diff --git a/internal/audio/adaptive_buffer.go b/internal/audio/adaptive_buffer.go
index 30e4726..29ee828 100644
--- a/internal/audio/adaptive_buffer.go
+++ b/internal/audio/adaptive_buffer.go
@@ -18,17 +18,17 @@ import (
 // uses multiple factors to make decisions:
 //
 // 1. System Load Monitoring:
-//    - CPU usage: High CPU load increases buffer sizes to prevent underruns
-//    - Memory usage: High memory pressure reduces buffer sizes to conserve RAM
+//   - CPU usage: High CPU load increases buffer sizes to prevent underruns
+//   - Memory usage: High memory pressure reduces buffer sizes to conserve RAM
 //
 // 2. Latency Tracking:
-//    - Target latency: Optimal latency for the current quality setting
-//    - Max latency: Hard limit beyond which buffers are aggressively reduced
+//   - Target latency: Optimal latency for the current quality setting
+//   - Max latency: Hard limit beyond which buffers are aggressively reduced
 //
 // 3. Adaptation Strategy:
-//    - Exponential smoothing: Prevents oscillation and provides stable adjustments
-//    - Discrete steps: Buffer sizes change in fixed increments to avoid instability
-//    - Hysteresis: Different thresholds for increasing vs decreasing buffer sizes
+//   - Exponential smoothing: Prevents oscillation and provides stable adjustments
+//   - Discrete steps: Buffer sizes change in fixed increments to avoid instability
+//   - Hysteresis: Different thresholds for increasing vs decreasing buffer sizes
 //
 // The algorithm is specifically tuned for embedded ARM systems with limited resources,
 // prioritizing stability over absolute minimum latency.
@@ -182,20 +182,23 @@ func (abm *AdaptiveBufferManager) adaptationLoop() {
 //
 // Mathematical Model:
 // 1. Factor Calculation:
-//    - CPU Factor: Sigmoid function that increases buffer size under high CPU load
-//    - Memory Factor: Inverse relationship that decreases buffer size under memory pressure
-//    - Latency Factor: Exponential decay that aggressively reduces buffers when latency exceeds targets
 //
-// 2. Combined Factor:
-//    Combined = (CPU_factor * Memory_factor * Latency_factor)
-//    This multiplicative approach ensures any single critical factor can override others
+//   - CPU Factor: Sigmoid function that increases buffer size under high CPU load
 //
-// 3. Exponential Smoothing:
-//    New_size = Current_size + smoothing_factor * (Target_size - Current_size)
-//    This prevents rapid oscillations and provides stable convergence
+//   - Memory Factor: Inverse relationship that decreases buffer size under memory pressure
 //
-// 4. Discrete Quantization:
-//    Final sizes are rounded to frame boundaries and clamped to configured limits
+//   - Latency Factor: Exponential decay that aggressively reduces buffers when latency exceeds targets
+//
+//     2. Combined Factor:
+//     Combined = (CPU_factor * Memory_factor * Latency_factor)
+//     This multiplicative approach ensures any single critical factor can override others
+//
+//     3. Exponential Smoothing:
+//     New_size = Current_size + smoothing_factor * (Target_size - Current_size)
+//     This prevents rapid oscillations and provides stable convergence
+//
+//     4. Discrete Quantization:
+//     Final sizes are rounded to frame boundaries and clamped to configured limits
 //
 // The algorithm runs periodically and only applies changes when the adaptation interval
 // has elapsed, preventing excessive adjustments that could destabilize the audio pipeline.
diff --git a/internal/audio/buffer_pool.go b/internal/audio/buffer_pool.go
index 2306d33..709659f 100644
--- a/internal/audio/buffer_pool.go
+++ b/internal/audio/buffer_pool.go
@@ -40,7 +40,8 @@ func NewAudioBufferPool(bufferSize int) *AudioBufferPool {
 		preallocSize: preallocSize,
 		pool: sync.Pool{
 			New: func() interface{} {
-				return make([]byte, 0, bufferSize)
+				buf := make([]byte, 0, bufferSize)
+				return &buf
 			},
 		},
 	}
diff --git a/internal/audio/input_ipc_manager_test.go b/internal/audio/input_ipc_manager_test.go
index 980ca7d..f31d440 100644
--- a/internal/audio/input_ipc_manager_test.go
+++ b/internal/audio/input_ipc_manager_test.go
@@ -274,4 +274,4 @@ func BenchmarkAudioInputIPCManager(b *testing.B) {
 			manager.GetMetrics()
 		}
 	})
-}
\ No newline at end of file
+}
diff --git a/internal/audio/input_test.go b/internal/audio/input_test.go
index eff29e4..ec5e605 100644
--- a/internal/audio/input_test.go
+++ b/internal/audio/input_test.go
@@ -238,4 +238,4 @@ func BenchmarkAudioInputManager(b *testing.B) {
 			_ = manager.IsReady()
 		}
 	})
-}
\ No newline at end of file
+}
diff --git a/internal/audio/ipc.go b/internal/audio/ipc.go
index b70fb2e..bee7999 100644
--- a/internal/audio/ipc.go
+++ b/internal/audio/ipc.go
@@ -452,7 +452,7 @@ func (c *AudioOutputClient) ReceiveFrame() ([]byte, error) {
 			return nil, fmt.Errorf("failed to read frame data: %w", err)
 		}
 	}
-	
+
 	// Note: Caller is responsible for returning frame to pool via PutAudioFrameBuffer()
 
 	atomic.AddInt64(&c.totalFrames, 1)
diff --git a/internal/audio/naming_standards.go b/internal/audio/naming_standards.go
index dee2da9..21e2c95 100644
--- a/internal/audio/naming_standards.go
+++ b/internal/audio/naming_standards.go
@@ -78,8 +78,8 @@ const (
 	AudioOutputIPCComponent        = "audio-output-ipc"
 
 	// Common component names
-	AudioRelayComponent  = "audio-relay"
-	AudioEventsComponent = "audio-events"
+	AudioRelayComponent   = "audio-relay"
+	AudioEventsComponent  = "audio-events"
 	AudioMetricsComponent = "audio-metrics"
 )
 
@@ -117,4 +117,4 @@ type AudioStreamerInterface interface {
 	Start() error
 	Stop()
 	GetStats() (processed, dropped int64, avgProcessingTime time.Duration)
-}
\ No newline at end of file
+}
diff --git a/internal/audio/output_manager.go b/internal/audio/output_manager.go
index d61a217..66140b6 100644
--- a/internal/audio/output_manager.go
+++ b/internal/audio/output_manager.go
@@ -174,4 +174,4 @@ func (aom *AudioOutputManager) LogPerformanceStats() {
 // GetStreamer returns the streamer for advanced operations
 func (aom *AudioOutputManager) GetStreamer() *AudioOutputStreamer {
 	return aom.streamer
-}
\ No newline at end of file
+}
diff --git a/internal/audio/output_manager_test.go b/internal/audio/output_manager_test.go
index fe80ea1..f680573 100644
--- a/internal/audio/output_manager_test.go
+++ b/internal/audio/output_manager_test.go
@@ -274,4 +274,4 @@ func BenchmarkAudioOutputManager(b *testing.B) {
 			manager.GetMetrics()
 		}
 	})
-}
\ No newline at end of file
+}
diff --git a/internal/audio/output_streaming.go b/internal/audio/output_streaming.go
index ae883a0..190fdee 100644
--- a/internal/audio/output_streaming.go
+++ b/internal/audio/output_streaming.go
@@ -202,7 +202,7 @@ func (s *AudioOutputStreamer) processingLoop() {
 		// Process frame and return buffer to pool after processing
 		func() {
 			defer s.bufferPool.Put(frameData)
-			
+
 			if _, err := s.client.ReceiveFrame(); err != nil {
 				if s.client.IsConnected() {
 					getOutputStreamingLogger().Warn().Err(err).Msg("Error reading audio frame from output server")
diff --git a/internal/audio/output_streaming_test.go b/internal/audio/output_streaming_test.go
index dc0664d..23228be 100644
--- a/internal/audio/output_streaming_test.go
+++ b/internal/audio/output_streaming_test.go
@@ -338,4 +338,4 @@ func BenchmarkAudioOutputStreamer(b *testing.B) {
 			streamer.ReportLatency(10 * time.Millisecond)
 		}
 	})
-}
\ No newline at end of file
+}
diff --git a/internal/audio/supervisor.go b/internal/audio/supervisor.go
index 42c1cb1..1a9fc36 100644
--- a/internal/audio/supervisor.go
+++ b/internal/audio/supervisor.go
@@ -52,9 +52,9 @@ type AudioOutputSupervisor struct {
 	lastExitTime    time.Time
 
