diff --git a/src/BowongModalFunctions/models/web_model.py b/src/BowongModalFunctions/models/web_model.py
index 169ee54..66505e4 100644
--- a/src/BowongModalFunctions/models/web_model.py
+++ b/src/BowongModalFunctions/models/web_model.py
@@ -504,6 +504,7 @@ class GeminiRequest(BaseFFMPEGTaskRequest):
     end_time: str = Field(default="00:20:00.000", description="结束时间(hls)")
     options: FFMPEGSliceOptions = Field(default=FFMPEGSliceOptions(), description="输出质量选项")
     scale: float = Field(default=0.85, description="视频尺寸缩放倍率")
+    last_product_text:str = Field(default="", description="上一段视频结尾介绍的商品以及标签")
 
     @field_validator('media_hls_url', mode='before')
     @classmethod
diff --git a/src/BowongModalFunctions/router/google.py b/src/BowongModalFunctions/router/google.py
index 4611d46..62b681c 100644
--- a/src/BowongModalFunctions/router/google.py
+++ b/src/BowongModalFunctions/router/google.py
@@ -206,7 +206,7 @@ async def inference_gemini(
                                              x_baggage=sentry_sdk.get_baggage())
                        if headers.x_trace_id is None else SentryTransactionInfo(x_trace_id=headers.x_trace_id,
                                                                                 x_baggage=headers.x_baggage),
-                       data.webhook, 3, data.scale)
+                       data.webhook, 3, data.scale, data.last_product_text)
     return ModalTaskResponse(success=True, taskId=fn_call.object_id)
 
 
diff --git a/src/BowongModalFunctions/utils/TimeUtils.py b/src/BowongModalFunctions/utils/TimeUtils.py
index cd114b6..4ed99bb 100644
--- a/src/BowongModalFunctions/utils/TimeUtils.py
+++ b/src/BowongModalFunctions/utils/TimeUtils.py
@@ -49,8 +49,18 @@ def parse_time(time_str):
         dt = datetime.strptime(time_str, '%M:%S:%f')
         # 将小时设为0，只保留分钟和秒
         parsed_time = datetime.combine(dt.date(), dt.time().replace(hour=0))
+    elif re.match(r"^\d{2}:\d{2}$",time_str):
+        # 如果失败，尝试 MM:SS:fff 格式
+        dt = datetime.strptime(time_str, '%M:%S')
+        # 将小时设为0，只保留分钟和秒
+        parsed_time = datetime.combine(dt.date(), dt.time().replace(hour=0))
+    elif re.match(r"^\d{2}\.\d{2}$",time_str):
+        # 如果失败，尝试 MM:SS:fff 格式
+        dt = datetime.strptime(time_str, '%M.%S')
+        # 将小时设为0，只保留分钟和秒
+        parsed_time = datetime.combine(dt.date(), dt.time().replace(hour=0))
     else:
-        logger.error(f"转换时间格式失败 {time_str}")
+        raise RuntimeError(f"转换时间格式失败 {time_str}")
     return parsed_time
 
 
diff --git a/src/cluster/video_apps/hls_slice_inference.py b/src/cluster/video_apps/hls_slice_inference.py
index 2a90e04..e6d9959 100644
--- a/src/cluster/video_apps/hls_slice_inference.py
+++ b/src/cluster/video_apps/hls_slice_inference.py
@@ -48,7 +48,8 @@ with downloader_image.imports():
                                         sentry_trace: SentryTransactionInfo,
                                         webhook: WebhookNotify = None,
                                         retry_time: int = 3,
-                                        scale:float = 0.9
+                                        scale:float = 0.9,
+                                        last_product_text=""
                                         ):
         logger.info(
             f"region {os.environ.get('MODAL_REGION', 'unknown')}, provider {os.environ.get('MODAL_CLOUD_PROVIDER', 'unknown')}")
@@ -78,7 +79,8 @@ with downloader_image.imports():
                     f"\nproduct_grid_list || {json.dumps(product_grid_list, ensure_ascii=False, indent=2)}, "
                     f"\nproduct_list || {json.dumps(product_list, ensure_ascii=False, indent=2)}"
                     f"\noptions || {options.model_dump_json()}, "
-                    f"\nscale || {scale}")
+                    f"\nscale || {scale}"
+                    f"\nlast_product_text || {last_product_text}")
 
         client = GoogleAuthUtils.GoogleGenaiClient(
             cloudflare_project_id="67720b647ff2b55cf37ba3ef9e677083",
@@ -388,12 +390,6 @@ with downloader_image.imports():
                 if len(product_list) == 0:
                     logger.error("商品列表为空, 退出推理")
                     raise Exception("商品列表为空, 退出推理")
-                product_title_list = []
-                if isinstance(product_list[0], dict):
-                    for product in product_list:
-                        product_title_list.append(product["title"])
-                else:
-                    product_title_list = product_list
 
                 # 2、切20分钟的条
                 logger.info("2、开始截取指定视频")
@@ -438,7 +434,7 @@ with downloader_image.imports():
                                 text=Template(IMAGE_PRODUCT_IDENTIFICATION_PROMPT.prompt
                                               if isinstance(IMAGE_PRODUCT_IDENTIFICATION_PROMPT, TextPromptClient)
                                               else IMAGE_PRODUCT_IDENTIFICATION_PROMPT).render(
-                                    PRODUCT_LIST=GeminiFirstStagePromptVariables(product_list=product_title_list).product_list_xml)
+                                    PRODUCT_LIST=GeminiFirstStagePromptVariables(product_list=product_list).product_list_xml)
                             )
                         )
                         resp, resp_code = client.generate_content(model_id="gemini-2.5-flash",
@@ -484,7 +480,8 @@ with downloader_image.imports():
                                 text=Template(VIDEO_TIMELINE_ANALYSIS_PROMPT.prompt
                                               if isinstance(VIDEO_TIMELINE_ANALYSIS_PROMPT, TextPromptClient)
                                               else VIDEO_TIMELINE_ANALYSIS_PROMPT).render(
-                                    IDENTIFIED_PRODUCTS=GeminiSecondStagePromptVariables(product_json_list=identified_products).product_json_list_xml)
+                                    IDENTIFIED_PRODUCTS=GeminiSecondStagePromptVariables(product_json_list=identified_products).product_json_list_xml,
+                                    LAST_PRODUCT_TEXT=last_product_text)
                             )
                         )
                         resp, resp_code = client.generate_content(model_id="gemini-2.5-flash",