Divide a Complex Task Across Multiple Agents
What this scenario solves
A single agent loses focus on long tasks, blows its context window, and delivers unstable quality.
Tool stack
Not the only solution, but a stack we have verified end to end. Each tool links to its full review, including who it is not for.
What you end up with
A lead-dispatches, sub-agents-execute-in-isolation, results-merge architecture, with write-scope partitioning and conflict avoidance.
Full steps
- 01核心概念
- 02快速開始
- 03三種運行模式
- 04Provider 支持（10+ 內建）
- 05v1.8.0 新功能深度解析
- 06CLI 使用（oma binary）
- 07實戰示例
- 08SharedMemory 深入解析
- 09Production Checklist
- 10與 Loop Engineering 的對比
Articles carrying the full content
- A Complete Tutorial for Open Multi-Agent (OMA): A TypeScript Multi-Agent Orchestration Framework from Goal to Task DAG
An in-depth look at OMA (open-multi-agent) v1.8.0: a TypeScript-native multi-Agent orchestration framework with Goal-Driven Task DAG, Checkpoint resume, Consensus verification, and support for 10+ LLM providers. Includes complete code examples and a hands-on tutorial.
2026-06-2643 minRead - Three-Layer Agent Collaboration Framework: Hermes → OpenClaw → Claude Code Architecture Explained
An in-depth analysis of a three-layer AI Agent collaboration architecture built on Hermes Agent, OpenClaw, and Claude Code: the responsibilities of each layer, the communication mechanism, and why it is designed this way.
2026-05-096 minRead - Subagent Isolation Architecture: Reliability Lessons for AI Financial Applications, From the AK-SDD Data Contamination Incident to the Clean Context Design Pattern, A Complete Journey
While continuously analyzing 00653 (Bonjour Holdings) and 00928 (King International Investment), 00653's CR Business Innovation Investment Fund (property fund, carrying value HK$368 million, impairment HK$154 million) data was abnormally mixed into the 00928 report. 00928's actual business is baijiu sales + health products + money lending, and it has no CR fund at all. This is not a hallucination; this is a systemic problem of context contamination.
2026-06-0825 minRead - 多 Agent 投研流水線：收集、分析、報告三段分工
單個 Agent 做不完投研任務：上下文會爆、注意力會散、錯誤會互相污染。本文給出收集、分析、報告三段分工的完整設計——各段的職責與負面清單、段間結構化 JSON 契約、寫入範圍劃分、失敗隔離與污染檢測、驗證門控的擺放位置，以及成本與延遲的取捨框架，附架構圖與失敗模式清單。
2026-09-3023 minRead
Adjacent scenarios
Other scenarios using
- OpenClaw in other scenarios
- Claude Code in other scenarios
- DeepSeek in other scenarios
Level: Advanced · Tracks: Developer Track · Business Track · Last verified: 2026-09-29