diff --git a/src/session/session.rs b/src/session/session.rs
index 4842c70..da1f822 100644
--- a/src/session/session.rs
+++ b/src/session/session.rs
@@ -431,7 +431,7 @@ impl Session {
 
             let timestamp = if msg.timestamp > 0 {
                 DateTime::from_timestamp_millis(msg.timestamp)
-                    .map(|dt| dt.format("%Y-%m-%d %H:%M:%S").to_string())
+                    .map(|dt| dt.with_timezone(&Local).format("%Y-%m-%d %H:%M:%S").to_string())
                     .unwrap_or_default()
             } else {
                 String::new()
@@ -503,7 +503,7 @@ impl Session {
 
             let timestamp = if msg.timestamp > 0 {
                 DateTime::from_timestamp_millis(msg.timestamp)
-                    .map(|dt| dt.format("%Y-%m-%d %H:%M:%S").to_string())
+                    .map(|dt| dt.with_timezone(&Local).format("%Y-%m-%d %H:%M:%S").to_string())
                     .unwrap_or_default()
             } else {
                 String::new()
@@ -774,10 +774,10 @@ impl SessionManager {
                     let title = &session_guard.title;
                     let model_name = &session_guard.provider_config.name;
                     let created_at = chrono::DateTime::from_timestamp_millis(session_guard.created_at)
-                        .map(|dt| dt.format("%Y-%m-%d %H:%M:%S").to_string())
+                        .map(|dt| dt.with_timezone(&chrono::Local).format("%Y-%m-%d %H:%M:%S").to_string())
                         .unwrap_or_default();
                     let last_active_at = chrono::DateTime::from_timestamp_millis(session_guard.last_active_at)
-                        .map(|dt| dt.format("%Y-%m-%d %H:%M:%S").to_string())
+                        .map(|dt| dt.with_timezone(&chrono::Local).format("%Y-%m-%d %H:%M:%S").to_string())
                         .unwrap_or_default();
                     Ok((None, format!(
                         "对话标题: {}\nSession ID: {}\n模型: {}\n用户消息: {} / 总消息: {}\n创建时间: {}\n最后活跃: {}",
@@ -814,7 +814,7 @@ impl SessionManager {
                         } else {
                             ""
                         };
-                        format!("- {} ({}){} — {}", d.session_id.dialog_id, d.title, current, chrono::DateTime::from_timestamp_millis(d.last_active_at).map(|dt| dt.format("%m-%d %H:%M").to_string()).unwrap_or_default())
+                        format!("- {} ({}){} — {}", d.session_id.dialog_id, d.title, current, chrono::DateTime::from_timestamp_millis(d.last_active_at).map(|dt| dt.with_timezone(&chrono::Local).format("%m-%d %H:%M").to_string()).unwrap_or_default())
                     }).collect();
                     Ok((None, format!("最近对话：\n{}", lines.join("\n"))))
                 }