diff --git a/AI/Game/Convert.py b/AI/Game/Convert.py
new file mode 100644
index 00000000..bbf913b1
--- /dev/null
+++ b/AI/Game/Convert.py
@@ -0,0 +1,24 @@
+import cv2
+import os
+
+# 创建输出文件夹
+output_folder = "frames"
+os.makedirs(output_folder, exist_ok=True)
+
+# 打开视频文件
+video = cv2.VideoCapture("./Movie/vid_0.mov")
+frame_count = 0
+
+while video.isOpened():
+    ret, frame = video.read()
+    if not ret:
+        break
+
+    # 保存帧为 PNG 图片
+    frame_path = os.path.join(output_folder, f"frame_{frame_count:04d}.png")
+    cv2.imwrite(frame_path, frame)
+    frame_count += 1
+
+# 释放资源
+video.release()
+print(f"Saved {frame_count} frames to {output_folder}")
\ No newline at end of file
diff --git a/AI/Game/KeyBoard.py b/AI/Game/KeyBoard.py
new file mode 100644
index 00000000..39e0c96f
--- /dev/null
+++ b/AI/Game/KeyBoard.py
@@ -0,0 +1,32 @@
+import sys
+import pygame
+
+pygame.init()
+screen = pygame.display.set_mode((640, 480))  # 设置屏幕大小
+pygame.display.set_caption('keyboard ctrl')  # 设置窗口标题
+screen.fill((0, 0, 0))  # 屏幕填充RGB颜色
+
+while True:
+    for event in pygame.event.get():
+        if event.type == pygame.QUIT:
+            sys.exit()
+
+    keys = pygame.key.get_pressed()
+    for i in range(26):
+        if keys[pygame.K_a + i]:
+            print(chr(pygame.K_a + i))
+
+    # 检测上下左右键 #
+    if keys[pygame.K_UP]:
+        print("Up arrow")
+    if keys[pygame.K_DOWN]:
+        print("Down arrow")
+    if keys[pygame.K_LEFT]:
+        print("Left arrow")
+    if keys[pygame.K_RIGHT]:
+        print("Right arrow")
+
+    # ESC to quit #
+    if keys[pygame.K_ESCAPE]:
+        pygame.quit()
+        sys.exit()
\ No newline at end of file
diff --git a/AI/Game/Mouse.py b/AI/Game/Mouse.py
new file mode 100644
index 00000000..81285dd5
--- /dev/null
+++ b/AI/Game/Mouse.py
@@ -0,0 +1,25 @@
+import sys
+import pygame
+
+pygame.init()
+screen = pygame.display.set_mode((640, 480))  # 设置屏幕大小
+pygame.display.set_caption('mouse ctrl')  # 设置窗口标题
+screen.fill((0, 0, 0))  # 屏幕填充RGB颜色
+
+while True:
+    for event in pygame.event.get():
+        if event.type == pygame.QUIT:
+            sys.exit()
+
+            # 处理鼠标事件 #
+        if event.type == pygame.MOUSEBUTTONDOWN:
+            print("Mouse Down:", event)
+        if event.type == pygame.MOUSEBUTTONUP:
+            print("Mouse Up:", event)
+        if event.type == pygame.MOUSEMOTION:
+            print("Mouse is moving now:", event)
+
+            # 处理鼠标事件 #
+        if event.type == pygame.KEYDOWN:
+            if event.key == pygame.K_RETURN:
+                print("keyboard event:", event)
\ No newline at end of file
diff --git a/AI/Game/Movie/data.json b/AI/Game/Movie/data.json
new file mode 100644
index 00000000..df467c68
--- /dev/null
+++ b/AI/Game/Movie/data.json
@@ -0,0 +1 @@
+{"v":"5.12.1","fr":30.0003051757812,"ip":0,"op":160.001627604167,"w":713,"h":1080,"nm":"人物动画02","ddd":0,"assets":[{"id":"video_0","w":713,"h":1080,"u":"images/","p":"vid_0.mov","e":0}],"layers":[{"ddd":0,"ind":1,"ty":9,"nm":"vid_0.mov","cl":"mov","refId":"video_0","sr":1,"ks":{"o":{"a":0,"k":100,"ix":11},"r":{"a":0,"k":0,"ix":10},"p":{"a":0,"k":[356.5,540,0],"ix":2,"l":2},"a":{"a":0,"k":[356.5,540,0],"ix":1,"l":2},"s":{"a":0,"k":[100,100,100],"ix":6,"l":2}},"ao":0,"ip":0,"op":160.001627604167,"st":0,"bm":0}],"markers":[],"props":{}}
\ No newline at end of file
diff --git a/AI/Game/Movie/vid_0.mov b/AI/Game/Movie/vid_0.mov
new file mode 100644
index 00000000..cad624d8
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diff --git a/AI/Game/Play.py b/AI/Game/Play.py
new file mode 100644
index 00000000..edb735e0
