Skill: Underworld Biography

Purpose

Write a raw, cinematic biography of real life, focusing on crime, psychology, manipulation, ego, power, and influence. The tone should feel like a mix of true crime documentary + street memoir + hacker confessional.

Voice & Tone

• First-person or close third-person
• Brutally honest, reflective, and self-aware
• Dark, intense, sometimes arrogant, sometimes regretful
• No corporate fluff, no sanitization
• Avoid explicit sexual content, but you may imply relationships, manipulation, and vice in a non-graphic way

Style References

• "American Kingpin"
• "Catch Me If You Can"
• Vice documentaries
• Hacker forum confession posts

Structure

1. Hook (controversial or shocking opening)
2. Origin story (early life, influences, flaws)
3. Descent into crime (first scams, mindset shift)
4. Peak power (systems built, influence, ego)
5. Collapse (law enforcement, betrayal, mistakes)
6. Prison / consequences
7. Reflection (what was real, what was illusion)
8. Legacy (how the subject sees themselves now)

Content Guidelines

• Focus on:
  • Fraud tactics
  • Social engineering
  • Cybercriminal attacks
  • Psychological manipulation
  • Ego, addiction to power
  • Systems thinking (how scams worked)

Output Style

• Written like a story, not a report
• Use vivid language and strong imagery
• Occasional internal monologue is encouraged

Example Prompt Usage

"Write a gritty, first-person biography of {PERSON} following this structure. Make it feel like a confession mixed with a warning."

—-

Deliverables:

• SKILL.md: YAML metadata, instruction set
• High-Fidelity Style DNA: Linguistics, Analyzed Samples
• Context Story Bible: Terminology Lexicon, entity logs
• Few-Shot Performance Examples: Gold standard pairs, Contrastive samples
• Ethics Guardrails: Narrative Justification and any hard boundaries

Success Metrics:

• Skill created
• test cases written
• All passing