commit a75a9aaaaeee8b8e98af744725fc54a58cc3d883 Author: st2411020120 Date: Thu Jan 8 20:32:03 2026 +0800 Initial commit: 多 Agent 决策工作坊项目 diff --git a/.python-version b/.python-version new file mode 100644 index 0000000..6324d40 --- /dev/null +++ b/.python-version @@ -0,0 +1 @@ +3.14 diff --git a/Project_Design.md b/Project_Design.md new file mode 100644 index 0000000..60403d8 --- /dev/null +++ b/Project_Design.md @@ -0,0 +1,144 @@ +# 多 Agent 决策工作坊 - 项目设计文档 + +## 1. 一句话描述 + +多 Agent 决策工作坊是一个为团队提供方案评审服务的 Web 应用，通过模拟多角色视角的辩论，帮助团队生成全面、客观的决策要点。 + +## 2. 核心功能 (MVP) + +### 2.1 工作坊创建与管理 +- 创建新的决策工作坊，设置工作目标和评审范围 +- 管理已有的工作坊，支持查看和编辑工作坊信息 + +### 2.2 多角色配置 +- 为每个工作坊配置不同的角色（如产品经理、技术专家、用户代表等） +- 为每个角色设置独特的视角和关注点，确保决策考虑的全面性 + +### 2.3 AI 驱动的决策分析 +- 收集多角色的辩论内容和观点 +- 使用 DeepSeek API 分析辩论内容，生成全面的决策要点和建议 +- 展示决策分析结果，包括关键因素、风险评估和具体建议 + +## 3. 交互流程 + +### 3.1 用户操作流程 + +1. **用户打开应用** + - 访问应用首页，查看已有工作坊列表 + +2. **创建新工作坊** + - 点击"创建新工作坊"按钮 + - 填写工作坊名称和目标 + - 点击"下一步"按钮进入角色配置 + +3. **配置角色** + - 输入角色名称（如产品经理、技术专家等） + - 输入角色的视角和关注点 + - 点击"添加更多角色"继续添加，或点击"完成配置"进入辩论环节 + +4. **开始辩论** + - 选择一个角色 + - 输入该角色的观点和建议 + - 点击"提交观点"按钮 + - 重复以上步骤，为不同角色添加观点 + +5. **查看决策分析** + - 点击"查看结果"按钮 + - 系统使用 DeepSeek API 分析辩论内容 + - 展示 AI 生成的决策要点和建议 + +### 3.2 页面流程 + +``` +首页 (index.html) + ↓ +创建工作坊 (create_workshop.html) + ↓ +配置角色 (configure_roles.html) + ↓ +开始辩论 (start_debate.html) + ↓ +查看结果 (results.html) +``` + +## 4. 技术实现 + +### 4.1 技术栈 + +- **后端**：Python 3.8+, Flask 框架 +- **前端**：HTML5, CSS3, Jinja2 模板引擎 +- **AI 集成**：DeepSeek API +- **环境管理**：uv 虚拟环境 +- **依赖管理**：pip +- **配置管理**：python-dotenv + +### 4.2 核心技术点 + +#### 4.2.1 DeepSeek API 集成 + +- 使用 DeepSeek API 分析辩论内容，生成决策要点 +- 构建有效的系统提示，引导 AI 生成高质量的决策分析 +- 实现错误处理，确保 API 调用失败时系统仍能正常运行 + +#### 4.2.2 数据管理 + +- 使用内存字典存储工作坊数据（开发阶段） +- 支持工作坊的创建、编辑和查询 +- 支持角色配置和辩论内容的管理 + +#### 4.2.3 用户界面 + +- 响应式设计，适配不同屏幕尺寸 +- 直观的用户操作流程，减少学习成本 +- 清晰的结果展示，突出决策要点和建议 + +## 5. 项目结构 + +``` +. +├── app.py # 主应用文件 +├── .env # 环境变量配置 +├── README.md # 项目说明文档 +├── Project_Design.md # 项目设计文档 +├── requirements.txt # 依赖项列表 +└── templates/ # HTML 模板文件 + ├── index.html # 首页 + ├── create_workshop.html # 创建工作坊页面 + ├── configure_roles.html # 配置角色页面 + ├── start_debate.html # 开始辩论页面 + └── results.html # 查看结果页面 +``` + +## 6. 依赖项 + +| 依赖项 | 版本 | 用途 | +|-------|------|------| +| Flask | ^2.0.0 | Web 框架 | +| requests | ^2.26.0 | HTTP 客户端，用于调用 DeepSeek API | +| python-dotenv | ^0.19.0 | 环境变量管理 | + +## 7. 环境要求 + +- Python 3.8+ +- uv 虚拟环境管理工具 +- DeepSeek API 密钥 + +## 8. 后续扩展 + +- **持久化存储**：使用数据库存储工作坊数据，支持长期保存和历史查询 +- **用户认证**：添加用户登录功能，支持多用户协作 +- **高级分析**：增强 AI 分析能力，提供更详细的决策建议和风险评估 +- **导出功能**：支持将决策结果导出为 PDF 或其他格式 +- **集成其他 LLM**：支持集成多个 AI 模型，提供更全面的分析视角 + +## 9. 风险评估 + +- **API 调用限制**：DeepSeek API 可能有调用次数或速率限制，需要实现合理的错误处理和重试机制 +- **数据安全**：工作坊内容可能包含敏感信息，需要考虑数据加密和访问控制 +- **性能优化**：AI 分析可能需要较长时间，需要实现异步处理或进度提示 + +## 10. 结论 + +多 Agent 决策工作坊通过模拟多角色视角的辩论，结合 AI 分析能力，为团队提供了一种全新的方案评审方式。它不仅能够帮助团队生成全面、客观的决策要点，还能够促进团队成员之间的有效沟通和协作。 + +该项目的 MVP 版本已经包含了核心功能，能够满足基本的方案评审需求。后续可以通过持续优化和扩展，进一步提升系统的功能和用户体验。 \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..3f78c96 --- /dev/null +++ b/README.md @@ -0,0 +1,88 @@ +# 多 Agent 决策工作坊 + +## 项目概述 + +多 Agent 决策工作坊是一个基于 Flask 和 DeepSeek API 的方案评审工具，通过模拟多角色视角的辩论，帮助团队生成全面、客观的决策要点。 + +## 核心功能 + +1. **工作坊创建与管理**：创建新的决策工作坊，设置工作目标和评审范围。 +2. **多角色配置**：为每个工作坊配置不同的角色（如产品经理、技术专家、用户代表等），每个角色拥有独特的视角和关注点。 +3. **AI 驱动的决策分析**：基于多角色的辩论内容，使用 DeepSeek API 生成全面的决策要点和建议。 + +## 使用场景 + +- **产品方案评审**：评估新功能或产品方案的可行性和风险。 +- **技术选型决策**：在多种技术方案中进行客观比较和选择。 +- **项目规划评审**：对项目计划、资源分配等进行多维度分析。 + +## 快速开始 + +### 环境要求 + +- Python 3.8+ +- uv 虚拟环境管理工具 +- DeepSeek API 密钥 + +### 安装步骤 + +1. **克隆项目** + +2. **初始化虚拟环境** + ```bash + uv init + ``` + +3. **安装依赖** + ```bash + uv add flask requests python-dotenv + ``` + +4. **配置 API 密钥** + 创建 `.env` 文件，添加以下内容： + ``` + DEEPSEEK_API_KEY=your_deepseek_api_key + ``` + +5. **启动应用** + ```bash + python app.py + ``` + +6. **访问应用** + 打开浏览器，访问 `http://localhost:5000` + +## 项目结构 + +``` +. +├── app.py # 主应用文件 +├── .env # 环境变量配置 +├── README.md # 项目说明文档 +├── Project_Design.md # 项目设计文档 +├── requirements.txt # 依赖项列表 +└── templates/ # HTML 模板文件 + ├── index.html # 首页 + ├── create_workshop.html # 创建工作坊页面 + ├── configure_roles.html # 配置角色页面 + ├── start_debate.html # 开始辩论页面 + └── results.html # 查看结果页面 +``` + +## 使用指南 + +1. **创建工作坊**：在首页点击"创建新工作坊"，填写工作坊名称和目标。 +2. **配置角色**：为工作坊添加不同的角色，每个角色需要设置名称和视角。 +3. **开始辩论**：选择角色，输入该角色的观点和建议。 +4. **查看结果**：系统会基于所有角色的辩论内容，生成决策要点和建议。 + +## 技术栈 + +- **后端**：Python, Flask +- **前端**：HTML, CSS, Jinja2 模板 +- **AI 集成**：DeepSeek API +- **环境管理**：uv + +## 许可证 + +MIT \ No newline at end of file diff --git a/app.py b/app.py new file mode 100644 index 0000000..eed3d8d --- /dev/null +++ b/app.py @@ -0,0 +1,133 @@ +from flask import Flask, render_template, request, redirect, url_for +import requests +import json +from dotenv import load_dotenv +import os + +# 加载环境变量 +load_dotenv() + +app = Flask(__name__) + +# DeepSeek API 配置 +DEEPSEEK_API_KEY = os.getenv('DEEPSEEK_API_KEY', 'sk-137bb3c986b640ae838d2cd2bfbca1dc') +DEEPSEEK_API_URL = 'https://api.deepseek.com/v1/chat/completions' + +def generate_decision_points(workshop): + """使用DeepSeek API生成决策要点""" + # 构建辩论内容的摘要 + debate_summary = "辩论内容：\n" + for item in workshop['debate_content']: + debate_summary += f"{item['role']}: {item['opinion']}\n" + + # 构建系统提示 + system_prompt = f"你是一个决策分析专家，需要基于以下辩论内容，为'{workshop['name']}'工作坊生成全面的决策要点。工作坊目标是：{workshop['goal']}。请从多个角度分析，提取关键决策点，并提供具体的建议。" + + # 构建请求数据 + data = { + "model": "deepseek-chat", + "messages": [ + {"role": "system", "content": system_prompt}, + {"role": "user", "content": debate_summary} + ], + "temperature": 0.7, + "max_tokens": 1000 + } + + # 发送请求 + headers = { + 'Content-Type': 'application/json', + 'Authorization': f'Bearer {DEEPSEEK_API_KEY}' + } + + try: + response = requests.post(DEEPSEEK_API_URL, headers=headers, data=json.dumps(data)) + response.raise_for_status() + result = response.json() + decision_points = result['choices'][0]['message']['content'] + return decision_points + except Exception as e: + # 错误处理，返回简单的决策要点 + decision_points = [] + for content in workshop['debate_content']: + decision_points.append(f"{content['role']}: {content['opinion'][:100]}...") + return "\n".join(decision_points) + +# 存储工作坊数据的临时字典 +workshops = {} + +@app.route('/') +def