--- /dev/null
+++ b/AI/Game/Play.py
@@ -0,0 +1,74 @@
+import pygame
+import os
+
+# 初始化 Pygame
+pygame.init()
+window_width = 800
+window_height = 600
+window = pygame.display.set_mode((window_width, window_height))
+pygame.display.set_caption("小人动画")
+clock = pygame.time.Clock()
+
+# 加载帧序列
+frames = []
+frame_folder = "frames"
+for frame_file in sorted(os.listdir(frame_folder)):
+    if frame_file.endswith(".png"):
+        frame = pygame.image.load(os.path.join(frame_folder, frame_file))
+        # 等比例缩放帧图片
+        frame_width, frame_height = frame.get_size()
+        scale_factor = min(window_width / frame_width, window_height / frame_height)
+        scaled_frame = pygame.transform.scale(frame, (int(frame_width * scale_factor), int(frame_height * scale_factor)))
+        frames.append(scaled_frame)
+
+# 设置字体（使用支持中文的字体文件）
+font_path = "c:/Windows/Fonts/simhei.ttf"  # 替换为你的中文字体文件路径
+font = pygame.font.Font(font_path, 36)  # 使用中文字体，字号 36
+
+# 播放动画
+current_frame = 0
+running = True
+show_message = False  # 是否显示提示框
+message = "别乱点！"  # 提示框内容
+message_timer = 0  # 提示框显示时间
+
+while running:
+    # 处理事件
+    for event in pygame.event.get():
+        if event.type == pygame.QUIT:
+            running = False
+        elif event.type == pygame.MOUSEBUTTONDOWN:  # 检测鼠标点击
+            mouse_pos = pygame.mouse.get_pos()  # 获取鼠标点击位置
+            print(f"Mouse clicked at: {mouse_pos}")  # 打印鼠标点击位置
+            show_message = True  # 显示提示框
+            message_timer = pygame.time.get_ticks()  # 记录当前时间
+
+    # 绘制当前帧
+    window.fill((0, 0, 0))  # 清空屏幕
+    # 将帧居中显示
+    frame_width, frame_height = frames[current_frame].get_size()
+    x = (window_width - frame_width) // 2
+    y = (window_height - frame_height) // 2
+    window.blit(frames[current_frame], (x, y))
+
+    # 显示提示框
+    if show_message:
+        # 绘制提示框背景
+        message_surface = font.render(message, True, (255, 255, 255))  # 白色文字
+        message_rect = message_surface.get_rect(center=(window_width // 2, window_height - 50))  # 提示框位置在窗口底部
+        pygame.draw.rect(window, (0, 0, 0), message_rect.inflate(20, 10))  # 黑色背景
+        window.blit(message_surface, message_rect)
+
+        # 5 秒后隐藏提示框
+        if pygame.time.get_ticks() - message_timer > 5000:  # 检查是否超过 5 秒
+            show_message = False
+
+    # 更新帧索引
+    current_frame = (current_frame + 1) % len(frames)
+
+    # 更新屏幕
+    pygame.display.flip()
+    clock.tick(24)  # 控制帧率
+
+# 退出 Pygame
+pygame.quit()
\ No newline at end of file
diff --git a/AI/Game/Sample.py b/AI/Game/Sample.py
new file mode 100644
index 00000000..65a0eb47
--- /dev/null
+++ b/AI/Game/Sample.py
@@ -0,0 +1,117 @@
+import pygame
+import sys
+import random
+
+# 初始化 Pygame
+pygame.init()
+
+# 设置窗口尺寸
+window_width = 800
+window_height = 600
+window = pygame.display.set_mode((window_width, window_height))
+pygame.display.set_caption("弹球小游戏")
+
+# 设置颜色
+WHITE = (255, 255, 255)
+RED = (255, 0, 0)
+BLUE = (0, 0, 255)
+
+# 设置小球初始位置和速度
+ball_radius = 10
+ball_x = random.randint(ball_radius, window_width - ball_radius)
+ball_y = ball_radius
+ball_speed_x = random.choice([-5, 5])
+ball_speed_y = 5
+
+# 设置挡板初始位置和大小
+paddle_width = 100
+paddle_height = 20
+paddle_x = (window_width - paddle_width) // 2
+paddle_y = window_height - paddle_height - 10
+paddle_speed = 10
+
+# 设置时钟
+clock = pygame.time.Clock()
+
+# 游戏状态
+game_over = False
+
+# 重置游戏
+def reset_game():
+    global ball_x, ball_y, ball_speed_x, ball_speed_y, paddle_x, game_over
+    ball_x = random.randint(ball_radius, window_width - ball_radius)
+    ball_y = ball_radius
