diff --git a/.github/workflows/auto-release-generator.yml b/.github/workflows/auto-release-generator.yml
index 98b8a28..73cf030 100644
--- a/.github/workflows/auto-release-generator.yml
+++ b/.github/workflows/auto-release-generator.yml
@@ -127,6 +127,7 @@ jobs:
                   temperature=0.7,
               )
               release_notes = response.choices[0].message.content
+              print(f"commits: \n{commits}")
               print(f"大模型总结的发布说明: \n{release_notes}")
           except Exception as e:
               print(f"Error calling OpenAI API: {e}")
diff --git a/.github/workflows/codeReview.yml b/.github/workflows/codeReview.yml
index 88b6c2b..d57275e 100644
--- a/.github/workflows/codeReview.yml
+++ b/.github/workflows/codeReview.yml
@@ -19,6 +19,6 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GIT_TOKEN }}
           OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
-          OPENAI_API_ENDPOINT: https://api.groq.com/openai/v1
-          MODEL: llama-3.1-70b-versatile
+          OPENAI_API_ENDPOINT: https://api.siliconflow.cn/v1
+          MODEL: deepseek-ai/DeepSeek-V3
           LANGUAGE: Chinese
diff --git a/.github/workflows/discord-release-notification.yml b/.github/workflows/discord-release-notification.yml
index 46b76a9..4fb4f4e 100644
--- a/.github/workflows/discord-release-notification.yml
+++ b/.github/workflows/discord-release-notification.yml
@@ -75,8 +75,8 @@ jobs:
               response = client.chat.completions.create(
                   model="deepseek-ai/DeepSeek-V3",
                   messages=[
-                      {"role": "system", "content": "你是一个专业的软件发布公告优化助手。请优化以下发布说明，使其更加生动、专业，并明确区分新功能、优化内容、修复内容和移除内容等类别。保持原有信息的完整性，同时增强可读性和专业性。使用中文回复。"},
-                      {"role": "user", "content": f"请优化以下版本{version}的发布说明，使其更适合在Discord社区发布：\n\n{release_notes}"}
+                      {"role": "system", "content": "你是一个专业的软件发布公告优化助手。请优化以下发布说明，使其更加生动、专业，并明确区分新功能、优化内容、修复内容和移除内容等类别。保持原有信息的完整性，同时增强可读性和专业性。使用中文回复。\n\n重要：Discord不支持复杂的Markdown格式，因此请使用简单的格式化：\n1. 使用**粗体**和*斜体*而不是Markdown标题\n2. 使用简单的列表符号（•）而不是Markdown列表\n3. 避免使用#、##等标题格式\n4. 不要使用表格、代码块等复杂格式\n5. 确保段落之间有空行\n6. 使用简单的分隔符（如 ------）来分隔不同部分"},
+                      {"role": "user", "content": f"请优化以下版本{version}的发布说明，使其更适合在Discord社区发布。请记住Discord不支持复杂的Markdown格式，所以使用简单的格式化方式：\n\n{release_notes}"}
                   ],
                   temperature=0.7,
               )
@@ -101,26 +101,85 @@ jobs:
               color="5865F2"  # Discord蓝色
           )
           
-          # 添加润色后的发布说明
-          if enhanced_notes:
-              embed.add_embed_field(name="更新内容", value=enhanced_notes[:1024] if len(enhanced_notes) > 1024 else enhanced_notes)
+          # 处理发布说明，确保不超过Discord的字段限制
+          # Discord字段值限制为1024个字符
+          MAX_FIELD_LENGTH = 1024
+          
+          # 如果内容很短，直接添加
+          if enhanced_notes and len(enhanced_notes) <= MAX_FIELD_LENGTH:
+              embed.add_embed_field(name="📋 更新内容", value=enhanced_notes)
+          elif enhanced_notes:
+              # 尝试按段落或明显的分隔符分割内容
+              sections = []
               
