orchestrate

Classify user intent, decompose it into sub-tasks, and route each to the appropriate modality.

Updated Apr 18, 2026
One-click install
npx skills add https://github.com/chughtapan/safer-by-default --skill orchestrate-chughtapan
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: orchestrate
Source: https://github.com/chughtapan/safer-by-default/tree/main/skills/orchestrate
Command: npx skills add https://github.com/chughtapan/safer-by-default --skill orchestrate-chughtapan

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Decomposes a multi-step intent into manageable sub-tasks, classifies each by modality, routes each sub-task to the correct modality skill, and gates progress with published artifacts tracked on GitHub issues.

Core Features & Use Cases

  • Decomposition and orchestration across modalities (spec, architect, implement, verify) for complex goals.
  • Artifact-driven handoffs and progression with explicit dependencies and state labels.
  • Automatic tracking and publishing of parent epic progress, sub-task creation, and cross-skill invocation.

Quick Start

Draft a structured orchestration plan for a multi-modality goal and dispatch the first sub-task to its designated modality.

Frequently Asked Questions about orchestrate

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

FAQPage Schema
How do I coordinate multi-modality work with artifact gates on GitHub?▼

You can coordinate multi-modality work by classifying user intent, decomposing it into sub-tasks, and routing each to the appropriate modality while gating progress on published artifacts tracked via GitHub issues.

What is artifact-driven task routing for complex project workflows?▼

Artifact-driven task routing is a process that decomposes a multi-step intent into sub-tasks, classifies each by modality, and enforces explicit dependencies and state labels to gate progression across different workflow phases.

How do I decompose a multi-step goal into sub-tasks for different modalities?▼

You decompose a multi-step goal by classifying the initial intent and routing each resulting sub-task to a designated modality, such as spec, architect, implement, or verify, to handle its specific lifecycle state transitions.

Does this orchestration approach work with GitHub issues for epic management?▼

Yes, this orchestration approach works with GitHub issues by automatically tracking and publishing parent epic progress, creating sub-tasks, and managing cross-skill invocations for an auditable end-to-end workflow.

When do I need artifact-based governance for end-to-end orchestration?▼

You need artifact-based governance for end-to-end orchestration when your goals require coordination across multiple modalities with explicit dependencies and lifecycle state transitions tracked on GitHub.

What is the best way to structure a workflow plan for multi-modality task routing?▼

The best way to structure a workflow plan is to draft a structured orchestration plan for the multi-modality goal and dispatch the first sub-task to its designated modality to initiate the gated progression.