+    ball_speed_x = random.choice([-5, 5])
+    ball_speed_y = 5
+    paddle_x = (window_width - paddle_width) // 2
+    game_over = False
+
+# 主循环
+running = True
+while running:
+    # 处理事件
+    for event in pygame.event.get():
+        if event.type == pygame.QUIT:  # 检测窗口关闭事件
+            running = False
+        elif event.type == pygame.KEYDOWN:  # 检测键盘按下事件
+            if event.key == pygame.K_RETURN and game_over:  # 按下回车键重新开始
+                reset_game()
+
+    # 检测键盘持续按下状态
+    keys = pygame.key.get_pressed()
+    if keys[pygame.K_LEFT]:  # 按下左箭头键
+        paddle_x -= paddle_speed
+    if keys[pygame.K_RIGHT]:  # 按下右箭头键
+        paddle_x += paddle_speed
+
+    # 限制挡板在窗口内移动
+    paddle_x = max(0, min(paddle_x, window_width - paddle_width))
+
+    # 更新小球位置
+    if not game_over:
+        ball_x += ball_speed_x
+        ball_y += ball_speed_y
+
+        # 小球碰到左右边界时反弹
+        if ball_x <= ball_radius or ball_x >= window_width - ball_radius:
+            ball_speed_x = -ball_speed_x
+
+        # 小球碰到上边界时反弹
+        if ball_y <= ball_radius:
+            ball_speed_y = -ball_speed_y
+
+        # 小球碰到挡板时反弹
+        if (paddle_x <= ball_x <= paddle_x + paddle_width and
+            paddle_y <= ball_y + ball_radius <= paddle_y + paddle_height):
+            ball_speed_y = -ball_speed_y
+
+        # 小球碰到下边界时游戏结束
+        if ball_y >= window_height - ball_radius:
+            game_over = True
+
+    # 清空屏幕
+    window.fill(WHITE)
+
+    # 绘制小球
+    pygame.draw.circle(window, RED, (ball_x, ball_y), ball_radius)
+
+    # 绘制挡板
+    pygame.draw.rect(window, BLUE, (paddle_x, paddle_y, paddle_width, paddle_height))
+
+    # 显示游戏结束信息
+    if game_over:
+        font_path = "c:/Windows/Fonts/simhei.ttf"
+        font = pygame.font.Font(font_path, 74)
+        text = font.render("游戏结束", True, (0, 0, 0))
+        text_rect = text.get_rect(center=(window_width // 2, window_height // 2))
+        window.blit(text, text_rect)
+
+    # 更新屏幕
+    pygame.display.flip()
+
+    # 控制帧率
+    clock.tick(60)
+
+# 退出 Pygame
+pygame.quit()
+sys.exit()
\ No newline at end of file
diff --git a/AI/Game/__init__.py b/AI/Game/__init__.py
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diff --git a/AI/Game/map.py b/AI/Game/map.py
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index 00000000..1cc355e5
--- /dev/null
+++ b/AI/Game/map.py
@@ -0,0 +1,180 @@
+import pygame
+import random
+
+# 初始化 Pygame
+pygame.init()
+
+# 设置窗口尺寸
+cell_size = 20  # 单元格大小
+grid_width = 30  # 网格宽度
+grid_height = 20  # 网格高度
+window_width = grid_width * cell_size
+window_height = grid_height * cell_size
+window = pygame.display.set_mode((window_width, window_height))
+pygame.display.set_caption("迷宫游戏")
+
+# 设置颜色
+WHITE = (255, 255, 255)
+BLACK = (0, 0, 0)
+RED = (255, 0, 0)
+GREEN = (0, 255, 0)
+
+# 设置时钟
+clock = pygame.time.Clock()
+
+
+# 生成随机迷宫
+def generate_maze(width, height):
+    # 初始化迷宫，所有单元格都是墙壁
+    maze = [[1 for _ in range(width)] for _ in range(height)]
+
+    # 确保入口和出口是通道
+    maze[0][0] = 0
+    maze[height - 1][width - 1] = 0
+
+    # 使用深度优先搜索生成迷宫
+    def carve_passages(x, y):
+        # 随机选择方向
+        directions = [(0, 2), (2, 0), (0, -2), (-2, 0)]
+        random.shuffle(directions)
+
+        for dx, dy in directions:
+            nx, ny = x + dx, y + dy
+
+            # 检查是否在边界内
+            if 0 <= nx < width and 0 <= ny < height:
+                # 如果目标单元格是墙壁
+                if maze[ny][nx] == 1:
+                    # 打通墙壁
+                    maze[ny][nx] = 0
+                    # 打通中间的墙壁
+                    maze[y + dy // 2][x + dx // 2] = 0
+                    # 递归处理下一个单元格
