You Cannot Get There With Prompts Alone

You cannot get there with prompts alone.

Prompting is usually the first thing people learn with AI, and that makes sense. It is the most visible part of the process.

For a lot of users, it starts like a Google search. You ask the model for something, see what comes back, and either think, “that was useful,” or “that’s it?”

That is where many people stop.

But if you are trying to build something reliable, prompting is only the beginning.

When I started developing CADE, my first prompt was not sophisticated. It was something close to:

“I need to design a staff game. Let’s discuss.”

No role assignment. No elaborate prompt template. No perfect instruction stack.

Just a conversation.

At the time, I did not have a name for what I was doing. It turns out there is one: discovery.

Discovery is the process of working with the model to uncover the real problem, the constraints, the desired output, and the standards the final product has to meet.

That conversation mattered because CADE was not something I could get from a single prompt. I needed to understand the training problem, the audience, the time available, the products required, and the way the exercise would actually be run.

Prompts helped.

But prompts were not enough.

The breakthrough came when I started building repeatable workflows around the model. In my case, that meant building skills.

A prompt is a request.

A skill is a repeatable workflow with instructions, standards, examples, and checks built in.

CADE uses several skills now, including controller, presentation, skeptic, and validation skills. The controller skill is the most important because it helps generate the controller package and exercise support documents.

Could I have tried to do all of that with a long chain of prompts?

Probably.

But I would have paid for it in time, quality, consistency, and repeatability.

The same lesson applies to other planning products. If I want a first-draft OPORD that gets me close to an 80 percent solution, I cannot rely on one clever prompt. I need a workflow that understands the structure, the standards, the inputs, the review steps, and the expected output.

That is the difference.

I still use prompts every day.

But prompts are not the product.

The workflow is.