skills.rest
caio-moliveira
caio-moliveiraCOMMUNITY
Explore all skills by this author →
GitHub

deep-agents-orchestration

Coordinate subagents, plan tasks, and enforce human approval in AI workflows.

36|27|Updated Jan 28, 2026
Search Tags:#planning#middleware#subagents#agents#orchestration#hitl
One-click install
npx skills add https://github.com/caio-moliveira/ai-engineer-roadmap --skill deep-agents-orchestration-caio-moliveira
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: deep-agents-orchestration
Source: https://github.com/caio-moliveira/ai-engineer-roadmap/tree/main/.agents/skills/deep-agents-orchestration
Command: npx skills add https://github.com/caio-moliveira/ai-engineer-roadmap --skill deep-agents-orchestration-caio-moliveira

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Managing complex AI workflows that require delegating tasks to specialized subagents, planning multi‑step operations, and enforcing human oversight is cumbersome and error‑prone. This Skill streamlines those processes by providing built‑in orchestration, task planning, and approval mechanisms.

Core Features & Use Cases

  • SubAgentMiddleware: Delegate work to custom or general‑purpose subagents using the task tool.
  • TodoListMiddleware: Automatically generate and track a structured todo list for multi‑step tasks.
  • HumanInTheLoopMiddleware: Configure tool‑level interrupts that require human approval before execution.
  • Use Cases: Research automation with specialized subagents, code deployment pipelines that need approval, and any multi‑step project requiring clear planning and safe execution.

Quick Start

Use the deep‑agents‑orchestration skill to delegate a research task to a subagent and require human approval before deployment.

Frequently Asked Questions about deep-agents-orchestration

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

FAQPage Schema
How do I add human approval steps to a multi-step AI agent workflow?▼

To add human approval steps to a multi-step AI agent workflow, use HumanInTheLoopMiddleware to configure tool-level interrupts that require human approval before execution. This enforces oversight during complex operations like code deployment pipelines.

What is the best way to delegate subtasks to specialized AI agents?▼

The best way to delegate subtasks to specialized AI agents is using SubAgentMiddleware with the task tool. It delegates work to custom or general-purpose subagents, streamlining complex research automation and multi-step projects.

How do I automatically generate a todo list for multi-step AI tasks?▼

To automatically generate a todo list for multi-step AI tasks, use TodoListMiddleware. It creates and tracks a structured task plan, ensuring clear planning and safe execution for complex multi-step operations.

Do I need specific identifiers to handle interrupts in AI agent orchestration?▼

Yes, interrupt handling in AI agent orchestration requires a checkpointer and specific thread identifiers. These are necessary to manage state and enforce human approval workflows correctly within the middleware.

When should I use subagent orchestration for my AI project?▼

You should use subagent orchestration for AI projects involving complex multi-step operations, code deployment pipelines requiring approval, or research automation tasks that need specialized tools and structured planning.

Can I coordinate planning and approvals together in a single AI workflow?▼

Yes, you can coordinate planning and approvals together in a single AI workflow by combining TodoListMiddleware for structured planning and HumanInTheLoopMiddleware for required human oversight within the same orchestration pipeline.

Related Skills

Explore More Software Engineering Skills→
jxtngxjxtngx
2

langgraph-human-in-the-loop

Integrate human-in-the-loop control patterns into LangGraph workflows.

Community
Advanced
benjaminshafiibenjaminshafii
10

website-deploy

Deploy Vite/React frontend applications to Vercel under a custom subdomain.

Community
Advanced
dotBeepsdotBeeps

kobold-housekeeping

Display tag-grouped todos as persistent floating panels in Pi agent workflows.

Community
Intermediate
bosens-Chinabosens-China
10

deep-agents-orchestration

Orchestrate subagents, plan tasks, and manage human approvals in Deep Agents.

Community
Advanced