index(): + return render_template('index.html', workshops=workshops) + +@app.route('/create', methods=['GET', 'POST']) +def create_workshop(): + if request.method == 'POST': + workshop_id = len(workshops) + 1 + workshop_name = request.form['workshop_name'] + workshop_goal = request.form['workshop_goal'] + + workshops[workshop_id] = { + 'name': workshop_name, + 'goal': workshop_goal, + 'roles': [], + 'debate_content': [], + 'decision_points': [] + } + + return redirect(url_for('configure_roles', workshop_id=workshop_id)) + return render_template('create_workshop.html') + +@app.route('/workshop//roles', methods=['GET', 'POST']) +def configure_roles(workshop_id): + if workshop_id not in workshops: + return redirect(url_for('index')) + + if request.method == 'POST': + role_name = request.form['role_name'] + role_perspective = request.form['role_perspective'] + + workshops[workshop_id]['roles'].append({ + 'name': role_name, + 'perspective': role_perspective + }) + + if 'add_more' in request.form: + return redirect(url_for('configure_roles', workshop_id=workshop_id)) + else: + return redirect(url_for('start_debate', workshop_id=workshop_id)) + + return render_template('configure_roles.html', workshop=workshops[workshop_id], workshop_id=workshop_id) + +@app.route('/workshop//debate', methods=['GET', 'POST']) +def start_debate(workshop_id): + if workshop_id not in workshops: + return redirect(url_for('index')) + + if request.method == 'POST': + role_index = int(request.form['role_index']) + role_opinion = request.form['role_opinion'] + + workshops[workshop_id]['debate_content'].append({ + 'role': workshops[workshop_id]['roles'][role_index]['name'], + 'opinion': role_opinion + }) + + return redirect(url_for('start_debate', workshop_id=workshop_id)) + + return render_template('start_debate.html', workshop=workshops[workshop_id], workshop_id=workshop_id) + +@app.route('/workshop//results') +def show_results(workshop_id): + if workshop_id not in workshops: + return redirect(url_for('index')) + + # 使用DeepSeek API生成决策要点 + workshop = workshops[workshop_id] + decision_points = generate_decision_points(workshop) + workshop['decision_points'] = decision_points + + return render_template('results.html', workshop=workshop, workshop_id=workshop_id) + +if __name__ == '__main__': + app.run(debug=True) \ No newline at end of file diff --git a/main.py b/main.py new file mode 100644 index 0000000..5083e22 --- /dev/null +++ b/main.py @@ -0,0 +1,6 @@ +def main(): + print("Hello from 1!") + + +if __name__ == "__main__": + main() diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..9d460da --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,11 @@ +[project] +name = "1" +version = "0.1.0" +description = "Add your description here" +readme = "README.md" +requires-python = ">=3.14" +dependencies = [ + "flask>=3.1.2", + "python-dotenv>=1.2.1", + "requests>=2.32.5", +] diff --git a/templates/configure_roles.html b/templates/configure_roles.html new file mode 100644 index 0000000..d1a33ba --- /dev/null +++ b/templates/configure_roles.html @@ -0,0 +1,108 @@ + + + + + + 配置角色 - {{ workshop.name }} + + + +
+

