fix: address review feedback

- Remove redundant newline from fmt.Println at line 325
- Add 9 comprehensive VersionConflictError tests to event_test.go:
  * Error message formatting with context fields
  * Field accessibility (ActorID, AttemptedVersion, CurrentVersion)
  * Unwrap() method and error wrapping
  * Sentinel error checking with errors.Is()
  * Type assertion support with errors.As()
  * Retry logic extraction of CurrentVersion
  * Special character handling in ActorID

Co-Authored-By: Claude Code <noreply@anthropic.com>

event_test.go

@@ -2,6 +2,7 @@ package aether
 
 import (
 	"encoding/json"
+	"errors"
 	"strings"
 	"testing"
 	"time"
@@ -1335,3 +1336,162 @@ func TestReplayError_WithLargeRawData(t *testing.T) {
 	// Error() should still work
 	_ = err.Error()
 }
+
+// Tests for VersionConflictError
+
+func TestVersionConflictError_ErrorMessage(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "order-123",
+		CurrentVersion:   5,
+		AttemptedVersion: 5,
+	}
+
+	msg := err.Error()
+	if !strings.Contains(msg, "order-123") {
+		t.Errorf("expected ActorID in message, got: %s", msg)
+	}
+	if !strings.Contains(msg, "5") {
+		t.Errorf("expected versions in message, got: %s", msg)
+	}
+	if !strings.Contains(msg, "version conflict") {
+		t.Errorf("expected 'version conflict' in message, got: %s", msg)
+	}
+}
+
+func TestVersionConflictError_ActorIDField(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "test-actor-456",
+		CurrentVersion:   10,
+		AttemptedVersion: 11,
+	}
+
+	if err.ActorID != "test-actor-456" {
+		t.Errorf("ActorID field access failed: got %q, want %q", err.ActorID, "test-actor-456")
+	}
+}
+
+func TestVersionConflictError_AttemptedVersionField(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "actor-123",
+		CurrentVersion:   5,
+		AttemptedVersion: 99,
+	}
+
+	if err.AttemptedVersion != 99 {
+		t.Errorf("AttemptedVersion field access failed: got %d, want %d", err.AttemptedVersion, 99)
+	}
+}
+
+func TestVersionConflictError_CurrentVersionField(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "actor-123",
+		CurrentVersion:   42,
+		AttemptedVersion: 43,
+	}
+
+	if err.CurrentVersion != 42 {
+		t.Errorf("CurrentVersion field access failed: got %d, want %d", err.CurrentVersion, 42)
+	}
+}
+
+func TestVersionConflictError_Unwrap(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "order-456",
+		CurrentVersion:   3,
+		AttemptedVersion: 3,
+	}
+
+	unwrapped := err.Unwrap()
+	if !errors.Is(unwrapped, ErrVersionConflict) {
+		t.Errorf("expected Unwrap to return ErrVersionConflict sentinel")
+	}
+}
+
+func TestVersionConflictError_ErrorsIs(t *testing.T) {
+	err := &VersionConflictError{
+		ActorID:          "actor-789",
+		CurrentVersion:   7,
+		AttemptedVersion: 8,
+	}
+
+	if !errors.Is(err, ErrVersionConflict) {
+		t.Error("expected errors.Is to recognize VersionConflictError as ErrVersionConflict")
+	}
+}
+
+func TestVersionConflictError_ErrorsAs(t *testing.T) {
+	originalErr := &VersionConflictError{
+		ActorID:          "user-123",
+		CurrentVersion:   20,
+		AttemptedVersion: 21,
+	}
+
+	var versionErr *VersionConflictError
+	if !errors.As(originalErr, &versionErr) {
+		t.Fatal("expected errors.As to extract VersionConflictError")
+	}
+
+	if versionErr.ActorID != "user-123" {
+		t.Errorf("extracted ActorID mismatch: got %q, want %q", versionErr.ActorID, "user-123")
+	}
+	if versionErr.CurrentVersion != 20 {
+		t.Errorf("extracted CurrentVersion mismatch: got %d, want %d", versionErr.CurrentVersion, 20)
+	}
+	if versionErr.AttemptedVersion != 21 {
+		t.Errorf("extracted AttemptedVersion mismatch: got %d, want %d", versionErr.AttemptedVersion, 21)
