2 AI Fluency
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What This Stage Actually Is
The Stage 2 experience: you know what you want. That’s not the problem anymore. The problem is that AI keeps producing something adjacent to what you mean — close, but off in ways that are hard to articulate. You try different phrasing. You try different structures. Some approaches work better, but you can’t explain why. The gap between what you intend and what AI produces feels frustrating and somewhat random.
It isn’t random. And the solution isn’t a better prompt.
The gap at Stage 2 is a translation gap. You have complex, nuanced thinking — built from years of experience, specific domain knowledge, and a particular way of seeing things. AI has to work with the representation of that thinking that you give it. Those two things — your actual thinking and the representation you provide — are not the same thing. The translation between them is a skill. Stage 2 is where you develop it.
The prompt engineering trap. Prompt engineering is real and it has its place. But if your approach to Stage 2 is collecting better prompts, you’re building a library rather than a capability. Prompts are tool-specific, context-specific, and non-transferable. Fluency is generative — it improves your ability to communicate across any tool, any context, any use case, because the underlying capability is yours, not the prompt’s.
The person with a library of 500 prompts is dependent on that library. The person with genuine AI fluency doesn’t need the library — they can generate what they need in the moment because they understand the communication dynamic, not just the syntax.
2 AI Fluency
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