equinor/neqsim/paperlab-concept-spiral-learning

Claude Code and agent skill by equinor/neqsim

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Audit how concepts recur across PaperLab books so they are introduced, practiced, deepened, assessed, and reused without shallow repetition.

Install

npx vskill@latest install equinor/neqsim/paperlab-concept-spiral-learning

SKILL.md

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

StageMeaning
introducefirst clear explanation
practiceworked example or basic exercise
deepenbroader case, limitation, or uncertainty
applyengineering decision or design workflow
assessexercise, 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.

Security

  • Security scanPassed, 95 of 100Pattern checks on the skill's files.
  • Model reviewPassed

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