Decompose large problems into parallel tasks orchestrated across multiple agents.
npx skills add https://github.com/KhoriumAI/SimOps --skill forge-workflow
Please help me install this Agent Skill. Skill: Forge Workflow Source: https://github.com/KhoriumAI/SimOps/tree/main/khorium_skills/forge_workflow_and_agent_splitting Command: npx skills add https://github.com/KhoriumAI/SimOps --skill forge-workflow
The Forge Workflow provides a disciplined, scalable framework to decompose large problems into parallel, isolated tasks while enforcing contracts and boundaries across human and AI agents.
Create a new Forge Workflow project, set up AI_Agent_Projects/[Project_Name]/, and begin decomposing a problem into isolated tasks with clear prompts and artifacts.
High-intent search queries and answers about installing and using this skill.
To decompose large problems for multi-agent orchestration, a central Architect defines isolated tasks and delegates them to independent Workers. This hierarchical approach enables parallel execution while enforcing strict file and interface protocols for safe handoffs.
The Clean Project Protocol is a strict file and interface framework that enforces boundaries and contracts across human and AI agents. It ensures reproducibility, clean handoffs, and safe collaboration during distributed prompt engineering and task decomposition.
Safe handoffs between independent AI agents are ensured by defining strict file and interface protocols. The workflow requires a verify_task.py script in worker folders to validate task isolation and enforce clean boundaries for reproducible collaboration.
Yes, multi-agent orchestration for large-scale problem decomposition can be implemented without external dependencies. The framework uses a central Architect to define tasks and independent Workers to execute them in parallel, enforcing contracts internally.
The best way to structure a project for parallel task execution is to create a new Forge Workflow project at AI_Agent_Projects/[Project_Name]/. This setup isolates tasks into independent worker folders with clear prompts, artifacts, and verify_task.py validation.
Hierarchical orchestration for multi-agent problem solving is not suitable for small, tightly coupled tasks that cannot run independently. It is designed for large-scale, isolated problems where strict file and interface protocols are necessary for safe collaboration.
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