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

paperlab_learning_objective_matrix skillA

paperlab_learning_objective_matrix is agent-read markdown (skill) from equinor/neqsim: Map PaperLab learning objectives to sections, figures, notebooks, examples, exercises, and assessments. Use when verifying that a chapter or whole book delivers on its stated student outcomes..

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_learning_objective_matrix@git:20260505.042df7c
Exact content
mdr add equinor/neqsim/paperlab_learning_objective_matrix@sha256:48dd1c227f0ee1e7

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_qk5sjfrjue5f4aqw.svg)](https://markdownregistry.com/a/art_qk5sjfrjue5f4aqw)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260505.042df7c latest2026-05-05 042df7c 2,467 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 (2467 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_qk5sjfrjue5f4aqw
GET https://markdownregistry.com/api/v1/resolve?ref=equinor/neqsim/paperlab_learning_objective_matrix
GET https://markdownregistry.com/api/v1/blob/48dd1c227f0ee1e75d0d3173eccb05fc0aec170b8c70c639fde299790e5700f8

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