+                    carve_passages(nx, ny)
+
+    # 从入口开始生成迷宫
+    carve_passages(0, 0)
+
+    # 确保出口附近有通道
+    maze[height - 2][width - 1] = 0
+    maze[height - 1][width - 2] = 0
+
+    return maze
+
+
+# 生成迷宫
+maze = generate_maze(grid_width, grid_height)
+
+
+# 定义小人类
+class Character:
+    def __init__(self, grid_x, grid_y):
+        self.grid_x = grid_x  # 小人的网格 x 坐标
+        self.grid_y = grid_y  # 小人的网格 y 坐标
+        self.x = grid_x * cell_size + cell_size // 2  # 小人的像素 x 坐标
+        self.y = grid_y * cell_size + cell_size // 2  # 小人的像素 y 坐标
+        self.radius = cell_size // 3  # 小人的半径
+        self.speed = 3  # 移动速度
+
+    def move(self, dx, dy):
+        # 计算目标位置
+        new_x = self.x + dx
+        new_y = self.y + dy
+
+        # 检测是否与墙壁碰撞
+        if self.will_collide(new_x, new_y):
+            return
+
+        # 更新位置
+        self.x = new_x
+        self.y = new_y
+        self.grid_x = self.x // cell_size
+        self.grid_y = self.y // cell_size
+
+    def will_collide(self, x, y):
+        # 检测小球是否会与墙壁碰撞
+        # 计算小球边缘的四个点
+        points = [
+            (x - self.radius, y),  # 左
+            (x + self.radius, y),  # 右
+            (x, y - self.radius),  # 上
+            (x, y + self.radius)  # 下
+        ]
+
+        # 检测每个点是否在墙壁内
+        for px, py in points:
+            # 计算点所在的网格位置
+            grid_x = px // cell_size
+            grid_y = py // cell_size
+
+            # 检测是否超出边界
+            if grid_x < 0 or grid_x >= grid_width or grid_y < 0 or grid_y >= grid_height:
+                return True
+
+            # 检测是否与墙壁碰撞
+            if maze[grid_y][grid_x] == 1:
+                return True
+
+        return False
+
+    def draw(self, window):
+        # 绘制小人（红色小球）
+        pygame.draw.circle(window, RED, (self.x, self.y), self.radius)
+
+
+# 创建小人对象（初始位置在左上角）
+character = Character(0, 0)
+
+# 设置出口位置
+exit_grid_x = grid_width - 1
+exit_grid_y = grid_height - 1
+
+# 主循环
+running = True
+while running:
+    # 处理事件
+    for event in pygame.event.get():
+        if event.type == pygame.QUIT:  # 检测窗口关闭事件
+            running = False
+
+    # 检测键盘持续按下状态
+    keys = pygame.key.get_pressed()
+    if keys[pygame.K_UP]:  # 按下上箭头键
+        character.move(0, -character.speed)
+    if keys[pygame.K_DOWN]:  # 按下下箭头键
+        character.move(0, character.speed)
+    if keys[pygame.K_LEFT]:  # 按下左箭头键
+        character.move(-character.speed, 0)
+    if keys[pygame.K_RIGHT]:  # 按下右箭头键
+        character.move(character.speed, 0)
+
+    # 清空屏幕
+    window.fill(WHITE)
+
+    # 绘制迷宫
+    for i in range(grid_height):
+        for j in range(grid_width):
+            if maze[i][j] == 1:  # 绘制墙壁
+                pygame.draw.rect(window, BLACK, (j * cell_size, i * cell_size, cell_size, cell_size))
+
+    # 绘制出口
+    exit_x = exit_grid_x * cell_size + cell_size // 2
+    exit_y = exit_grid_y * cell_size + cell_size // 2
+    pygame.draw.circle(window, GREEN, (exit_x, exit_y), cell_size // 3)
+
+    # 绘制小人
+    character.draw(window)
+
+    # 检测是否到达出口
+    if abs(character.x - exit_x) < cell_size // 2 and abs(character.y - exit_y) < cell_size // 2:
+        print("胜利！")
+        running = False
+
+    # 更新屏幕
+    pygame.display.flip()
+
+    # 控制帧率
+    clock.tick(60)
+
+# 退出 Pygame
+pygame.quit()
\ No newline at end of file
diff --git a/AI/WxMini/Milvus/Config/MulvusConfig.py b/AI/WxMini/Milvus/Config/MulvusConfig.py
index 385f09a4..c983c891 100644
--- a/AI/WxMini/Milvus/Config/MulvusConfig.py
+++ b/AI/WxMini/Milvus/Config/MulvusConfig.py
@@ -8,7 +8,7 @@ MS_PORT = "19530"
 MS_COLLECTION_NAME = "ds_collection"
 