+	}
+}
+
+func TestVersionConflictError_RetryLogicWithCurrentVersion(t *testing.T) {
+	// Demonstrates how applications extract CurrentVersion for retry logic
+	err := &VersionConflictError{
+		ActorID:          "order-555",
+		CurrentVersion:   15,
+		AttemptedVersion: 16,
+	}
+
+	// Application can check for conflict and use CurrentVersion
+	if errors.Is(err, ErrVersionConflict) {
+		var versionErr *VersionConflictError
+		if errors.As(err, &versionErr) {
+			// Application uses CurrentVersion to determine next attempt
+			nextVersion := versionErr.CurrentVersion + 1
+			if nextVersion != 16 {
+				t.Errorf("retry version calculation failed: got %d, want %d", nextVersion, 16)
+			}
+		}
+	}
+}
+
+func TestVersionConflictError_SpecialCharactersInActorID(t *testing.T) {
+	specialChars := []string{
+		"actor-with-dashes",
+		"actor_with_underscores",
+		"actor.with.dots",
+		"actor@special",
+		"actor with spaces",
+		"actor:with:colons",
+		"actor/with/slashes",
+	}
+
+	for _, actorID := range specialChars {
+		t.Run(actorID, func(t *testing.T) {
+			err := &VersionConflictError{
+				ActorID:          actorID,
+				CurrentVersion:   1,
+				AttemptedVersion: 2,
+			}
+
+			// Verify fields are preserved
+			if err.ActorID != actorID {
+				t.Errorf("ActorID not preserved: got %q, want %q", err.ActorID, actorID)
+			}
+
+			// Verify message includes the ActorID
+			msg := err.Error()
+			if !strings.Contains(msg, actorID) {
+				t.Errorf("ActorID not in error message for %q: %s", actorID, msg)
+			}
+		})
+	}
+}

examples/README.md

@@ -0,0 +1,235 @@
+# Aether Examples
+
+Standard patterns and best practices for building with Aether.
+
+## Version Conflict Retry Patterns
+
+When using optimistic concurrency control with Aether's event store, version conflicts can occur when multiple writers attempt to save events for the same actor. The `VersionConflictError` provides full context about the conflict, enabling intelligent retry strategies.
+
+### Understanding Version Conflicts
+
+A version conflict occurs when:
+- You attempt to save an event with version `N`
+- But the actor already has a version >= `N`
+
+Example:
+```go
+// Actor "order-123" currently has version 5
+// Writer A reads version 5, creates version 6, saves successfully
+// Writer B also read version 5, creates version 6, attempts save
+// -> VersionConflictError: current=6, attempted=6
+```
+
+### Working with VersionConflictError
+
+The `VersionConflictError` provides:
+- `ActorID` - The actor that had the conflict
+- `CurrentVersion` - The actual current version in the store
+- `AttemptedVersion` - The version you tried to save
+
+Example usage:
+```go
+err := eventStore.SaveEvent(event)
+if errors.Is(err, aether.ErrVersionConflict) {
+    var versionErr *aether.VersionConflictError
+    if errors.As(err, &versionErr) {
+        fmt.Printf("Conflict for actor %q: current=%d, attempted=%d",
+            versionErr.ActorID, versionErr.CurrentVersion, versionErr.AttemptedVersion)
+        // Implement retry logic using CurrentVersion
+        nextVersion := versionErr.CurrentVersion + 1
+    }
+}
+```
+
+### Recommended Patterns
+
+#### Pattern 1: Simple Exponential Backoff (Recommended for Most Cases)
+
+```go
+const maxRetries = 5
+const baseDelay = 10 * time.Millisecond
+
+for attempt := 0; attempt < maxRetries; attempt++ {
+    currentVersion, _ := eventStore.GetLatestVersion(actorID)
+    
+    event := &aether.Event{
+        ActorID: actorID,
+        Version: currentVersion + 1,
+        // ...
+    }
+    
+    err := eventStore.SaveEvent(event)
+    if err == nil {
+        return nil  // Success!
