equinor/neqsim · neqsim-paperlab/skills/paperlab_concept_spiral_learning/SKILL.md

paperlab_concept_spiral_learning skillA

paperlab_concept_spiral_learning is agent-read markdown (skill) from equinor/neqsim: Audit how concepts recur across PaperLab books so they are introduced, practiced, deepened, assessed, and reused without shallow repetition..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add equinor/neqsim/paperlab_concept_spiral_learning@git:20260626.bbe4068
Exact content
mdr add equinor/neqsim/paperlab_concept_spiral_learning@sha256:9a8cf72e94707556

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wfqxnrs4orkfz76k.svg)](https://markdownregistry.com/a/art_wfqxnrs4orkfz76k)

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Versions

versioncommittedcommitsizeaudit
git:20260626.bbe4068 latest2026-06-26 bbe4068 1,280 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • 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

GitHub

equinor/neqsim · 153 stars · license Apache-2.0 · pushed 2026-09-17 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_wfqxnrs4orkfz76k
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab_concept_spiral_learning
GET https://markdownregistry.com/api/v1/blob/9a8cf72e9470755668991ef46ffaa3aac370e5222674ce27b8fa17b264edc596

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.