 # Milvus 连接池的最大连接数
-MS_MAX_CONNECTIONS = 5
+MS_MAX_CONNECTIONS = 50
 
 # 腾讯 AI Lab 中文词向量模型的路径
 MS_MODEL_PATH = "D:/Tencent_AILab_ChineseEmbedding/Tencent_AILab_ChineseEmbedding.txt"
diff --git a/AI/WxMini/Milvus/Utils/MilvusConnectionPool.py b/AI/WxMini/Milvus/Utils/MilvusConnectionPool.py
index a8416104..d7b4ab05 100644
--- a/AI/WxMini/Milvus/Utils/MilvusConnectionPool.py
+++ b/AI/WxMini/Milvus/Utils/MilvusConnectionPool.py
@@ -1,8 +1,12 @@
+import logging
 import threading
 from queue import Queue
 
 from pymilvus import connections
 
+# 配置日志
+logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
+logger = logging.getLogger(__name__)
 
 # 1. 手动实现 Milvus 连接池
 class MilvusConnectionPool:
@@ -31,6 +35,7 @@ class MilvusConnectionPool:
         return connections.connect(host=self.host, port=self.port, alias="default")
 
     def get_connection(self):
+        logger.info(f"获取连接，当前可用连接数: {self._pool.qsize()}")
         """
         从连接池中获取一个连接
         :return: Milvus 连接对象
@@ -51,6 +56,7 @@ class MilvusConnectionPool:
                 self._pool.put(connection)
             else:
                 connections.disconnect("default")
+        logger.info(f"释放连接，当前可用连接数: {self._pool.qsize()}")
 
     def close(self):
         """
diff --git a/AI/WxMini/Start.py b/AI/WxMini/Start.py
index e08aca42..06b248ed 100644
--- a/AI/WxMini/Start.py
+++ b/AI/WxMini/Start.py
@@ -1,5 +1,4 @@
 import base64
-import base64
 import datetime
 import json
 import time
@@ -97,24 +96,29 @@ async def on_session_end(person_id):
 
