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Principle Never Block On The Human

CommunityPopular
michael-denyer
principle-never-block-on-the-human

Apply when tempted to ask 'should I do X?' on reversible work. Proceed, present the result, let the human course-correct after the fact; reserve confirmation for irreversible actions.

Overview

Publishermichael-denyer
Repositorypstack-claude
Skill nameprinciple-never-block-on-the-human
Stars
1.2K
Forks
139
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by michael-denyer on GitHub. Read the source before you install it.

Installation

Install the Principle Never Block On The Human AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/michael-denyer/pstack-claude/tree/main/plugins/pstack/skills/principle-never-block-on-the-human
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/michael-denyer/pstack-claude.git /tmp/pstack-claude
mkdir -p .claude/skills
cp -r /tmp/pstack-claude/plugins/pstack/skills/principle-never-block-on-the-human .claude/skills/principle-never-block-on-the-human
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Principle Never Block On The Human in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Principle Never Block On The Human on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Principle Never Block On The Human is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Never Block on the Human

The human supervises asynchronously. Agents must stay unblocked. Make reasonable decisions, proceed, and let the human course-correct after the fact.

Why: Every permission pause stalls the pipeline and makes the human the bottleneck. Since code changes are reversible and reviewable, a wrong decision usually costs less than blocking.

Pattern:

  • Proceed, then present. Do the work, show the result. Don't ask "should I do X?" Do X, explain why.
  • Make the system self-healing. When you notice a problem, log it and fix it in the next round.

Boundaries:

  • Irreversible actions (force-push, delete production data, send external messages) still require confirmation.
  • Reversible actions (write code, edit notes, split tasks) should proceed without blocking.
  • Product direction comes from the human. Execution should not block.

Frequently asked questions

What does the Principle Never Block On The Human AI skill do?

Apply when tempted to ask 'should I do X?' on reversible work. Proceed, present the result, let the human course-correct after the fact; reserve confirmation for irreversible actions.

Why use Principle Never Block On The Human on TypingMind?

Because you install it once and use it with any model. Principle Never Block On The Human is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Principle Never Block On The Human in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/michael-denyer/pstack-claude/tree/main/plugins/pstack/skills/principle-never-block-on-the-human. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Principle Never Block On The Human?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Principle Never Block On The Human?

As many as you like. As long as a model supports skills, you can use Principle Never Block On The Human with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Principle Never Block On The Human AI skill free?

Yes. It is published on GitHub by michael-denyer under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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