orchestration

Coordinate multiple STUDIO agents across planning, building, and validation workflows.

Updated Feb 1, 2026
One-click install
npx skills add https://github.com/twofoldtech-dakota/studio --skill orchestration-twofoldtech-dakota
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: orchestration
Source: https://github.com/twofoldtech-dakota/studio/tree/main/playbooks/orchestration
Command: npx skills add https://github.com/twofoldtech-dakota/studio --skill orchestration-twofoldtech-dakota

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

Coordinating multiple STUDIO agents to achieve complex goals is error-prone without centralized routing, shared context, and robust recovery mechanisms.

Core Features & Use Cases

  • Routing: direct tasks to the appropriate agents in the correct sequence.
  • State management: maintain progress, checkpoints, and cross-agent context.
  • Failure recovery: automatic retries, re-planning, and escalation with traceable logs.
  • Use Case: Orchestrate a workflow that moves from Planning to Building to Validation across Planner, Builder, and Architect.

Quick Start

Use the orchestrator to route a goal: /orchestrate "Add OAuth support" to start an end-to-end workflow.

Frequently Asked Questions about orchestration

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

FAQPage Schema
How do I coordinate multiple AI agents to complete a complex software workflow?

Multi-agent orchestration automates coordination by routing tasks to appropriate agents in sequence, maintaining centralized state, and passing context between agents. It ensures complex goals are achieved reliably across Planner, Builder, and Architect roles.

How do I start an end-to-end workflow that moves from planning to building to validation?

Start an end-to-end workflow by passing a goal to the orchestrator, such as /orchestrate "Add OAuth support". This triggers a plan-then-build workflow that routes the task through Planning, Building, and Validation phases automatically.

What happens if an agent fails during a multi-agent workflow?

If an agent fails, failure recovery mechanisms trigger automatic retries, re-planning, and escalation. The orchestrator uses context handoffs with checkpointing and traceable logs to recover state and resume the workflow from the failure point.

How does state management work across different agents in a workflow?

State management works by maintaining progress, checkpoints, and cross-agent context centrally. This allows the orchestrator to track each agent's status and ensure context handoffs are passed correctly between Planner, Builder, and Architect components.

Can I use this orchestration Skill for build-only workflows or is it limited to plan-then-build?

You can use this orchestration Skill for build-only workflows, multi-task workflows, and plan-then-build workflows. It applies centralized routing and state management to coordinate STUDIO agents across any of these workflow patterns.

Why do I need centralized routing for multi-agent tasks instead of letting agents communicate directly?

Centralized routing is needed to direct tasks to the appropriate agents in the correct sequence. Without it, coordinating multiple agents directly is error-prone due to missing shared context, lack of checkpoints, and absent failure recovery mechanisms.