Artificial
Leverage
Mental Models and Workflows for Mastering Generative AI
By Matthew Jefferies
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mental models
words
chapters
appendices
The problem
You use AI every day. You know you are barely scratching the surface.
The models are changing every month. The capabilities are expanding faster than anyone can track. And the gap between “using AI” and “leveraging AI” is where careers are made or broken.
Most people learn AI through trial and error: random prompts, scattered tutorials, whatever the algorithm serves up. There is no structure. No progression. No mental framework for making sense of a technology that reinvents itself every quarter.
The solution
12 mental models that survive every update cycle.
Artificial Leverage gives you the frameworks for understanding and using frontier AI. Not tips that expire in a month. Mental models that work regardless of which model, which version, or which company is leading at any given moment.
Written by a practitioner who has used every major AI system daily since late 2022. No code. No engineering background required. Just the thinking tools that separate the top 1% from everyone else.
Who is this for
Built for practitioners, not programmers.
Professionals learning AI
You use ChatGPT or Copilot at work but know you are leaving capability on the table. You want a structured path from competent to exceptional.
Leaders managing AI transitions
Your team or organisation is adopting AI and you need to understand what it can actually do, beyond the marketing slides.
Anyone overwhelmed by the pace
You see the headlines but cannot make sense of the signal from the noise. You want frameworks, not hype.
What's inside
12 chapters across four parts.
The framework
The 12 mental models
Each model is a lens for understanding one dimension of how frontier AI works and how to use it. Together they form a complete operating system for the AI age.
The Conversation Model
The Context Window
The Persona Effect
The Chain of Thought
The Feedback Loop
The Automation Mindset
The Model Landscape
The Temperature Dial
The Scaffolding Principle
The Verification Habit
The Delegation Framework
The Acceleration Curve
Free resources
Companion resources
Printable cheat sheets, interactive tools, and reference guides. Free with the Leverage newsletter.
The 12 mental models cheat sheet
Single-page reference for all 12 mental models from the book
DownloadPrompt architecture cheat sheet
The specification framework, five gap checklist, and failure diagnostics
DownloadModel comparison guide
Up-to-date comparison of all major AI systems with pricing and use cases
ViewPrompt diagnostic tool
Paste a prompt and get instant feedback on structure, specificity, and gaps
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Free on Kindle Unlimited. Also available as a Kindle ebook or 6x9 paperback.
As an Amazon Associate I earn from qualifying purchases.