-              # 如果内容太长，分段添加
-              if len(enhanced_notes) > 1024:
-                  remaining = enhanced_notes[1024:]
-                  chunks = [remaining[i:i+1024] for i in range(0, len(remaining), 1024)]
+              # 检查是否有明显的新功能、优化、修复等部分
+              if "**新增功能**" in enhanced_notes or "**新功能**" in enhanced_notes:
+                  parts = enhanced_notes.split("**新增功能**", 1)
+                  if len(parts) > 1:
+                      intro = parts[0].strip()
+                      if intro:
+                          sections.append(("📋 更新概述", intro))
+                      
+                      rest = "**新增功能**" + parts[1]
+                      
+                      # 进一步分割剩余部分
+                      feature_end = -1
+                      for marker in ["**优化内容**", "**性能优化**", "**修复内容**", "**bug修复**", "**问题修复**"]:
+                          pos = rest.lower().find(marker.lower())
+                          if pos != -1 and (feature_end == -1 or pos < feature_end):
+                              feature_end = pos
+                      
+                      if feature_end != -1:
+                          sections.append(("✨ 新增功能", rest[:feature_end].strip()))
+                          rest = rest[feature_end:]
+                      else:
+                          sections.append(("✨ 新增功能", rest.strip()))
+                          rest = ""
+                      
+                      # 继续分割剩余部分
+                      if rest:
+                          optimize_end = -1
+                          for marker in ["**修复内容**", "**bug修复**", "**问题修复**"]:
+                              pos = rest.lower().find(marker.lower())
+                              if pos != -1 and (optimize_end == -1 or pos < optimize_end):
+                                  optimize_end = pos
+                          
+                          if optimize_end != -1:
+                              sections.append(("⚡ 优化内容", rest[:optimize_end].strip()))
+                              sections.append(("🔧 修复内容", rest[optimize_end:].strip()))
+                          else:
+                              sections.append(("⚡ 优化内容", rest.strip()))
+              else:
+                  # 如果没有明显的结构，按长度分割
+                  chunks = [enhanced_notes[i:i+MAX_FIELD_LENGTH] for i in range(0, len(enhanced_notes), MAX_FIELD_LENGTH)]
                   for i, chunk in enumerate(chunks):
-                      embed.add_embed_field(name=f"更新内容（续{i+1}）", value=chunk)
+                      if i == 0:
+                          sections.append(("📋 更新内容", chunk))
+                      else:
+                          sections.append((f"📋 更新内容（续{i}）", chunk))
+              
+              # 添加所有部分到embed
+              for name, content in sections:
+                  if len(content) > MAX_FIELD_LENGTH:
+                      # 如果单个部分仍然过长，进一步分割
+                      sub_chunks = [content[i:i+MAX_FIELD_LENGTH] for i in range(0, len(content), MAX_FIELD_LENGTH)]
+                      for i, chunk in enumerate(sub_chunks):
+                          if i == 0:
+                              embed.add_embed_field(name=name, value=chunk)
+                          else:
+                              embed.add_embed_field(name=f"{name}（续{i}）", value=chunk)
+                  else:
+                      embed.add_embed_field(name=name, value=content)
           else:
-              embed.add_embed_field(name="更新内容", value="无详细更新内容")
+              embed.add_embed_field(name="📋 更新内容", value="无详细更新内容")
           
           # 添加下载链接
           html_url = release_info.get("html_url", "")
           if html_url:
-              embed.add_embed_field(name="下载链接", value=html_url)
+              embed.add_embed_field(name="📥 下载链接", value=html_url, inline=False)
           
           # 设置页脚
-          embed.set_footer(text="NarratoAI 团队")
+          embed.set_footer(text=f"NarratoAI 团队 • {release_date}")
           embed.set_timestamp()
           