 	// Channels for coordination
-	processDone chan struct{}
-	stopChan    chan struct{}
-	stopChanClosed bool // Track if stopChan is closed
+	processDone       chan struct{}
+	stopChan          chan struct{}
+	stopChanClosed    bool // Track if stopChan is closed
 	processDoneClosed bool // Track if processDone is closed
 
 	// Process monitoring
@@ -107,7 +107,7 @@ func (s *AudioOutputSupervisor) Start() error {
 	s.mutex.Lock()
 	s.processDone = make(chan struct{})
 	s.stopChan = make(chan struct{})
-	s.stopChanClosed = false // Reset channel closed flag
+	s.stopChanClosed = false    // Reset channel closed flag
 	s.processDoneClosed = false // Reset channel closed flag
 	// Recreate context as well since it might have been cancelled
 	s.ctx, s.cancel = context.WithCancel(context.Background())
@@ -197,7 +197,7 @@ func (s *AudioOutputSupervisor) GetProcessMetrics() *ProcessMetrics {
 			return &metric
 		}
 	}
-	
+
 	// Return default metrics if process not found in monitor
 	return &ProcessMetrics{
 		PID:           pid,
diff --git a/internal/audio/supervisor_unit_test.go b/internal/audio/supervisor_unit_test.go
index 045d8e7..0cab46f 100644
--- a/internal/audio/supervisor_unit_test.go
+++ b/internal/audio/supervisor_unit_test.go
@@ -109,9 +109,9 @@ func TestAudioOutputSupervisorConcurrentOperations(t *testing.T) {
 	for i := 0; i < 5; i++ {
 		wg.Add(1)
 		go func() {
-				defer wg.Done()
-				_ = supervisor.GetProcessMetrics()
-			}()
+			defer wg.Done()
+			_ = supervisor.GetProcessMetrics()
+		}()
 	}
 
 	// Test concurrent status checks
@@ -214,4 +214,4 @@ func BenchmarkAudioOutputSupervisor(b *testing.B) {
 			_ = supervisor.IsRunning()
 		}
 	})
-}
\ No newline at end of file
+}
diff --git a/internal/audio/validation_enhanced.go b/internal/audio/validation_enhanced.go
index e69acfa..22861a0 100644
--- a/internal/audio/validation_enhanced.go
+++ b/internal/audio/validation_enhanced.go
@@ -11,25 +11,25 @@ import (
 