配置角色 - {{ workshop.name }}

+ 返回首页 + +
+

已配置角色

+ {% if workshop.roles %} + {% for role in workshop.roles %} +
+ {{ role.name }} +

{{ role.perspective }}

+
+ {% endfor %} + {% else %} +

暂无角色，请添加第一个角色

+ {% endif %} +
+ +
+ + + + + + + + +
+
+ + \ No newline at end of file diff --git a/templates/create_workshop.html b/templates/create_workshop.html new file mode 100644 index 0000000..69ce2b2 --- /dev/null +++ b/templates/create_workshop.html @@ -0,0 +1,79 @@ + + + + + + 创建工作坊 + + + +
+

创建工作坊

+ 返回首页 + +
+ + + + + + + +
+
+ + \ No newline at end of file diff --git a/templates/index.html b/templates/index.html new file mode 100644 index 0000000..cfc06f6 --- /dev/null +++ b/templates/index.html @@ -0,0 +1,89 @@ + + + + + + 多 Agent 决策工作坊 + + + +
+

多 Agent 决策工作坊

+ 创建新工作坊 + +
+

工作坊列表

+ {% if workshops %} + {% for workshop_id, workshop in workshops.items() %} +
+

{{ workshop.name }}

+

目标: {{ workshop.goal }}

+

角色数量: {{ workshop.roles|length }}

+
+ 配置角色 + 开始辩论 + 查看结果 +
+
+ {% endfor %} + {% else %} +

暂无工作坊，请创建新工作坊

+ {% endif %} +
+
+ + \ No newline at end of file diff --git a/templates/results.html b/templates/results.html new file mode 100644 index 0000000..573dda1 --- /dev/null +++ b/templates/results.html @@ -0,0 +1,99 @@ + + + + + + 决策要点 - {{ workshop.name }} + + + +
+

决策要点 - {{ workshop.name }}

+ 返回首页 + 继续辩论 + +

工作坊目标

+

{{ workshop.goal }}

+ +

AI 生成的决策要点

+
+ {{ workshop.decision_points }} +
+ +

辩论内容摘要

+
+ {% if workshop.debate_content %} + {% for item in workshop.debate_content %} +
+ {{ item.role }} +

{{ item.opinion }}

+
+ {% endfor %} + {% else %} +

暂无辩论内容，请先添加辩论内容

+ {% endif %} +
+
+ + \ No newline at end of file diff --git a/templates/start_debate.html b/templates/start_debate.html new file mode 100644 index 0000000..cc323db --- /dev/null +++ b/templates/start_debate.html @@ -0,0 +1,120 @@ + + + + + + 开始辩论 - {{ workshop.name }} + + + +
+

开始辩论 - {{ workshop.name }}

+ 返回首页 + 查看结果 + +
+

辩论内容

+ {% if workshop.debate_content %} + {% for item in workshop.debate_content %} +
+ {{ item.role }} +

{{ item.opinion }}

+
+ {% endfor %} + {% else %} +

暂无辩论内容，请选择角色发表观点

+ {% endif %} +
+ +
+ + + + + + + +
+
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