+    }
+    
+    if !errors.Is(err, aether.ErrVersionConflict) {
+        return err  // Different error, don't retry
+    }
+    
+    // Exponential backoff: 10ms, 20ms, 40ms, 80ms, 160ms
+    delay := time.Duration(baseDelay.Milliseconds() * int64(math.Pow(2, float64(attempt)))) * time.Millisecond
+    time.Sleep(delay)
+}
+return fmt.Errorf("max retries exceeded")
+```
+
+**Pros:**
+- Simple to understand and implement
+- Respects store capacity
+- Good for most scenarios
+
+**Cons:**
+- Can cause thundering herd in high-concurrency scenarios
+- May not work well if conflicts are due to logical issues
+
+#### Pattern 2: State Reload and Merge
+
+Use this pattern when you can merge concurrent changes:
+
+```go
+const maxRetries = 3
+
+for attempt := 0; attempt < maxRetries; attempt++ {
+    // Reload current state
+    events, _ := eventStore.GetEvents(actorID, 0)
+    aggregate := rebuildFromEvents(events)
+    
+    // Apply your update
+    aggregate.Status = "shipped"
+    
+    // Attempt save with new version
+    event := &aether.Event{
+        ActorID: actorID,
+        Version: aggregate.Version + 1,
+        Data: map[string]interface{}{"status": aggregate.Status},
+    }
+    
+    err := eventStore.SaveEvent(event)
+    if err == nil {
+        return nil  // Success!
+    }
+    
+    if !errors.Is(err, aether.ErrVersionConflict) {
+        return err
+    }
+    
+    // Reload and retry (loop continues)
+}
+```
+
+**Pros:**
+- Deterministic - will eventually succeed
+- Can merge concurrent updates
+- Good for business logic that's idempotent
+
+**Cons:**
+- More expensive (replaying events each attempt)
+- Only works if updates can be safely retried
+
+#### Pattern 3: Circuit Breaker for Cascading Failures
+
+Use when you want to avoid hammering a saturated store:
+
+```go
+type CircuitBreaker struct {
+    state                string        // "closed", "open", "half-open"
+    failures             int
+    failureThreshold     int
+    lastFailureTime      time.Time
+    cooldownTime         time.Duration
+}
+
+// ... implement circuit breaker logic ...
+
+// Usage:
+if !cb.canAttempt() {
+    return fmt.Errorf("circuit breaker open")
+}
+
+err := eventStore.SaveEvent(event)
+if err == nil {
+    cb.recordSuccess()
+} else if errors.Is(err, aether.ErrVersionConflict) {
+    cb.recordFailure()
+    if cb.failureCount >= cb.failureThreshold {
+        cb.open()
+    }
+}
+```
+
+**Pros:**
+- Prevents cascading failures
+- Allows store recovery time
+- Good for distributed systems
+
+**Cons:**
+- More complex implementation
+- May reject valid requests temporarily
+
+#### Pattern 4: Jittered Backoff for High Concurrency
+
+Add randomness to prevent thundering herd:
+
+```go
+exponentialDelay := time.Duration(baseDelay.Milliseconds() * int64(math.Pow(2, float64(attempt)))) * time.Millisecond
+jitter := time.Duration(rand.Int63n(int64(exponentialDelay)))
+delay := exponentialDelay + jitter
+time.Sleep(delay)
+```
+
+**Pros:**
+- Prevents synchronized retries
+- Good for high-concurrency scenarios
+
+**Cons:**
+- Slightly more complex
+- May increase total retry time
+
+### Complete Example
+
+See `version_conflict_retry.go` for complete, runnable examples of all patterns.
