guided-human-execution

Coordinate multi-step tasks between AI agents and human users with safety gates.

28|Updated Jan 3, 2026
One-click install
npx skills add https://github.com/ma08/botfiles --skill guided-human-execution
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: guided-human-execution
Source: https://github.com/ma08/botfiles/tree/main/claude/skills/guided-human-execution
Command: npx skills add https://github.com/ma08/botfiles --skill guided-human-execution

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Multi-step tasks that mix autonomous agent work and human judgment, UI access, or credential input often feel overwhelming and risky to execute without clear structure. This Skill eliminates that friction by creating a calm, controlled execution rhythm that keeps both you and the agent aligned on every step.

Core Features & Use Cases

  • Structured Human-in-the-Loop Workflow: Splits tasks between safe, reversible agent actions and high-risk human actions that require approval, UI access, or credentials.
  • Dynamic Pacing & Safety Gates: Adjusts step size based on risk level, and requires explicit approval for irreversible, destructive, or security-sensitive actions like billing changes or credential entry.
  • Use Case: Use this Skill when you need to perform a production deployment that requires your final approval, navigate a complex admin UI only you can access, or work through a multi-step onboarding process without feeling overwhelmed by a long checklist.

Quick Start

Ask the agent to walk you through your upcoming multi-step task one step at a time, confirming each action before you proceed to the next.

Frequently Asked Questions about guided-human-execution

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

FAQPage Schema
How do I coordinate human-in-the-loop task execution with an AI agent?

Human-in-the-loop workflow execution splits multi-step tasks between safe autonomous agent actions and high-risk human actions, requiring explicit approval at each step before proceeding. This structured rhythm keeps both you and the agent aligned without overwhelming you.

How do I walk through a multi-step task step-by-step with an AI?

To walk through a multi-step task step-by-step, ask the agent to guide you one step at a time, confirming each action before proceeding. The agent dynamically adjusts step sizes based on risk level and tracks state for long-running workflows.

Can I use safety gates for irreversible actions like production deployments?

Yes, safety gates require explicit human approval for irreversible, destructive, or security-sensitive actions like production deployments and billing changes. The agent pauses execution and waits for your confirmation before proceeding with these high-risk steps.

What is dynamic chunking in human-guided task execution?

Dynamic chunking in task execution adjusts the size of each step based on its risk level, breaking down high-risk or complex actions into smaller, manageable pieces. This prevents overwhelm and ensures you maintain control over sensitive operations.

Does this workflow approach support complex UI navigation and credential entry?

Yes, this workflow approach explicitly supports scenarios requiring human judgment, UI access, and credential entry. The agent coordinates the workflow while you handle the physical UI navigation and input credentials at the designated safety gates.

Why do I feel overwhelmed by unstructured multi-step processes and how do I fix it?

Unstructured multi-step processes feel overwhelming because they lack clear pacing and risk boundaries. You fix this by applying a structured execution rhythm with dynamic chunking and mandatory safety gates, ensuring you only focus on one approved step at a time.