non-specialist-reader

Analyze whether a text remains intelligible to attentive readers without specialized knowledge.

Updated Sep 8, 2026
One-click install
npx skills add https://github.com/jkutianski/Rizome-and-AI --skill non-specialist-reader-jkutianski
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: non-specialist-reader
Source: https://github.com/jkutianski/Rizome-and-AI/tree/main/.agents/skills/non-specialist-reader
Command: npx skills add https://github.com/jkutianski/Rizome-and-AI --skill non-specialist-reader-jkutianski

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Complex philosophical or technical writing often fails readers not because ideas are hard, but because the text hides assumptions, unexplained terminology, or inaccessible references. This Skill distinguishes productive conceptual difficulty from unnecessary opacity so authors can fix real accessibility problems without dumbing down their work. ## Core Features & Use Cases - Difficulty Taxonomy: Classifies passages as conceptual, structural, terminological, evidential, referential, syntactic, stylistic, or accumulative difficulty before recommending any intervention. - 23-Step Audit Procedure: Tests contextual definition of concepts, external references, technical accessibility, transitions, scale shifts, causal interpretation, anthropomorphism, and cumulative reader load. - Structured Findings Report: Each finding includes evidence, difficulty type, reader reconstruction, diagnosis, severity classification (A–E), confidence, and a calibrated recommendation. - Use Case: An author of a rhizomatic philosophy-of-AI manuscript runs this Skill to verify that readers unfamiliar with Deleuze and Guattari can still reconstruct core concepts like rhizome, assemblage, and node from the text alone. ## Quick Start Review my manuscript and report every passage where an attentive non-specialist reader would be blocked by unexplained terminology, hidden assumptions, or inaccessible references.

Frequently Asked Questions about non-specialist-reader

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

FAQPage Schema
How do I check if my writing is accessible to non-specialist readers?

Read the work without consulting external references and list the knowledge required to follow each argument. This Skill automates that audit by classifying each difficulty as conceptual, terminological, referential, or structural, then reporting what a non-specialist can and cannot reconstruct from the text alone.

How to distinguish necessary complexity from unclear writing?

Necessary complexity comes from the ideas themselves, while unclear writing comes from missing premises, unexplained terms, or abrupt transitions. The Skill's core test asks whether the reader struggles because the idea is complex or because the text never provided the means to understand it.

Does this readability analysis simplify my philosophical text?

No. The Skill explicitly preserves productive difficulty such as genuine philosophical complexity, ambiguity, and non-linear structure. It only recommends intervention when terminology cannot be reconstructed from context or when hidden assumptions block a necessary distinction.

Can I use this for technical AI writing accessibility review?

Yes. The procedure includes dedicated steps for technical AI concepts, anthropomorphism attribution, causal interpretation, and materiality. It distinguishes technically precise passages from technically ambiguous or unnecessarily specialized ones.

What are the limitations of a non-specialist readability audit?

The audit models one attentive, intelligent reader profile and cannot guarantee accessibility for every audience. It also avoids duplicating related analyses like semantic precision or whole-work coherence, so it works best alongside complementary editorial reviews.