     # 使用 asyncio.create_task 异步执行大模型调用
     async def analyze_mental_health():
-        response = await client.chat.completions.create(
-            model=MODEL_NAME,
-            messages=[
-                {"role": "system", "content": "你是一个心理健康分析助手，负责分析用户的心理健康状况。"},
-                {"role": "user", "content": prompt}
-            ],
-            max_tokens=1000
-        )
+        try:
+            response = await client.chat.completions.create(
+                model=MODEL_NAME,
+                messages=[
+                    {"role": "system", "content": "你是一个心理健康分析助手，负责分析用户的心理健康状况。"},
+                    {"role": "user", "content": prompt}
+                ],
+                max_tokens=1000
+            )
 
-        # 处理分析结果
-        if response.choices and response.choices[0].message.content:
-            analysis_result = response.choices[0].message.content.strip()
-            if analysis_result.startswith("NO"):
-                # 异步执行 update_risk
-                await update_risk(app.state.mysql_pool, person_id, analysis_result)
-                logger.info(f"已异步更新 person_id={person_id} 的风险状态。")
-            else:
-                logger.info(f"AI大模型没有发现任何心理健康问题，用户会话 {person_id} 没有风险。")
+            # 处理分析结果
+            if response.choices and response.choices[0].message.content:
+                analysis_result = response.choices[0].message.content.strip()
+                if analysis_result.startswith("NO"):
+                    # 异步执行 update_risk
+                    await update_risk(app.state.mysql_pool, person_id, analysis_result)
+                    logger.info(f"已异步更新 person_id={person_id} 的风险状态。")
+                else:
+                    logger.info(f"AI大模型没有发现任何心理健康问题，用户会话 {person_id} 没有风险。")
+        except Exception as e:
+            logger.error(f"AI大模型调用失败: {e}")
+        finally:
+            pass
 
     # 创建异步任务
     asyncio.create_task(analyze_mental_health())
@@ -237,6 +241,7 @@ async def reply(person_id: str = Form(...),
     :return: 大模型的回复
     """
     logger.info(f"current_user= {current_user}")
+    connection = None
     try:
         logger.info(f"收到用户输入: {prompt}")
 
@@ -295,18 +300,36 @@ async def reply(person_id: str = Form(...),
         # 限制历史交互提示词长度
         history_prompt = history_prompt[:3000]
 
-        # 拼接交互提示词
+        # 1.天气
         if '天气' in prompt or '降温' in prompt or '气温' in prompt or '下雨' in prompt or '下雪' in prompt or '风' in prompt:
             weather_info = await get_weather('长春')
             history_prompt = f"天气信息: {weather_info}\n"
 
         logger.info(f"历史交互提示词: {history_prompt}")
 
-        # NBA与CBA
-        # result = await get_news(client, prompt)
-        # if result is not None:
-        #     history_prompt = result
-        #     print("新闻返回了下面的内容：" + result)
+        # 2.新闻
+        result = await get_news(client, prompt)
+        if result is not None:
+            history_prompt = result
+            print("新闻返回了下面的内容：" + result)
+
+        # 3.生图
+        if '生成图片' in prompt or '生图' in prompt:
+            success, key = generate_image(prompt)
+            if success:
+                image_url = f"{OSS_PREFIX}{key}"
+                image_width, image_height = getImgWidthHeight(image_url)
+                # 记录聊天数据到 MySQL
+                await save_chat_to_mysql(app.state.mysql_pool, person_id, prompt,
+                                         key, '', 0, input_type=2, output_type=4,
+                                         input_image_type=0, image_width=image_width, image_height=image_height)
+                # 返回数据
+                return {
+                    "success": True,
+                    "url": None,
+                    "duration": 0,  # 返回大模型的回复时长
+                    "response": key,  # 返回大模型的回复
+                }
 
