diff --git a/pkg/agent/context.go b/pkg/agent/context.go
index cf5ce2913..534ccc0a0 100644
--- a/pkg/agent/context.go
+++ b/pkg/agent/context.go
@@ -107,7 +107,7 @@ func (cb *ContextBuilder) buildToolsSection() string {
 }
 
 func (cb *ContextBuilder) BuildSystemPrompt() string {
-	parts := []string{}
+	var parts []string
 
 	// Core identity section
 	parts = append(parts, cb.getIdentity())
@@ -158,8 +158,6 @@ func (cb *ContextBuilder) LoadBootstrapFiles() string {
 }
 
 func (cb *ContextBuilder) BuildMessages(history []providers.Message, summary string, currentMessage string, media []string, channel, chatID string) []providers.Message {
-	messages := []providers.Message{}
-
 	systemPrompt := cb.BuildSystemPrompt()
 
 	// Add Current Session info if provided
@@ -200,6 +198,8 @@ func (cb *ContextBuilder) BuildMessages(history []providers.Message, summary str
 	//Diegox-17
 	// --- FIN DEL FIX ---
 
+	messages := make([]providers.Message, 0, len(history)+2)
+
 	messages = append(messages, providers.Message{
 		Role:    "system",
 		Content: systemPrompt,
diff --git a/pkg/channels/line.go b/pkg/channels/line.go
index ffb5533e8..51969e5f4 100644
--- a/pkg/channels/line.go
+++ b/pkg/channels/line.go
@@ -307,7 +307,7 @@ func (c *LINEChannel) processEvent(event lineEvent) {
 
 	var content string
 	var mediaPaths []string
-	localFiles := []string{}
+	var localFiles []string
 
 	defer func() {
 		for _, file := range localFiles {
diff --git a/pkg/channels/slack.go b/pkg/channels/slack.go
index 0060972ed..1fc42f50a 100644
--- a/pkg/channels/slack.go
+++ b/pkg/channels/slack.go
@@ -232,7 +232,7 @@ func (c *SlackChannel) handleMessageEvent(ev *slackevents.MessageEvent) {
 	content = c.stripBotMention(content)
 
 	var mediaPaths []string
-	localFiles := []string{} // 跟踪需要清理的本地文件
+	var localFiles []string // 跟踪需要清理的本地文件
 
 	// 确保临时文件在函数返回时被清理
 	defer func() {
diff --git a/pkg/channels/telegram.go b/pkg/channels/telegram.go
index 24b82b557..96845c6fd 100644
--- a/pkg/channels/telegram.go
+++ b/pkg/channels/telegram.go
@@ -212,9 +212,9 @@ func (c *TelegramChannel) handleMessage(ctx context.Context, message *telego.Mes
 	chatID := message.Chat.ID
 	c.chatIDs[senderID] = chatID
 
-	content := ""
-	mediaPaths := []string{}
-	localFiles := []string{} // 跟踪需要清理的本地文件
+	var content string
+	var mediaPaths []string
+	var localFiles []string // 跟踪需要清理的本地文件
 
 	// 确保临时文件在函数返回时被清理
 	defer func() {
diff --git a/pkg/migrate/migrate.go b/pkg/migrate/migrate.go
index 921f821cb..826182969 100644
--- a/pkg/migrate/migrate.go
+++ b/pkg/migrate/migrate.go
@@ -283,7 +283,8 @@ func PrintPlan(actions []Action, warnings []string) {
 
 func PrintSummary(result *Result) {
 	fmt.Println()
-	parts := []string{}
+	var parts []string
+
 	if result.FilesCopied > 0 {
 		parts = append(parts, fmt.Sprintf("%d files copied", result.FilesCopied))
 	}