 // Enhanced validation errors with more specific context
 var (
-	ErrInvalidFrameLength     = errors.New("invalid frame length")
-	ErrFrameDataCorrupted     = errors.New("frame data appears corrupted")
-	ErrBufferAlignment        = errors.New("buffer alignment invalid")
-	ErrInvalidSampleFormat    = errors.New("invalid sample format")
-	ErrInvalidTimestamp       = errors.New("invalid timestamp")
-	ErrConfigurationMismatch  = errors.New("configuration mismatch")
-	ErrResourceExhaustion     = errors.New("resource exhaustion detected")
-	ErrInvalidPointer         = errors.New("invalid pointer")
-	ErrBufferOverflow         = errors.New("buffer overflow detected")
-	ErrInvalidState           = errors.New("invalid state")
+	ErrInvalidFrameLength    = errors.New("invalid frame length")
+	ErrFrameDataCorrupted    = errors.New("frame data appears corrupted")
+	ErrBufferAlignment       = errors.New("buffer alignment invalid")
+	ErrInvalidSampleFormat   = errors.New("invalid sample format")
+	ErrInvalidTimestamp      = errors.New("invalid timestamp")
+	ErrConfigurationMismatch = errors.New("configuration mismatch")
+	ErrResourceExhaustion    = errors.New("resource exhaustion detected")
+	ErrInvalidPointer        = errors.New("invalid pointer")
+	ErrBufferOverflow        = errors.New("buffer overflow detected")
+	ErrInvalidState          = errors.New("invalid state")
 )
 
 // ValidationLevel defines the level of validation to perform
 type ValidationLevel int
 
 const (
-	ValidationMinimal ValidationLevel = iota // Only critical safety checks
-	ValidationStandard                       // Standard validation for production
-	ValidationStrict                         // Comprehensive validation for debugging
+	ValidationMinimal  ValidationLevel = iota // Only critical safety checks
+	ValidationStandard                        // Standard validation for production
+	ValidationStrict                          // Comprehensive validation for debugging
 )
 
 // ValidationConfig controls validation behavior
@@ -47,7 +47,7 @@ func GetValidationConfig() ValidationConfig {
 		Level:                ValidationStandard,
 		EnableRangeChecks:    true,
 		EnableAlignmentCheck: true,
-		EnableDataIntegrity:  false, // Disabled by default for performance
+		EnableDataIntegrity:  false,           // Disabled by default for performance
 		MaxValidationTime:    5 * time.Second, // Default validation timeout
 	}
 }
@@ -57,13 +57,13 @@ func ValidateAudioFrameFast(data []byte) error {
 	if len(data) == 0 {
 		return ErrInvalidFrameData
 	}
-	
+
 	// Quick bounds check using config constants
 	maxSize := GetConfig().MaxAudioFrameSize
 	if len(data) > maxSize {
 		return fmt.Errorf("%w: frame size %d exceeds maximum %d", ErrInvalidFrameSize, len(data), maxSize)
 	}
-	
+
 	return nil
 }
 
@@ -71,7 +71,7 @@ func ValidateAudioFrameFast(data []byte) error {
 func ValidateAudioFrameComprehensive(data []byte, expectedSampleRate int, expectedChannels int) error {
 	validationConfig := GetValidationConfig()
 	start := time.Now()
-	
+
 	// Timeout protection for validation
 	defer func() {
 		if time.Since(start) > validationConfig.MaxValidationTime {
@@ -79,12 +79,12 @@ func ValidateAudioFrameComprehensive(data []byte, expectedSampleRate int, expect
 			getValidationLogger().Warn().Dur("duration", time.Since(start)).Msg("validation timeout exceeded")
 		}
 	}()
-	
+
 	// Basic validation first
 	if err := ValidateAudioFrameFast(data); err != nil {
 		return err
 	}
-	
+
 	// Range validation
 	if validationConfig.EnableRangeChecks {
 		config := GetConfig()
@@ -92,7 +92,7 @@ func ValidateAudioFrameComprehensive(data []byte, expectedSampleRate int, expect
 		if len(data) < minFrameSize {
 			return fmt.Errorf("%w: frame size %d below minimum %d", ErrInvalidFrameSize, len(data), minFrameSize)
 		}
-		
+
 		// Validate frame length matches expected sample format
 		expectedFrameSize := (expectedSampleRate * expectedChannels * 2) / 1000 * int(config.AudioQualityMediumFrameSize/time.Millisecond)
 		tolerance := 512 // Frame size tolerance in bytes
@@ -100,21 +100,21 @@ func ValidateAudioFrameComprehensive(data []byte, expectedSampleRate int, expect
 			return fmt.Errorf("%w: frame size %d doesn't match expected %d (±%d)", ErrInvalidFrameLength, len(data), expectedFrameSize, tolerance)
 		}
 	}
-	
+
 	// Alignment validation for ARM32 compatibility
 	if validationConfig.EnableAlignmentCheck {
 		if uintptr(unsafe.Pointer(&data[0]))%4 != 0 {
 			return fmt.Errorf("%w: buffer not 4-byte aligned for ARM32", ErrBufferAlignment)
 		}
 	}
-	
+
 	// Data integrity checks (expensive, only for debugging)
 	if validationConfig.EnableDataIntegrity && validationConfig.Level == ValidationStrict {
 		if err := validateAudioDataIntegrity(data, expectedChannels); err != nil {
 			return err
 		}
 	}
-	
+
 	return nil
 }
 