+
+### When to Use Each Pattern
+
+| Pattern | Use When | Avoid When |
+|---------|----------|-----------|
+| Exponential Backoff | Default choice for most apps | Store is consistently overloaded |
+| State Reload | Updates can be safely replayed | Event replay is expensive |
+| Circuit Breaker | Store is frequently saturated | You need immediate feedback |
+| Jittered Backoff | Many concurrent writers | Single-threaded app |
+
+### Monitoring Version Conflicts
+
+Log and monitor version conflicts to understand contention patterns:
+
+```go
+var versionErr *aether.VersionConflictError
+if errors.As(err, &versionErr) {
+    log.WithFields(log.Fields{
+        "actor_id": versionErr.ActorID,
+        "current_version": versionErr.CurrentVersion,
+        "attempted_version": versionErr.AttemptedVersion,
+        "version_gap": versionErr.AttemptedVersion - versionErr.CurrentVersion,
+    }).Warn("Version conflict")
+    
+    // Alert if gap is too large (indicates stale read)
+    if versionErr.AttemptedVersion - versionErr.CurrentVersion > 5 {
+        metrics.versionConflictLargeGap.Inc()
+    }
+}
+```
+
+### Best Practices
+
+1. **Always check the error type** - Not all errors are version conflicts
+2. **Use CurrentVersion for retries** - Don't hardcode retry logic
+3. **Set reasonable retry limits** - Prevent infinite loops
+4. **Monitor contention** - Track version conflicts to identify hotspots
+5. **Consider your domain** - Some updates can be safely retried, others cannot
+6. **Test concurrent scenarios** - Version conflicts are rare in single-threaded apps
+
+### References
+
+- [CLAUDE.md](../CLAUDE.md) - Architecture and event versioning semantics
+- [Event Sourcing Patterns](../vision.md) - Domain-driven design approach

examples/version_conflict_retry.go

@@ -0,0 +1,356 @@
+package main
+
+import (
+	"errors"
+	"fmt"
+	"log"
+	"math"
+	"math/rand"
+	"time"
+
+	"git.flowmade.one/flowmade-one/aether"
+	"git.flowmade.one/flowmade-one/aether/store"
+	"github.com/google/uuid"
+)
+
+// Example 1: Simple Retry with Exponential Backoff
+// This is the most common pattern for handling version conflicts.
+func simpleRetryWithExponentialBackoff(eventStore aether.EventStore, actorID string) error {
+	const maxRetries = 5
+	const baseDelay = 10 * time.Millisecond
+
+	for attempt := 0; attempt < maxRetries; attempt++ {
+		// Get current version
+		currentVersion, err := eventStore.GetLatestVersion(actorID)
+		if err != nil {
+			return fmt.Errorf("failed to get latest version: %w", err)
+		}
+
+		// Create event with next version
+		event := &aether.Event{
+			ID:        uuid.New().String(),
+			EventType: "OrderUpdated",
+			ActorID:   actorID,
+			Version:   currentVersion + 1,
+			Data:      map[string]interface{}{"status": "processing"},
+			Timestamp: time.Now(),
+		}
+
+		// Attempt to save
+		err = eventStore.SaveEvent(event)
+		if err == nil {
+			// Success!
+			return nil
+		}
+
+		// Check if it's a version conflict
+		if !errors.Is(err, aether.ErrVersionConflict) {
+			// Different error - don't retry
+			return err
+		}
+
+		// Version conflict - extract details for logging
+		var versionErr *aether.VersionConflictError
+		if errors.As(err, &versionErr) {
+			log.Printf("Attempt %d: Version conflict for actor %q: current=%d, attempted=%d",
+				attempt+1, versionErr.ActorID, versionErr.CurrentVersion, versionErr.AttemptedVersion)
+		}
+
+		// Last attempt - return error
+		if attempt == maxRetries-1 {
+			return fmt.Errorf("failed to save event after %d attempts: %w", maxRetries, err)
+		}
+
+		// Calculate delay with exponential backoff: baseDelay * 2^attempt
+		delay := time.Duration(baseDelay.Milliseconds()*int64(math.Pow(2, float64(attempt)))) * time.Millisecond
+		log.Printf("Retrying in %v...", delay)
+		time.Sleep(delay)
+	}
+
+	return nil
+}
+
+// Example 2: Retry with Circuit Breaker Pattern
+// Use a circuit breaker to avoid hammering the store during cascading failures.
