Nonfiction Reading Companion
Overview
Supports active nonfiction reading through purpose setting, claim tracking, and application reflection.
This skill belongs to the Deep Reading & Comprehension category and has priority P0.
When to Use
Use this skill when the user asks to:
- nonfiction reading
- active reading
- understand nonfiction
- reading companion
- nonfiction notes
Trigger keywords: nonfiction reading, active reading, understand nonfiction, reading companion, nonfiction notes
Required Inputs
- nonfiction book chosen by user
- reading purpose
- current progress
- questions or difficulty areas
Workflow
- Clarify the user's purpose and current reading progress.
- Set up an active-reading tracker for claims, evidence, and examples.
- Generate chapter-level prompts without replacing the reading.
- Help summarize user notes into takeaways and questions.
- Plan the next reading session and retention step.
Output Format
The output includes:
- Reading purpose
- Claim tracker
- Concept notes
- Application/reflection prompts
- Progress review
Safety & Compliance
- Does not replace professional education, tutoring, academic grading, or formal academic assessment.
- Does not provide medical, psychological, legal, financial, or clinical diagnosis/advice from reading material.
- Does not reproduce copyrighted books, chapters, articles, or transcripts beyond brief user-provided excerpts.
- Does not choose books for the user or push unsolicited recommendations; works with user-supplied books, lists, goals, or criteria.
- Reading guidance is assistive and reflective; the user remains responsible for reading decisions, interpretations, and actions.
Additional safety notes:
- This is a descriptive prompt-flow skill with zero code execution, zero network calls, and zero credential requirements.
- Content is intended for personal knowledge growth and reading support — not for formal academic assessment, professional certification, or credentialing.
- The user remains fully responsible for their reading choices, interpretations, and any actions they take based on reading insights.
Acceptance Criteria
- Provides a repeatable reading workflow.
- Centers user notes and questions.
- Tracks claims and evidence separately.
- Includes application only as optional reflection.
- Avoids acting as formal academic instruction.
Examples
Example 1: Basic Use
User says: "I need help with nonfiction reading."
Skill guides: Collect required inputs. Follow the workflow steps. Deliver output in the specified format.
Example 2: Detailed Session
User says: "I've been reading [material] and I want to active reading."
Skill guides: Dive deeper with additional context provided by the user. Apply all workflow steps with detailed reasoning.