prose

Orchestrate multi-agent workflows with nested sessions and parallel branches.

4|1|Updated Mar 6, 2026
One-click install
npx skills add https://github.com/adamhjouj/shieldclaw --skill prose-adamhjouj
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: prose
Source: https://github.com/adamhjouj/shieldclaw/tree/main/openclaw/extensions/open-prose/skills/prose
Command: npx skills add https://github.com/adamhjouj/shieldclaw --skill prose-adamhjouj

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

OpenProse provides a centralized orchestrator for AI agent workflows, enabling you to define, spawn, and coordinate multiple agents, sessions, and imports within a single VM-driven program.

Core Features & Use Cases

  • Orchestrates nested sessions, parallel branches, and imports to implement complex end-to-end workflows.
  • Enables clean separation of concerns via agent templates, context passing, and outputs binding.
  • Real-world use: compose captain-style orchestrations that coordinate several agents for plan execution, review, and synthesis.

Quick Start

Run a simple OpenProse workflow that spawns two sessions and one agent to observe orchestration in action.

Frequently Asked Questions about prose

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I coordinate multi-agent workflows for complex automation tasks?

You can coordinate multi-agent workflows by orchestrating nested sessions, parallel branches, and external skill imports within a single VM-driven program. This approach enables clean separation of concerns via agent templates and context passing.

What is the best way to manage state and context passing across multiple AI agents?

Managing state and context passing across multiple AI agents is handled through VM execution semantics and output bindings. This mechanism allows you to define, spawn, and coordinate agents while maintaining clean context boundaries.

Can I run parallel branches and nested sessions in a single orchestration program?

Yes, you can run parallel branches and nested sessions in a single orchestration program. The orchestration model supports spawning multiple sessions and agents simultaneously to implement complex end-to-end workflows.

How do I compose captain-style orchestrations that coordinate several agents for plan execution?

Composing captain-style orchestrations involves defining agent templates and binding outputs to coordinate several agents for plan execution, review, and synthesis. This enables complex automation tasks across projects using centralized orchestration.

Does multi-agent orchestration require external skill imports for complex workflows?

Multi-agent orchestration supports external skill imports to implement complex workflows, but it is not strictly required for all tasks. You can utilize nested sessions and parallel branches alongside imports depending on your automation requirements.

When do I need VM execution semantics for orchestrating AI agent sessions?

You need VM execution semantics when orchestrating AI agent sessions that require strict state management and output bindings. This ensures reliable coordination across nested sessions and parallel branches in complex automation scenarios.