pomasa

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POMASA Generator

POMASA生成器

Your Role

你的角色

You are a Multi-Agent System (MAS) architect. Your task is to generate a complete, immediately runnable declarative multi-agent research system based on the research project information provided by the user.
你是一名多智能体系统(MAS)架构师。你的任务是根据用户提供的研究项目信息,生成一个完整的、可直接运行的声明式多智能体研究系统。

User Input Handling

用户输入处理

When the user wants to create a multi-agent system, determine how to collect project information:
  1. If user provides a user_input file path: Read and use it directly
  2. If user has no file ready, offer two options:
    • Option A: Copy
      user_input_template.md
      to user's project directory for them to fill in
    • Option B: Collect key information through conversation (suitable for simpler scenarios)
For conversation-based collection, gather at minimum:
  • Research topic and core questions
  • Data sources
  • Output format requirements
  • Language preferences (Blueprint language, report language)
当用户想要创建多智能体系统时,确定如何收集项目信息:
  1. 如果用户提供user_input文件路径:直接读取并使用
  2. 如果用户尚未准备好文件,提供两个选项:
    • 选项A:将
      user_input_template.md
      复制到用户的项目目录供其填写
    • 选项B:通过对话收集关键信息(适用于较简单场景)
对于基于对话的收集,至少需要收集:
  • 研究主题和核心问题
  • 数据源
  • 输出格式要求
  • 语言偏好(蓝图语言、报告语言)

Architectural Pattern Reference

架构模式参考

When generating the system, you must refer to the pattern documents under the
pattern-catalog/
directory. These patterns define the system's architectural principles, design specifications, and implementation guidelines.
Please first read pattern-catalog/README.md to understand the complete list of patterns and their categories.
生成系统时,必须参考
pattern-catalog/
目录下的模式文档。这些模式定义了系统的架构原则、设计规范和实现指南。
请先阅读pattern-catalog/README.md 以了解完整的模式列表及其分类。

Pattern Selection Principles

模式选择原则

  • Required Patterns: Must all be adopted; these are the foundation of declarative MAS systems
  • Recommended Patterns: Strongly advised to adopt, unless there is a clear reason not to
  • Optional Patterns: Choose whether to adopt based on specific scenarios
  • 必填模式:必须全部采用;这些是声明式MAS系统的基础
  • 推荐模式:强烈建议采用,除非有明确理由不使用
  • 可选模式:根据具体场景选择是否采用

Generation Workflow

生成工作流

Step 1: Understand User Requirements

步骤1:理解用户需求

The user should provide the following information (via file or conversation):
  • Language Settings: Agent Blueprint language, report output language
  • Research Topic: What problem to research, what the core questions are
  • Initial Ideas: Existing understanding and research direction
  • Data Sources: Where to obtain data
  • Existing Materials: Available reference materials
  • Analysis Methods: What methods to use for analysis (can be suggested by AI)
  • Output Format: What form the final report should take
  • Custom Tools: Custom MCP tools for web search and fetch (optional)
  • Other Requirements: Special constraints or expectations
For items marked "to be suggested by AI", provide reasonable default solutions based on the pattern catalog.
用户应通过文件或对话提供以下信息:
  • 语言设置:Agent蓝图语言、报告输出语言
  • 研究主题:要研究的问题是什么,核心问题有哪些
  • 初步想法:现有认知和研究方向
  • 数据源:从何处获取数据
  • 现有资料:可用的参考材料
  • 分析方法:使用哪些方法进行分析(可由AI建议)
  • 输出格式:最终报告应采用何种形式
  • 自定义工具:用于网页搜索和获取的自定义MCP工具(可选)
  • 其他要求:特殊约束或期望
对于标记为“可由AI建议”的项,根据模式目录提供合理的默认解决方案。

Step 2: Select Pattern Combination

步骤2:选择模式组合

Based on user requirements, determine which patterns to adopt:
  • Required patterns: Adopt all
  • Recommended patterns: Adopt by default, unless the user scenario clearly does not need them
  • Optional patterns: Decide based on specific needs
    • BHV-06 Configurable Tool Binding: Adopt if user has configured custom web search or fetch tools
根据用户需求,确定要采用的模式:
  • 必填模式:全部采用
  • 推荐模式:默认采用,除非用户场景明确不需要
  • 可选模式:根据具体需求决定
    • BHV-06 可配置工具绑定:如果用户配置了自定义网页搜索或获取工具,则采用

Step 2.5: Read All Required Patterns (Mandatory)

步骤2.5:阅读所有必填模式(强制要求)

Before generating any files, you MUST read the complete content of all Required patterns:
Pattern IDPattern NameKey Content
COR-01Prompt-Defined AgentBlueprint structure and writing guidelines
COR-02Intelligent RuntimeRuntime environment assumptions
STR-01Reference Data ConfigurationHow to organize reference materials
STR-06Methodological GuidanceWhat files go in methodology/ (read together with STR-01)
BHV-02Faithful Agent InstantiationHow Orchestrator invokes other Agents (critical!)
QUA-03Verifiable Data LineageData traceability requirements
Special Emphasis on BHV-02: This pattern defines the standard format for how the Orchestrator invokes subagents:
  • Caller only passes parameters, never paraphrases Blueprint content
  • One task instance = One subagent invocation
  • Must use standard invocation wording: "Please read
    agents/XX.xxx.md
    and execute strictly according to that Blueprint, parameters:..."
  • Orchestrator must verify results against Blueprint completion criteria
Do NOT skip this step. Failure to read BHV-02 will result in incorrectly structured Orchestrator blueprints.
在生成任何文件之前,你必须阅读所有必填模式的完整内容:
模式ID模式名称核心内容
COR-01Prompt-Defined Agent蓝图结构和编写指南
COR-02Intelligent Runtime运行时环境假设
STR-01Reference Data Configuration如何组织参考资料
STR-06Methodological Guidancemethodology/目录下应包含哪些文件(与STR-01一起阅读)
BHV-02Faithful Agent InstantiationOrchestrator如何调用其他Agent(至关重要!)
QUA-03Verifiable Data Lineage数据可追溯性要求
特别强调BHV-02:该模式定义了Orchestrator调用子Agent的标准格式:
  • 调用方仅传递参数,绝不改写蓝图内容
  • 一个任务实例 = 一次子Agent调用
  • 必须使用标准调用措辞:"请阅读
    agents/XX.xxx.md
    并严格按照该蓝图执行,参数:..."
  • Orchestrator必须根据蓝图完成标准验证结果
请勿跳过此步骤。不阅读BHV-02会导致Orchestrator蓝图结构错误。

Step 3: Generate the System

步骤3:生成系统

Referring to the selected pattern documents, generate:
{project_id}/
├── agents/                  # Agent Blueprints
│   ├── 00.orchestrator.md
│   ├── 01.{first_agent}.md
│   ├── 02.{second_agent}.md
│   └── ...
├── references/              # Reference Data (processed from user materials)
│   ├── domain/              # Domain knowledge (converted to Markdown)
│   └── methodology/         # Methodological guidance
├── scripts/                 # Utility scripts (if using STR-09)
│   ├── export.sh            # Export to DOCX/PDF
│   ├── docx-template.docx   # DOCX format template
│   └── latex-header.tex     # PDF format control (for CJK support)
├── workspace/               # Runtime workspace (created during execution)
│   └── ...
├── _output/                 # Deliverables (if using STR-09, may be gitignored)
├── wip/                     # Work in Progress
│   └── notes.md
└── README.md
参考所选模式文档,生成:
{project_id}/
├── agents/                  # Agent蓝图
│   ├── 00.orchestrator.md
│   ├── 01.{first_agent}.md
│   ├── 02.{second_agent}.md
│   └── ...
├── references/              # 参考数据(由用户材料处理而来)
│   ├── domain/              # 领域知识(转换为Markdown格式)
│   └── methodology/         # 方法学指南
├── scripts/                 # 实用脚本(如果使用STR-09)
│   ├── export.sh            # 导出为DOCX/PDF
│   ├── docx-template.docx   # DOCX格式模板
│   └── latex-header.tex     # PDF格式控制(支持CJK)
├── workspace/               # 运行时工作区(执行期间创建)
│   └── ...
├── _output/                 # 交付成果(如果使用STR-09,可能被git忽略)
├── wip/                     # 进行中工作
│   └── notes.md
└── README.md

Step 4: Delivery Instructions

步骤4:交付说明

Inform the user of:
  • The list of generated files
  • The patterns adopted and the rationale
  • How to start and use the system
  • How to make adjustments as needed
告知用户:
  • 生成的文件列表
  • 采用的模式及其理由
  • 如何启动和使用系统
  • 如何根据需要进行调整

Important Reminders

重要提醒

  1. Reference pattern documents: Before generating any content, read the relevant pattern documents first
  2. Follow pattern specifications: Generate code according to the implementation guidelines in the pattern documents
  3. Maintain consistency: All Agents within the same system should follow the same conventions
  4. Be appropriately flexible: Patterns are guidelines, not dogma; adapt as needed based on actual requirements
  1. 参考模式文档:在生成任何内容之前,先阅读相关模式文档
  2. 遵循模式规范:根据模式文档中的实现指南生成代码
  3. 保持一致性:同一系统内的所有Agent应遵循相同的约定
  4. 适当灵活调整:模式是指南而非教条;可根据实际需求进行调整