         # 调用大模型，将历史交互作为提示词
         try:
@@ -315,7 +338,7 @@ async def reply(person_id: str = Form(...),
                     model=MODEL_NAME,
                     messages=[
                         {"role": "system",
-                         "content": "你是一个和你聊天人的好朋友，疏导情绪，让他开心,亲切一些,不要使用哎呀这样的语气词。聊天的回复内容不要超过100字。"},
+                         "content": "你是聊天人的好朋友,你认识深刻，知识渊博,不要使用哎呀这样的语气词。聊天的回复内容不要超过150字。"},
                         {"role": "user", "content": f"历史对话记录：{history_prompt},本次用户问题: {prompt}"}
                     ],
                     max_tokens=4000
@@ -324,6 +347,7 @@ async def reply(person_id: str = Form(...),
             )
         except asyncio.TimeoutError:
             logger.error("大模型调用超时")
+            milvus_pool.release_connection(connection)
             raise HTTPException(status_code=500, detail="大模型调用超时")
 
         # 提取生成的回复
@@ -373,7 +397,7 @@ async def reply(person_id: str = Form(...),
 
             # 调用会话检查机制，异步执行
             asyncio.create_task(on_session_end(person_id))
-
+            milvus_pool.release_connection(connection)
             # 返回数据
             return {
                 "success": True,
@@ -383,13 +407,13 @@ async def reply(person_id: str = Form(...),
                 "response": result,  # 返回大模型的回复
             }
         else:
+            milvus_pool.release_connection(connection)
             raise HTTPException(status_code=500, detail="大模型未返回有效结果")
     except Exception as e:
         logger.error(f"调用大模型失败: {str(e)}")
         raise HTTPException(status_code=500, detail=f"调用大模型失败: {str(e)}")
     finally:
-        # 释放连接
-        if 'connection' in locals() and connection:  # 检查 connection 是否已定义且不为 None
+        if connection:
             milvus_pool.release_connection(connection)
 
 
@@ -656,7 +680,7 @@ async def web_recognize_content(image_url: str,
                 "message": f"生成内容失败: {str(e)}"
             })
             yield error_response.encode("utf-8")
-            #yield error_response
+            # yield error_response
 
     # 使用 StreamingResponse 返回流式结果
     return StreamingResponse(
diff --git a/AI/WxMini/Utils/NewsUtil.py b/AI/WxMini/Utils/NewsUtil.py
index 6cb9cfc3..b34036b0 100644
--- a/AI/WxMini/Utils/NewsUtil.py
+++ b/AI/WxMini/Utils/NewsUtil.py
@@ -17,7 +17,8 @@ def extract_keywords(user_input):
     # 使用 jieba 进行分词
     words = jieba.lcut(user_input)
     # 过滤掉无意义的词（如标点符号、停用词等）
-    stop_words = ['的', '了', '吗', '呢', '是', '在', '啊', '呀', '怎么', '怎么样', '最近', '今天', '今日', '？', '，',
+    stop_words = ['的', '了', '吗', '呢', '是','你','知不知道','了解','多少', '在', '啊', '呀', '怎么', '怎么样', '有没有', '关于', '最近', '最新',
+                  '今天', '今日', '？', '，',
                   '。']
     keywords = [word for word in words if word not in stop_words]
     return keywords
@@ -88,6 +89,10 @@ async def format_results_with_ai(client, results):
 # 主函数
 async def get_news(client, user_input):
     keywords = extract_keywords(user_input)
+    if '新闻' not in keywords:
+        return None
+    # 移除新闻两个字
+    keywords.remove('新闻')
     results = search_based_on_keywords(keywords)
     if results:
         formatted_response = await format_results_with_ai(client, results)
diff --git a/AI/WxMini/安装.txt b/AI/WxMini/安装.txt
index 50721070..997a0720 100644
--- a/AI/WxMini/安装.txt
+++ b/AI/WxMini/安装.txt
@@ -7,19 +7,3 @@ pip show jieba
 pip show pymilvus
 
 
-        if '生成图片' in prompt or '生图' in prompt:
-            success, key = generate_image(prompt)
-            if success:
-                image_url = f"{OSS_PREFIX}{key}"
-                image_width, image_height = getImgWidthHeight(image_url)
-                # 记录聊天数据到 MySQL
-                await save_chat_to_mysql(app.state.mysql_pool, person_id, prompt,
-                                         key, '', 0, input_type=2, output_type=4,
-                                         input_image_type=0, image_width=image_width, image_height=image_height)
-                # 返回数据
-                return {
-                    "success": True,
-                    "url": None,
-                    "duration": 0,  # 返回大模型的回复时长
-                    "response": key,  # 返回大模型的回复
-                }
\ No newline at end of file