           # 添加嵌入式消息到webhook
diff --git a/.github/workflows/dockerImageBuild.yml b/.github/workflows/dockerImageBuild.yml
deleted file mode 100644
index 6c4755e..0000000
--- a/.github/workflows/dockerImageBuild.yml
+++ /dev/null
@@ -1,48 +0,0 @@
-name: build_docker
-
-on:
-  release:
-    types: [created] # 表示在创建新的 Release 时触发
-  workflow_dispatch:
-
-jobs:
-  build_docker:
-    name: Build docker
-    runs-on: ubuntu-latest
-    steps:
-      - name: Remove unnecessary files
-        run: |
-          sudo rm -rf /usr/share/dotnet
-          sudo rm -rf "$AGENT_TOOLSDIRECTORY"
-      - name: Checkout
-        uses: actions/checkout@v3
-
-      - name: Set up QEMU
-        uses: docker/setup-qemu-action@v3
-
-      - name: Set up Docker Buildx
-        uses: docker/setup-buildx-action@v3
-
-      - name: Login to DockerHub
-        uses: docker/login-action@v3
-        with:
-          username: ${{ secrets.DOCKERHUB_USERNAME }}
-          password: ${{ secrets.DOCKERHUB_TOKEN }}
-
-      - name: Extract project version
-        id: extract_version
-        run: |
-          project_version=$(grep 'project_version' config.example.toml | cut -d '"' -f 2)
-          echo "PROJECT_VERSION=$project_version" >> $GITHUB_ENV
-
-      - name: Build and push
-        id: docker_build
-        uses: docker/build-push-action@v6
-        with:
-          context: .
-          file: ./Dockerfile
-          push: true
-          platforms: linux/amd64,linux/arm64
-          tags: |
-            ${{ secrets.DOCKERHUB_USERNAME }}/narratoai:${{ env.PROJECT_VERSION }}
-            ${{ secrets.DOCKERHUB_USERNAME }}/narratoai:latest
diff --git a/.github/workflows/latest-changes.yml b/.github/workflows/latest-changes.yml
deleted file mode 100644
index bd40fb7..0000000
--- a/.github/workflows/latest-changes.yml
+++ /dev/null
@@ -1,40 +0,0 @@
-name: Latest Changes
-
-on:
-  pull_request_target:
-    branches:
-      - main
-    types:
-      - closed
-  workflow_dispatch:
-    inputs:
-      number:
-        description: PR number
-        required: true
-      debug_enabled:
-        description: "在启用 tmate 调试的情况下运行构建 (https://github.com/marketplace/actions/debugging-with-tmate)"
-        required: false
-        default: "false"
-
-jobs:
-  latest-changes:
-    runs-on: ubuntu-latest
-    permissions:
-      pull-requests: read
-    steps:
-      - name: Dump GitHub context
-        env:
-          GITHUB_CONTEXT: ${{ toJson(github) }}
-        run: echo "$GITHUB_CONTEXT"
-      - uses: actions/checkout@v4
-        with:
-          # 允许将最新更改提交到主分支
-          token: ${{ secrets.GIT_TOKEN }}
-      - uses: tiangolo/latest-changes@0.3.2
-        with:
-          token: ${{ secrets.GIT_TOKEN }}
-          latest_changes_file: ./release-notes.md
-          latest_changes_header: "## Latest Changes"
-          end_regex: "^## "
-          debug_logs: true
-          label_header_prefix: "### "
\ No newline at end of file
diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml
deleted file mode 100644
index 2278cff..0000000
--- a/.github/workflows/release-drafter.yml
+++ /dev/null
@@ -1,22 +0,0 @@
-name: Release Drafter
-
-on:
-  push:
-    branches:
-      - main
-  pull_request:
-    types: [opened, reopened, synchronize]
-
-permissions:
-  contents: read
-
-jobs:
-  update_release_draft:
-    permissions:
-      contents: write
-      pull-requests: write
-    runs-on: ubuntu-latest
-    steps:
-      - uses: release-drafter/release-drafter@v5
-        env:
-          GITHUB_TOKEN: ${{ secrets.GIT_TOKEN }}
\ No newline at end of file
diff --git a/project_version b/project_version
index 9ee8428..d895844 100644
--- a/project_version
+++ b/project_version
@@ -1 +1 @@
-0.6.2.4
\ No newline at end of file
+0.6.2.5
\ No newline at end of file