paperlab-concept-spiral-learning SKILL.md skillA
paperlab-concept-spiral-learning from equinor/neqsim is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add equinor/neqsim/paperlab-concept-spiral-learning@git:20260919.77c34a0Pins git:20260919.77c34a0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- equinor/neqsim
- Path
neqsim-paperlab/skills/paperlab-concept-spiral-learning/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260919.77c34a0, committed Sep 19, 2026
- Size
- 1,280 bytes
- Repository stars
- 167
- License
- Apache-2.0
Audit how concepts recur across PaperLab books so they are introduced, practiced, deepened, assessed, and reused without shallow repetition.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# PaperLab Concept Spiral Learning
## When to Use
USE WHEN: improving a long textbook or monograph where concepts recur across
many chapters and should deepen over time.
## Spiral Stages
| Stage | Meaning |
|-------|---------|
| introduce | first clear explanation |
| practice | worked example or basic exercise |
| deepen | broader case, limitation, or uncertainty |
| apply | engineering decision or design workflow |
| assess | exercise, lab, exam, or capstone |
## Output Schema
```json
{
"concepts": [
{
"concept": "hydrate margin",
"introduce": "ch04",
"practice": "ch06",
"deepen": "ch10",
"apply": "ch15",
"assess": "ch16_exercises",
"status": "complete"
}
]
}
```
## Pass Criteria
- Major concepts progress beyond definition.
- Exercises arrive after worked examples.
- Capstones integrate earlier concepts with cross-references.
## Safety Rules
- Do not remove intentional recap sections blindly.
- Do not force every concept through every stage.
- Keep reference-style chapters usable for lookup.Read the whole file at its exact version.
How to install
mdr add equinor/neqsim/paperlab-concept-spiral-learning@sha256:d7428b21c519980cThe line at the top of this page pins the label git:20260919.77c34a0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_nsodl7udhb2qvfkl)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 19, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1280 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
equinor/neqsim · 167 stars · license Apache-2.0 · pushed 2026-11-08 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_nsodl7udhb2qvfkl GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab-concept-spiral-learning GET https://markdownregistry.com/api/v1/blob/d7428b21c519980ce964675c486a9807e5ef38f242993e2e129f0d68d754da9e
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.