Biography Life Lesson Extractor

Extracts practical lessons from a biography while avoiding hero worship, hindsight bias, and unsafe imitation.

Audits

Pass

Install

openclaw skills install biography-life-lesson-extractor

Biography Life Lesson Extractor

Overview

Extracts practical lessons from a biography while avoiding hero worship, hindsight bias, and unsafe imitation.

This skill belongs to the Genre-Specific Reading category and has priority P2.

When to Use

Use this skill when the user asks to:

  • biography lessons
  • life lessons
  • learn from biography
  • role model
  • historical figure

Trigger keywords: biography lessons, life lessons, learn from biography, role model, historical figure

Required Inputs

  • biography or figure chosen by user
  • events or chapters of interest
  • user's context
  • lesson type desired

Workflow

  1. Clarify the figure, source, and user interest.
  2. Extract patterns from user-provided events or summaries.
  3. Separate traits, context, luck, privilege, and era-specific factors.
  4. Translate only safe, transferable lessons into small experiments.
  5. Add caution notes against overgeneralization or imitation.

Output Format

The output includes:

  1. Context snapshot
  2. Observed patterns
  3. Transferable lessons
  4. Non-transferable conditions
  5. Personal experiment ideas

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

  1. Avoids simplistic hero/villain framing.
  2. Separates transferable lessons from unique context.
  3. Flags hindsight bias and survivorship bias.
  4. Suggests low-risk personal experiments only.
  5. Keeps interpretation grounded in supplied material.

Examples

Example 1: Basic Use

User says: "I need help with biography lessons."

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 life lessons."

Skill guides: Dive deeper with additional context provided by the user. Apply all workflow steps with detailed reasoning.