+type CircuitBreaker struct {
+	failureThreshold int
+	cooldownTime     time.Duration
+	failures         int
+	lastFailureTime  time.Time
+	state            string // "closed", "open", "half-open"
+}
+
+func (cb *CircuitBreaker) canAttempt() bool {
+	switch cb.state {
+	case "closed":
+		return true
+	case "open":
+		// Check if we should transition to half-open
+		if time.Since(cb.lastFailureTime) > cb.cooldownTime {
+			cb.state = "half-open"
+			return true
+		}
+		return false
+	case "half-open":
+		return true
+	}
+	return false
+}
+
+func (cb *CircuitBreaker) recordSuccess() {
+	cb.failures = 0
+	cb.state = "closed"
+}
+
+func (cb *CircuitBreaker) recordFailure() {
+	cb.failures++
+	cb.lastFailureTime = time.Now()
+	if cb.failures >= cb.failureThreshold {
+		cb.state = "open"
+	}
+}
+
+func retryWithCircuitBreaker(eventStore aether.EventStore, actorID string) error {
+	cb := &CircuitBreaker{
+		failureThreshold: 5,
+		cooldownTime:     1 * time.Second,
+		state:            "closed",
+	}
+
+	const maxAttempts = 10
+
+	for attempt := 0; attempt < maxAttempts; attempt++ {
+		if !cb.canAttempt() {
+			return fmt.Errorf("circuit breaker is open for actor %q", actorID)
+		}
+
+		// Get current version
+		currentVersion, err := eventStore.GetLatestVersion(actorID)
+		if err != nil {
+			return fmt.Errorf("failed to get latest version: %w", err)
+		}
+
+		// Create event with next version
+		event := &aether.Event{
+			ID:        uuid.New().String(),
+			EventType: "OrderUpdated",
+			ActorID:   actorID,
+			Version:   currentVersion + 1,
+			Data:      map[string]interface{}{"status": "processing"},
+			Timestamp: time.Now(),
+		}
+
+		// Attempt to save
+		err = eventStore.SaveEvent(event)
+		if err == nil {
+			cb.recordSuccess()
+			return nil
+		}
+
+		// Check if it's a version conflict
+		if !errors.Is(err, aether.ErrVersionConflict) {
+			// Different error - don't retry
+			return err
+		}
+
+		cb.recordFailure()
+
+		// Version conflict - extract details
+		var versionErr *aether.VersionConflictError
+		if errors.As(err, &versionErr) {
+			log.Printf("Circuit breaker (state=%s): Version conflict for actor %q",
+				cb.state, versionErr.ActorID)
+		}
+
+		if attempt < maxAttempts-1 {
+			time.Sleep(10 * time.Millisecond)
+		}
+	}
+
+	return fmt.Errorf("max retry attempts exceeded for actor %q", actorID)
+}
+
+// Example 3: Deterministic Retry - Always Succeed by Reloading Latest State
+// Some applications can afford to reload state and merge changes.
+type OrderAggregate struct {
+	ID       string
+	Version  int64
+	Status   string
+	Amount   float64
+	Comments []string
+}
+
+func retryWithStateReload(eventStore aether.EventStore, orderID string, updateFn func(*OrderAggregate) error) error {
+	const maxRetries = 3
+
+	for attempt := 0; attempt < maxRetries; attempt++ {
+		// Load current state by replaying events
+		events, err := eventStore.GetEvents(orderID, 0)
+		if err != nil {
+			return fmt.Errorf("failed to load events: %w", err)
+		}
+
+		// Rebuild aggregate from events
+		aggregate := &OrderAggregate{ID: orderID}
+		for _, e := range events {
+			aggregate.Version = e.Version
+			// Apply event to aggregate (simplified)
+		}
+
+		// Apply update
+		if err := updateFn(aggregate); err != nil {
+			return fmt.Errorf("update function failed: %w", err)
+		}
+
+		// Create event for the update
+		event := &aether.Event{
+			ID:        uuid.New().String(),
+			EventType: "OrderUpdated",
+			ActorID:   orderID,
+			Version:   aggregate.Version + 1,
+			Data:      map[string]interface{}{"status": aggregate.Status},
+			Timestamp: time.Now(),
+		}
+
+		// Attempt to save
+		err = eventStore.SaveEvent(event)
+		if err == nil {
+			// Success!
+			log.Printf("Order %q updated with version %d", orderID, event.Version)
+			return nil
+		}
+
+		// Check if it's a version conflict
+		if !errors.Is(err, aether.ErrVersionConflict) {
+			// Different error - don't retry
+			return err
+		}
+
+		var versionErr *aether.VersionConflictError
+		if errors.As(err, &versionErr) {
+			log.Printf("Version conflict on attempt %d: current=%d, attempted=%d. Retrying...",
+				attempt+1, versionErr.CurrentVersion, versionErr.AttemptedVersion)
+		}
+
+		if attempt < maxRetries-1 {
+			// Brief delay before retry
+			time.Sleep(time.Duration(50*(attempt+1)) * time.Millisecond)
+		}
+	}
+
+	return fmt.Errorf("failed to update order %q after %d retries", orderID, maxRetries)
+}
+
+// Example 4: Jittered Retry
+// Add randomness to prevent thundering herd problem.
