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Orthogonality Principle

Checked
thebushidocollective·vlatest·other

This skill generates diverse, unrelated ideas by prioritizing orthogonal thinking – boosting creativity and avoiding predictable combinations.

Repository

Install on your platform

Showing Claude Code. One command installs this skill into any of the agents below.

  1. 1

    Run this in your project

    terminal
    $ npx skills add thebushidocollective/han --skill orthogonality-principle -a claude-code

  2. Uses the open-source skills CLI and needs Node.js. Add -g to install it for your user instead of this project.

What we know about this skill

Publisher

thebushidocollective

Taken from the source listing. We haven't verified who controls this account.

Install target

Live repository

Not pinned. Installing fetches whatever the repository holds at the time you run the command.

No human has reviewed this code. The checks below are a static scan of the files at one commit — nobody has run this skill or judged whether it works. A skill runs with whatever access you give your agent, so read the source before you install it.

Automated safety checks

scanned

This skill passed all 6 checks. We read its files at one commit and looked for the things that make a skill dangerous to run — not for whether it works.

  • Declares what it does: passed

    SKILL.md parses and declares a name and a description.

    SKILL.md exists, its frontmatter parses, and it declares a name and a description.

  • No undeclared network calls: passed

    Makes no network calls.

    Every host the skill dials — from its scripts, its config endpoints or the commands it tells the agent to run — is either well-known package and API infrastructure or declared in its own frontmatter. Links in documentation are not counted.

  • No obfuscated payloads: passed

    No encoded or obfuscated payloads.

    No base64, hex or compressed blob is decoded and then executed, and no encoded shell commands.

  • No credential access: passed

    Reads no keys, tokens, keychains or credential files.

    Neither the code nor the SKILL.md instructions read SSH keys, cloud credentials, keychains, token stores, browser cookie databases or dotfiles that hold secrets.

  • No pipe-to-shell installers: passed

    No pipe-to-shell or download-and-run installers.

    No `curl … | sh` pattern, in the code or in the instructions, that runs code fetched at run time.

  • Pinned to a commit: passed

    Scanned thebushidocollective/han at 19caa51d5f.

    The exact upstream commit SHA that was scanned is recorded, so the result refers to specific bytes.

Commit
19caa51d5f
Manifest
plugins/core/skills/orthogonality-principle/SKILL.md
Scanned
1 file, 553 lines
This is a static scan, not a review. It reads the skill's files; it does not run them, and it cannot tell you whether the skill is any good or whether the code does what its description says. A skill runs with whatever access you give your agent.
What each check looks for →

About this skill

What it does

The Orthogonality Principle skill helps AI agents reason about independent dimensions of a problem. It allows for breaking down complex tasks into smaller, more manageable components and considering them separately before integrating solutions. This facilitates the design of systems where improvements in one area don't negatively impact others, promoting modularity and adaptability.

When to use it

  • Designing a new AI agent architecture: Use this skill to ensure different modules are independent and can be improved without breaking existing functionality.
  • Troubleshooting complex system failures: Apply the principle to isolate the root cause of an issue by examining each component's behavior independently.
  • Optimizing performance bottlenecks: Identify areas for improvement by analyzing individual aspects of a process, rather than treating it as a monolithic block.
  • Evaluating trade-offs in design decisions: Assess how changes in one area will affect other parts of the system to make informed choices.

Key capabilities

  • Dimensional Decomposition
  • Independent Analysis
  • Modular Design
  • Trade-off Evaluation

Example prompts

  • "Explain how I can apply the orthogonality principle when designing a chatbot's dialogue management and natural language understanding components."
  • "I’m experiencing performance issues. Can you help me break down this process into independent dimensions so I can identify bottlenecks?"
  • “How would the orthogonality principle guide my decision-making if I wanted to improve the speed of one part of a system without impacting its reliability?”

Tips & gotchas

This skill is most effective when applied proactively during design or troubleshooting, rather than as a reactive measure. A strong understanding of systems thinking and modularity will enhance the utility of this principle.