diff --git a/astrbot/core/provider/sources/openai_source.py b/astrbot/core/provider/sources/openai_source.py
index ec1624776..e44b42612 100644
--- a/astrbot/core/provider/sources/openai_source.py
+++ b/astrbot/core/provider/sources/openai_source.py
@@ -482,13 +482,8 @@ class ProviderOpenAIOfficial(Provider):
         """
         new_contexts = []
 
-        flag = False
         for context in contexts:
-            if flag:
-                flag = False  # 删除 image 后，下一条（LLM 响应）也要删除
-                continue
             if "content" in context and isinstance(context["content"], list):
-                flag = True
                 # continue
                 new_content = []
                 for item in context["content"]: