58 lines
3.4 KiB
Markdown
58 lines
3.4 KiB
Markdown
---
|
||
title: "Multi-Agent Workflow: Startup MVP with Persistent Memory"
|
||
type: source
|
||
tags: [multi-agent, workflow, memory, startup, mvp]
|
||
date: 2026-04-21
|
||
---
|
||
|
||
## Source File
|
||
- [[raw/Agent/agency-agents/examples/workflow-with-memory.md]]
|
||
|
||
## Summary
|
||
- 核心主题：基于 MCP Memory Server 的多智能体协作工作流，解决手动交接上下文丢失问题
|
||
- 问题域：传统工作流中 agent 间交接依赖人工复制粘贴，会话超时、多 agent 共享上下文、QA 失败回滚、跨日项目等场景下的上下文断裂
|
||
- 方法/机制：通过 MCP Memory Server 实现 `remember`、`recall`、`rollback`、`search` 操作，使 agents 自动存取项目状态，消除手动交接
|
||
- 结论/价值：上下文持久化 → 无复制粘贴交接 → 跨会话连续性 → QA 回滚自动化 → 多日项目可管理
|
||
|
||
## Key Claims
|
||
- MCP Memory Server 可实现 agent 间自动上下文存取，消除手动复制粘贴交接
|
||
- 记忆标签系统（tag everything with project name）是实现 recall 的关键
|
||
- Reality Checker 因所有 agent 存储工作于 memory，获得完整项目可见性
|
||
- Rollback 机制替代手动 undo，使 QA 失败恢复更紧密
|
||
|
||
## Key Quotes
|
||
> "With an MCP memory server installed, agents store their deliverables in memory and retrieve what they need automatically." — 核心价值主张
|
||
> "Agents recall what they need automatically" vs "Copy-paste full output between agents" — 前后对比
|
||
> "Tag everything with the project name: This is what makes recall work." — 实施关键模式
|
||
|
||
## Key Concepts
|
||
- [[MCP Memory Server]]：模型上下文协议记忆服务器，支持 remember/recall/rollback/search 操作
|
||
- [[Multi-Agent Workflow]]：多智能体协作流水线，多角色 agents 顺序/并行执行
|
||
- [[Memory Tagging]]：记忆标签系统，通过项目名和接收 agent 名标记记忆实现精准召回
|
||
- [[Rollback Mechanism]]：回滚机制，agent 可回退到最后检查点并修复问题
|
||
- [[Reality Checker]]：真实性检查智能体，在每个里程碑前评估可发货性和风险
|
||
|
||
## Key Entities
|
||
- [[Sprint Prioritizer]]：冲刺规划智能体，将项目拆分为 4 个每周冲刺
|
||
- [[UX Researcher]]：用户体验研究智能体，进行竞品分析输出研究简报
|
||
- [[Backend Architect]]：后端架构智能体，设计数据库 schema 和 REST API
|
||
- [[Frontend Developer]]：前端开发智能体，基于 API spec 构建 React 应用
|
||
- [[Rapid Prototyper]]：快速原型智能体，加速初始版本上线
|
||
- [[Growth Hacker]]：增长黑客智能体，规划产品发布策略
|
||
- [[RetroBoard]]：团队回顾工具名称，作为示例项目贯穿全文
|
||
|
||
## Connections
|
||
- [[Sprint Prioritizer]] → produces → [[Sprint Plan]]
|
||
- [[UX Researcher]] → produces → [[Research Brief]]
|
||
- [[Backend Architect]] → recalls → [[Sprint Plan]] + [[Research Brief]]
|
||
- [[Backend Architect]] → produces → [[API Spec]] + [[Database Schema]]
|
||
- [[Frontend Developer]] → recalls → [[API Spec]] + [[Database Schema]]
|
||
- [[Growth Hacker]] → recalls → [[Reality Checker Verdict]] + [[Launch Plan]]
|
||
- [[Reality Checker]] → recalls → ALL deliverables for full project visibility
|
||
|
||
## Contradictions
|
||
- 与 [[workflow-startup-mvp.md]] 冲突：
|
||
- 冲突点：相同项目（RetroBoard）但有无 MCP Memory Server 的两种版本
|
||
- 当前观点：带 Memory 的版本通过自动 recall 消除手动交接
|
||
- 对方观点：无 Memory 版本依赖人工复制粘贴上下文
|