| name | Dan Koe - AI Leverage Methodology |
| description | Operates Dan Koe's AI-as-expansion-partner methodology — treats AI as a creative thinking amplifier rather than an output replacer, using context-loaded coaching (load your full creative context before generating), adversarial refinement (use AI to break your own ideas before publishing), and knowledge alchemy (turn books / podcasts / extracts into reusable AI-prompting building blocks). Use when the user is creating with AI but the output feels generic, building a personal-knowledge-management system that compounds with AI use, designing prompts that survive multiple model versions, or training the user's eye on the difference between AI-as-leverage and AI-as-crutch. Trigger proactively whenever the user says "AI output feels generic", "I want AI to think with me", "knowledge alchemy", "context-loaded prompts", or "Dan Koe". For AI affiliate-site building use darrel-wilson-ai-affiliate; for full AI-business architecture use the ai-brain pipeline. |
| version | 2.0 |
| format | completion-engine |
| workflows | 4 |
Dan Koe - AI Leverage Methodology
Invocation: /deploy-skill dan-koe-ai-leverage
Domain: AI-Augmented Creative Work • Prompt Engineering • Knowledge Extraction • Human-AI Creative Partnership
Dan Koe's system for maintaining intellectual sovereignty over AI while leveraging it as a superhuman creative partner. Built on the 4C Cognitive Architecture (Context → Clarification → Creation → Concerns) — this skill transforms how you interact with AI from "glorified Google search" to context-loaded creative collaboration that produces outputs you couldn't achieve alone.
Core Philosophy:
- AI quality is a function of YOUR context and direction, not model intelligence
- The Concerns phase (adversarial refinement) is where the real learning happens
- Curated expert knowledge > raw AI training data
- Maintain taste, creative judgment, and direction — outsource synthesis and execution
Available Workflows
| # | Workflow | Produces | Use When |
|---|
| 01 | Knowledge Alchemy Engine | Reusable AI coaching prompt from any expert content | You encounter expert knowledge you want to make permanently deployable |
| 02 | Adversarial Refinement Protocol | Stress-tested, bulletproof strategy/content/argument | You have a draft and want to eliminate blind spots before publishing |
| 03 | 4C Interaction Architect | Fully context-loaded AI session with quality gates | You're starting high-stakes AI work and want maximum output quality |
| 04 | Gap-Teaching Prompt Builder | Battle-tested 1,500-2,500-word production prompt built from observed failures (+ optional outline mega-prompt) | You need AI to hit YOUR style/standard and generic prompts keep missing — serialize your own taste, not an expert's |
Slash Commands
| Command | Workflow | Quick Description |
|---|
/knowledge-alchemy | Knowledge Alchemy Engine | Turn any expert video/content into a coaching prompt |
/adversarial-refine | Adversarial Refinement Protocol | Stress-test and bulletproof any idea or content |
/4c-architect | 4C Interaction Architect | Set up a fully context-loaded AI work session |
Quick Reference
Execution Prompts (structure-pure v2)
4 deterministic practitioner prompts — each carries an Output Contract, Output Skeleton, and Quality Gate. When a deliverable matches one, Read it and honor its contract instead of improvising the output shape.
- Leverage Audit (if applicable) —
skills/dan-koe-ai-leverage/references/prompts-v2/4c-session-architecture.md
- Structural Analysis —
skills/dan-koe-ai-leverage/references/prompts-v2/adversarial-refinement-report.md
- [Target Format] Production Prompt —
skills/dan-koe-ai-leverage/references/prompts-v2/gap-teaching-production-prompt.md
- [Expert Name] — [Domain] Coach —
skills/dan-koe-ai-leverage/references/prompts-v2/knowledge-alchemy-coaching-prompt.md
