A hierarchical multi-agent orchestration framework that routes objectives through a pyramid structure of specialized AI agents.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install firm-orchestration
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install firm-orchestration using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Firm Orchestration?
Firm Orchestration implements a sophisticated Agent-to-Agent (A2A) pyramid pattern designed for Openclaw Skills. It mimics a corporate hierarchy where a CEO agent decomposes high-level objectives and delegates them down through departments, services, and individual employee agents. This approach ensures that complex tasks are handled by specialized sub-agents, leading to more reliable and structured outputs than single-agent approaches.
This skill is essential for users looking to scale their AI operations using Openclaw Skills. By enforcing strict handoff contracts and merge strategies, it maintains high quality and consistency across various AI-driven departments such as Engineering, Quality, and Operations. The system is built to handle the complexities of enterprise-grade task management within an AI ecosystem.
Firm Orchestration Use Cases
- Automating complex software development lifecycles from planning to Pull Request.
- Conducting multi-department security audits with CVSS scoring and fix recommendations.
- Orchestrating parallel research and strategy planning across multiple specialized AI sessions.
- Resolving cross-department blockers through automated joint resolution sessions.
- Managing large-scale content creation or marketing workflows using specialized AI sub-agents.
How Firm Orchestration Works
- The CEO agent receives a high-level objective and identifies the necessary departments involved.
- It triggers a parallel dispatch using Openclaw Skills session tools to send specific sub-tasks to department sessions simultaneously.
- Department agents further decompose tasks to service and employee levels via sessions_spawn if required.
- The system actively monitors for blockers; if a conflict arises, it spawns a temporary joint resolution session.
- Results are collected with a hard 30-second deadline to ensure timely convergence and prevent orphaned processes.
- A structured merge strategy validates outputs against a Definition of Done (DoD) before synthesizing the final deliverable.
Firm Orchestration Setup
To begin using this skill within your environment, ensure you have the Openclaw Skills framework properly configured. No external binaries are required as it leverages native session management tools.
# Trigger a full firm orchestration run directly in your OpenClaw session
@firm-orchestration run \
objective: "Build a payment API" \
departments: ["engineering", "quality"] \
delivery_format: "github_pr"
Firm Orchestration Data Schema & Taxonomy
The firm-orchestration skill uses a strict handoff contract to ensure data integrity across agents. Every delegation payload follows this structure:
| Property | Description | Type |
|---|---|---|
| from | The originating agent level (e.g., ceo) | String |
| to | The target department or service session | String |
| objective | The specific task description | String |
| constraints | Operational boundaries and limitations | Array |
| definition_of_done | Explicit criteria for task completion | String |
| reply_session | Reference to the parent session for result merging | String |
Firm Orchestration Advanced Features
- Parallel Dispatch Architecture: Fans out tasks to all departments simultaneously to minimize latency.
- Automated Conflict Resolution: Spawns joint sessions between conflicting departments to resolve blockers without human intervention.
- Hard Deadline Convergence: Hard 30-second timeouts prevent execution hangs by accepting partial results and flagging missing data.
- Dependency-Ordered Merging: Ensures logical output synthesis following the Strategy → Engineering → Quality → Ops sequence.
- Git Checkpointing: Mandatory commits for Engineering tasks and PR labeling for secure code management.
- Rate-Limited Spawning: Built-in security to prevent recursive session loops by capping spawns at 20 per run.
SKILL.md
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