Collapse Detection
SkillDocs & knowledgeDocumentation collapse anti-patterns - detection rules, bad examples, and remediation strategies for type-mixing violations
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Collapse Detection skill
What this skill tells your AI
The instructions your AI receives, as published by nwave-ai/nwave in nWave/skills/nw-collapse-detection/SKILL.md and read by ahel’s review.
Documentation collapse = types merge inappropriately, serving no audience well.
Anti-Patterns
Tutorial Creep
Description: Tutorial explains "why" extensively | Detection: explanation >20% | Fix: extract to separate doc, link back
How-to Bloat
Description: How-to teaches basics first | Detection: teaching fundamentals before steps | Fix: link to tutorial, assume baseline
Reference Narrative
Description: Reference includes conversational prose | Detection: prose paragraphs in entries | Fix: move to explanation doc, keep factual
Explanation Task Drift
Description: Explanation ends with "do this" steps | Detection: step-by-step in explanation | Fix: move steps to how-to, link
Hybrid Horror
Description: Single doc tries all four types | Detection: 3+ quadrants in one doc | Fix: split with clear boundaries
Detection Rules
Flag collapse when:
-
20% content from adjacent quadrant | Two user needs served simultaneously | Ambiguous user journey stage
- "Why" in tutorials | Task steps in explanations | Teaching in how-tos | Narrative in references
Bad Examples for Calibration
Tutorial with Task Focus
# Getting Started
If you need to deploy to production, follow these steps...
Problem: Assumes user knows what "deploy to production" means. A tutorial should assume nothing.
How-to Teaching Basics
# How to Configure Authentication
First, let's understand what authentication is. Authentication is...
Problem: Should assume user knows what authentication is. Link to a tutorial instead.
Reference with Opinions
## login(username, password)
This is probably the most important function you'll use...
Problem: Reference should be factual, not opinionated. Remove "probably the most important" editorializing.
Explanation with Steps
# Why We Use Microservices
... therefore, you should: 1. Create a service, 2. Deploy it...
Problem: Steps belong in a how-to guide. The explanation should end with reasoning and link to the how-to for action.
Signals
- GitHub stars
- 610
- Forks
- 64
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
nw-collapse-detection- Source
- github.com/nwave-ai/nwave