@@ -123,26 +123,26 @@ func ValidateZeroCopyFrameEnhanced(frame *ZeroCopyAudioFrame) error {
 	if frame == nil {
 		return fmt.Errorf("%w: frame is nil", ErrInvalidPointer)
 	}
-	
+
 	// Check reference count validity
 	frame.mutex.RLock()
 	refCount := frame.refCount
 	length := frame.length
 	capacity := frame.capacity
 	frame.mutex.RUnlock()
-	
+
 	if refCount <= 0 {
 		return fmt.Errorf("%w: invalid reference count %d", ErrInvalidState, refCount)
 	}
-	
+
 	if length < 0 || capacity < 0 {
 		return fmt.Errorf("%w: negative length (%d) or capacity (%d)", ErrInvalidState, length, capacity)
 	}
-	
+
 	if length > capacity {
 		return fmt.Errorf("%w: length %d exceeds capacity %d", ErrBufferOverflow, length, capacity)
 	}
-	
+
 	// Validate the underlying data
 	data := frame.Data()
 	return ValidateAudioFrameFast(data)
@@ -153,25 +153,25 @@ func ValidateBufferBounds(buffer []byte, offset, length int) error {
 	if buffer == nil {
 		return fmt.Errorf("%w: buffer is nil", ErrInvalidPointer)
 	}
-	
+
 	if offset < 0 {
 		return fmt.Errorf("%w: negative offset %d", ErrInvalidState, offset)
 	}
-	
+
 	if length < 0 {
 		return fmt.Errorf("%w: negative length %d", ErrInvalidState, length)
 	}
-	
+
 	// Check for integer overflow
 	if offset > len(buffer) {
 		return fmt.Errorf("%w: offset %d exceeds buffer length %d", ErrBufferOverflow, offset, len(buffer))
 	}
-	
+
 	// Safe addition check for overflow
 	if offset+length < offset || offset+length > len(buffer) {
 		return fmt.Errorf("%w: range [%d:%d] exceeds buffer length %d", ErrBufferOverflow, offset, offset+length, len(buffer))
 	}
-	
+
 	return nil
 }
 
