task-delegation-planner

Define task ownership, context requirements, and escalation protocols for human-AI workflows.

1|Updated Mar 3, 2026
One-click install
npx skills add https://github.com/Johnnnmai/100x-product-manager --skill task-delegation-planner
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: task-delegation-planner
Source: https://github.com/Johnnnmai/100x-product-manager/tree/main/skills/task-delegation-planner
Command: npx skills add https://github.com/Johnnnmai/100x-product-manager --skill task-delegation-planner

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

This Skill addresses the challenge of efficiently dividing tasks between human team members and AI agents, ensuring clear ownership, context, and smooth handoffs. It helps Product Managers define precise execution contracts for collaborative work.

Core Features & Use Cases

  • Task Separation: Distinguishes between judgment-heavy human tasks and execution-heavy agent tasks.
  • Contract Definition: Establishes clear inputs, constraints, and success criteria for agent-owned work.
  • Context Management: Identifies the specific context required by both human and AI actors.
  • Escalation Triggers: Defines conditions under which agent work should be escalated to human review.
  • Use Case: A PM needs to break down a new feature development into actionable steps. This skill helps decide which parts can be drafted by an AI (like PRD sections or user stories) and which require human strategic input or final approval, defining the exact inputs and outputs for each.

Quick Start

Use the task delegation planner to split work for a new feature development between human PMs and AI agents.

Frequently Asked Questions about task-delegation-planner

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

FAQPage Schema
How do I divide tasks between human team members and AI agents for product management?

Task delegation separates judgment-heavy human tasks from execution-heavy agent tasks by defining explicit task ownership, context requirements, and escalation protocols. This division of labor ensures clear ownership and smooth handoffs in collaborative workflows.

What is an execution contract for human-agent collaboration?

An execution contract establishes clear inputs, constraints, and success criteria for agent-owned work. It defines the specific context required by both human and AI actors to ensure smooth handoffs and optimal leverage during collaborative product development.

When should AI agent work be escalated to human review?

AI agent work should be escalated to human review when predefined escalation triggers are met. These conditions are established during task delegation to specify when agent execution requires human strategic input or final approval before proceeding.

How do I define inputs and outputs for an AI agent drafting PRD sections?

Defining inputs and outputs for an AI agent drafting PRD sections requires creating an execution contract. This contract specifies the exact context, constraints, and success criteria the agent needs to generate the required product documentation.

Can workflow automation handle user story generation without human strategic input?

Workflow automation can handle execution-heavy tasks like user story generation, but judgment-heavy tasks still require human strategic input. Task delegation planning defines exactly which parts an AI can draft and which require human final approval.