---
name: hashgraph-online-book-nonfiction
description: "Non-fiction patterns — problem-solution structure, learner personas, evidence hierarchy, argument structure, chapter template."
license: "Apache-2.0"
metadata:
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  decimalai-version-id: "f5991691-0f8a-4d94-9804-bd0b7ba7f000"
  decimalai-version: "1"
  decimalai-body-sha256: "386e5493ff6579f27be6c791078b4589b8ba7b63947d8dc250c8a4611a96aae9"
  decimalai-name: "hashgraph-online/book-nonfiction"
  decimalai-format: "1"
  decimalai-invocation: "model"
  decimalai-category: "documentation"
  decimalai-source: "https://app.decimal.ai/s/hashgraph-online-book-nonfiction@1/SKILL.md"
---
# Non-Fiction Patterns

**Chapter template**: Hook(empathy) → Problem(why it matters) → Evidence(proof) → Framework(solution model) → Application(concrete examples) → Summary(3 points + bridge).

**Learner levels**: Novice ("Why?" · analogies) → Competent ("How?" · real scenarios) → Expert (root causes · edge cases).

**Evidence hierarchy** (high→low): Research(peer-reviewed) → Data(statistics) → Case Study(3+) → Experience(post-mortems) → Anecdote(empathy only). Core claims require Data+.

**Argument**: Claim(what) + Warrant(why valid) + Impact(so what). Strong = Claim + multiple Warrants + specific Impact.

**Callouts** (≤3/chapter): Tip · Warning · Example · Exercise.

**Difficulty gradient**: ▁▂▃ Intro → ▃▄▅ Basics → ▅▆▇ Practice → ▇▇██ Advanced. First chapter of each part slightly easier than last of previous.