@@ -180,16 +180,16 @@ func ValidateAudioConfiguration(config AudioConfig) error {
 	if err := ValidateAudioQuality(config.Quality); err != nil {
 		return fmt.Errorf("quality validation failed: %w", err)
 	}
-	
+
 	configConstants := GetConfig()
-	
+
 	// Validate bitrate ranges
 	minBitrate := 6000   // Minimum Opus bitrate
 	maxBitrate := 510000 // Maximum Opus bitrate
 	if config.Bitrate < minBitrate || config.Bitrate > maxBitrate {
 		return fmt.Errorf("%w: bitrate %d outside valid range [%d, %d]", ErrInvalidConfiguration, config.Bitrate, minBitrate, maxBitrate)
 	}
-	
+
 	// Validate sample rate
 	validSampleRates := []int{8000, 12000, 16000, 24000, 48000}
 	validSampleRate := false
@@ -202,38 +202,38 @@ func ValidateAudioConfiguration(config AudioConfig) error {
 	if !validSampleRate {
 		return fmt.Errorf("%w: sample rate %d not in supported rates %v", ErrInvalidSampleRate, config.SampleRate, validSampleRates)
 	}
-	
+
 	// Validate channels
 	if config.Channels < 1 || config.Channels > configConstants.MaxChannels {
 		return fmt.Errorf("%w: channels %d outside valid range [1, %d]", ErrInvalidChannels, config.Channels, configConstants.MaxChannels)
 	}
-	
+
 	// Validate frame size
 	minFrameSize := 10 * time.Millisecond  // Minimum frame duration
 	maxFrameSize := 100 * time.Millisecond // Maximum frame duration
 	if config.FrameSize < minFrameSize || config.FrameSize > maxFrameSize {
 		return fmt.Errorf("%w: frame size %v outside valid range [%v, %v]", ErrInvalidConfiguration, config.FrameSize, minFrameSize, maxFrameSize)
 	}
-	
+
 	return nil
 }
 
 // ValidateResourceLimits checks if system resources are within acceptable limits
 func ValidateResourceLimits() error {
 	config := GetConfig()
-	
+
 	// Check buffer pool sizes
 	framePoolStats := GetAudioBufferPoolStats()
 	if framePoolStats.FramePoolSize > int64(config.MaxPoolSize*2) {
 		return fmt.Errorf("%w: frame pool size %d exceeds safe limit %d", ErrResourceExhaustion, framePoolStats.FramePoolSize, config.MaxPoolSize*2)
 	}
-	
+
 	// Check zero-copy pool allocation count
 	zeroCopyStats := GetGlobalZeroCopyPoolStats()
 	if zeroCopyStats.AllocationCount > int64(config.MaxPoolSize*3) {
 		return fmt.Errorf("%w: zero-copy allocations %d exceed safe limit %d", ErrResourceExhaustion, zeroCopyStats.AllocationCount, config.MaxPoolSize*3)
 	}
-	
+
 	return nil
 }
 
@@ -242,34 +242,35 @@ func validateAudioDataIntegrity(data []byte, channels int) error {
 	if len(data)%2 != 0 {
 		return fmt.Errorf("%w: odd number of bytes for 16-bit samples", ErrInvalidSampleFormat)
 	}
-	
+
 	if len(data)%(channels*2) != 0 {
 		return fmt.Errorf("%w: data length %d not aligned to channel count %d", ErrInvalidSampleFormat, len(data), channels)
 	}
-	
+
 	// Check for obvious corruption patterns (all zeros, all max values)
 	sampleCount := len(data) / 2
 	zeroCount := 0
 	maxCount := 0
-	
+
 	for i := 0; i < len(data); i += 2 {
 		sample := int16(data[i]) | int16(data[i+1])<<8
-		if sample == 0 {
+		switch sample {
+		case 0:
 			zeroCount++
-		} else if sample == 32767 || sample == -32768 {
+		case 32767, -32768:
 			maxCount++
 		}
 	}
-	
+
 	// Flag suspicious patterns
 	if zeroCount > sampleCount*9/10 {
 		return fmt.Errorf("%w: %d%% zero samples suggests silence or corruption", ErrFrameDataCorrupted, (zeroCount*100)/sampleCount)
 	}
-	
+
 	if maxCount > sampleCount/10 {
 		return fmt.Errorf("%w: %d%% max-value samples suggests clipping or corruption", ErrFrameDataCorrupted, (maxCount*100)/sampleCount)
 	}
-	
+
 	return nil
 }
 
