diff --git a/mateclaw-server/src/main/java/vip/mate/channel/feishu/FeishuChannelAdapter.java b/mateclaw-server/src/main/java/vip/mate/channel/feishu/FeishuChannelAdapter.java
index 1a751bc9..992937ed 100644
--- a/mateclaw-server/src/main/java/vip/mate/channel/feishu/FeishuChannelAdapter.java
+++ b/mateclaw-server/src/main/java/vip/mate/channel/feishu/FeishuChannelAdapter.java
@@ -221,15 +221,6 @@ public class FeishuChannelAdapter extends AbstractChannelAdapter {
                         }
                     }
                 })
-                // Silently ignore message reaction events to avoid HandlerNotFoundException
-                .onP2MessageReactionCreatedV1(new ImService.P2MessageReactionCreatedV1Handler() {
-                    @Override
-                    public void handle(com.lark.oapi.service.im.v1.model.P2MessageReactionCreatedV1 event) {}
-                })
-                .onP2MessageReactionDeletedV1(new ImService.P2MessageReactionDeletedV1Handler() {
-                    @Override
-                    public void handle(com.lark.oapi.service.im.v1.model.P2MessageReactionDeletedV1 event) {}
-                })
                 .build();
 
         return new com.lark.oapi.ws.Client.Builder(appId, appSecret)
diff --git a/mateclaw-server/src/main/java/vip/mate/memory/nudge/MemoryNudgeService.java b/mateclaw-server/src/main/java/vip/mate/memory/nudge/MemoryNudgeService.java
index 87a5cdc0..65f19eb0 100644
--- a/mateclaw-server/src/main/java/vip/mate/memory/nudge/MemoryNudgeService.java
+++ b/mateclaw-server/src/main/java/vip/mate/memory/nudge/MemoryNudgeService.java
@@ -30,8 +30,6 @@ import java.util.concurrent.ConcurrentHashMap;
  * <p>
  * Triggered every N turns via ConversationCompletedEvent.
  * Runs async to avoid blocking the user response.
- * <p>
- * Inspired by Hermes Agent's Memory Nudge mechanism.
  *
  * @author MateClaw Team
  */
diff --git a/mateclaw-server/src/main/java/vip/mate/memory/spi/MemoryProvider.java b/mateclaw-server/src/main/java/vip/mate/memory/spi/MemoryProvider.java
index af8b3328..4af0007b 100644
--- a/mateclaw-server/src/main/java/vip/mate/memory/spi/MemoryProvider.java
+++ b/mateclaw-server/src/main/java/vip/mate/memory/spi/MemoryProvider.java
@@ -13,8 +13,6 @@ import java.util.List;
  *   <li>Post-turn sync (async persistence)</li>
  *   <li>Agent tools (Spring AI @Tool beans)</li>
  * </ul>
- * <p>
- * Inspired by Hermes Agent's MemoryProvider architecture.
  *
  * @author MateClaw Team
  */