+func retryWithJitteredBackoff(eventStore aether.EventStore, actorID string) error {
+	const maxRetries = 5
+	const baseDelay = 10 * time.Millisecond
+
+	for attempt := 0; attempt < maxRetries; attempt++ {
+		// Get current version
+		currentVersion, err := eventStore.GetLatestVersion(actorID)
+		if err != nil {
+			return fmt.Errorf("failed to get latest version: %w", err)
+		}
+
+		// Create event with next version
+		event := &aether.Event{
+			ID:        uuid.New().String(),
+			EventType: "OrderUpdated",
+			ActorID:   actorID,
+			Version:   currentVersion + 1,
+			Data:      map[string]interface{}{"status": "processing"},
+			Timestamp: time.Now(),
+		}
+
+		// Attempt to save
+		err = eventStore.SaveEvent(event)
+		if err == nil {
+			return nil
+		}
+
+		// Check if it's a version conflict
+		if !errors.Is(err, aether.ErrVersionConflict) {
+			return err
+		}
+
+		if attempt == maxRetries-1 {
+			return err
+		}
+
+		// Calculate delay with exponential backoff + jitter
+		exponentialDelay := time.Duration(baseDelay.Milliseconds()*int64(math.Pow(2, float64(attempt)))) * time.Millisecond
+		jitter := time.Duration(rand.Int63n(int64(exponentialDelay))) // Random jitter up to exponential delay
+		delay := exponentialDelay + jitter
+
+		log.Printf("Retrying in %v with jitter...", delay)
+		time.Sleep(delay)
+	}
+
+	return nil
+}
+
+// Example 5: Analyzing Version Conflict Context
+// Extract all relevant information from a version conflict for debugging/monitoring.
+func analyzeVersionConflict(err error) {
+	if !errors.Is(err, aether.ErrVersionConflict) {
+		log.Println("Not a version conflict error")
+		return
+	}
+
+	var versionErr *aether.VersionConflictError
+	if errors.As(err, &versionErr) {
+		log.Printf("Version Conflict Details:")
+		log.Printf("  Actor ID: %s", versionErr.ActorID)
+		log.Printf("  Current Version: %d", versionErr.CurrentVersion)
+		log.Printf("  Attempted Version: %d", versionErr.AttemptedVersion)
+		log.Printf("  Version Gap: %d", versionErr.AttemptedVersion-versionErr.CurrentVersion)
+		log.Printf("  Error Message: %s", versionErr.Error())
+
+		// Application-specific logic
+		if versionErr.CurrentVersion > versionErr.AttemptedVersion {
+			log.Printf("WARNING: Attempted version %d is behind current version %d",
+				versionErr.AttemptedVersion, versionErr.CurrentVersion)
+		}
+	}
+}
+
+// Example usage showing all patterns
+func main() {
+	// Create in-memory event store for demonstration
+	eventStore := store.NewInMemoryEventStore()
+	actorID := "order-123"
+
+	fmt.Println("=== Version Conflict Retry Patterns ===")
+
+	// Demonstrate patterns (using simplified versions)
+	log.Println("Pattern 1: Simple Exponential Backoff")
+	if err := simpleRetryWithExponentialBackoff(eventStore, actorID); err != nil {
+		log.Printf("Error: %v\n", err)
+	}
+
+	log.Println("\nPattern 3: State Reload")
+	if err := retryWithStateReload(eventStore, actorID, func(agg *OrderAggregate) error {
+		agg.Status = "shipped"
+		return nil
+	}); err != nil {
+		log.Printf("Error: %v\n", err)
+	}
+
+	log.Println("\nPattern 4: Jittered Backoff")
+	if err := retryWithJitteredBackoff(eventStore, actorID); err != nil {
+		log.Printf("Error: %v\n", err)
+	}
+
+	fmt.Println("\n=== Recommended Pattern ===")
+	fmt.Println("Use exponential backoff (Pattern 1) for most cases:")
+	fmt.Println("- Simple to understand and implement")
+	fmt.Println("- Respects the store's capacity")
+	fmt.Println("- Avoids thundering herd (add jitter for high concurrency)")
+	fmt.Println("")
+	fmt.Println("Use state reload (Pattern 3) when:")
+	fmt.Println("- You can merge concurrent changes")
+	fmt.Println("- Deterministic success is required")
+	fmt.Println("- Replaying events is not expensive")
+}