@@ -286,4 +287,4 @@ func getValidationLogger() *zerolog.Logger {
 	// Return a basic logger for validation
 	logger := zerolog.New(nil).With().Timestamp().Logger()
 	return &logger
-}
\ No newline at end of file
+}
diff --git a/internal/audio/zero_copy.go b/internal/audio/zero_copy.go
index 3d4e229..c099dc6 100644
--- a/internal/audio/zero_copy.go
+++ b/internal/audio/zero_copy.go
@@ -13,25 +13,27 @@ import (
 // allocations and memory copying in the audio pipeline:
 //
 // Key Features:
-// 1. Reference Counting: Multiple components can safely share the same frame data
-//    without copying. The frame is automatically returned to the pool when the last
-//    reference is released.
 //
-// 2. Thread Safety: All operations are protected by RWMutex, allowing concurrent
-//    reads while ensuring exclusive access for modifications.
+//  1. Reference Counting: Multiple components can safely share the same frame data
+//     without copying. The frame is automatically returned to the pool when the last
+//     reference is released.
 //
-// 3. Pool Integration: Frames are automatically managed by ZeroCopyFramePool,
-//    enabling efficient reuse and preventing memory fragmentation.
+//  2. Thread Safety: All operations are protected by RWMutex, allowing concurrent
+//     reads while ensuring exclusive access for modifications.
 //
-// 4. Unsafe Pointer Access: For performance-critical CGO operations, direct
-//    memory access is provided while maintaining safety through reference counting.
+//  3. Pool Integration: Frames are automatically managed by ZeroCopyFramePool,
+//     enabling efficient reuse and preventing memory fragmentation.
+//
+//  4. Unsafe Pointer Access: For performance-critical CGO operations, direct
+//     memory access is provided while maintaining safety through reference counting.
 //
 // Usage Pattern:
-//   frame := pool.Get()        // Acquire frame (refCount = 1)
-//   frame.AddRef()             // Share with another component (refCount = 2)
-//   data := frame.Data()       // Access data safely
-//   frame.Release()            // Release reference (refCount = 1)
-//   frame.Release()            // Final release, returns to pool (refCount = 0)
+//
+//	frame := pool.Get()        // Acquire frame (refCount = 1)
+//	frame.AddRef()             // Share with another component (refCount = 2)
+//	data := frame.Data()       // Access data safely
+//	frame.Release()            // Release reference (refCount = 1)
+//	frame.Release()            // Final release, returns to pool (refCount = 0)
 //
 // Memory Safety:
 // - Frames cannot be modified while shared (refCount > 1)
@@ -52,23 +54,26 @@ type ZeroCopyAudioFrame struct {
 // real-time audio processing with minimal allocation overhead:
 //
 // Tier 1 - Pre-allocated Frames:
-//   A small number of frames are pre-allocated at startup and kept ready
-//   for immediate use. This provides the fastest possible allocation for
-//   the most common case and eliminates allocation latency spikes.
+//
+//	A small number of frames are pre-allocated at startup and kept ready
+//	for immediate use. This provides the fastest possible allocation for
+//	the most common case and eliminates allocation latency spikes.
 //
 // Tier 2 - sync.Pool Cache:
-//   The standard Go sync.Pool provides efficient reuse of frames with
-//   automatic garbage collection integration. Frames are automatically
-//   returned here when memory pressure is low.
+//
+//	The standard Go sync.Pool provides efficient reuse of frames with
+//	automatic garbage collection integration. Frames are automatically
+//	returned here when memory pressure is low.
 //
 // Tier 3 - Memory Guard:
-//   A configurable limit prevents excessive memory usage by limiting
-//   the total number of allocated frames. When the limit is reached,
-//   allocation requests are denied to prevent OOM conditions.
+//
+//	A configurable limit prevents excessive memory usage by limiting
+//	the total number of allocated frames. When the limit is reached,
+//	allocation requests are denied to prevent OOM conditions.
 //
 // Performance Characteristics:
 // - Pre-allocated tier: ~10ns allocation time
-// - sync.Pool tier: ~50ns allocation time  
+// - sync.Pool tier: ~50ns allocation time
 // - Memory guard: Prevents unbounded growth
 // - Metrics tracking: Hit/miss rates for optimization
 //