process failed: $_" -ForegroundColor Red
    exit 1
}

Efficiency Metrics Dashboard:
├── Time tracking for development phases
├── Error frequency and resolution time
├── Code reuse percentage across projects
├── Performance optimization impact
└── Team productivity improvements