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A talk by Viktor Grant

Think Cheap. Publish Polished.

Use a cheap model to think. Use a polished one to publish.

The expensive model reads less, so the bill shrinks.

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The picture

See It First

Your big promptYour big promptLOTS OF TOKENS Reasoning modelReasoning modelLOW COST. IT THINKS. Small promptSmall promptFEW TOKENS Claude FableClaude FablePOLISHED. COSTS MORE. Finished outputFinished outputREADY TO USE WHAT THE POLISHED MODEL READS (ILLUSTRATIVE)Straight to itDistill firstTHINKING (CHEAP)POLISHING (SMALL PROMPT)NOT MEASURED. THE SHAPE OF THE IDEA.
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The idea

What I Say

I use reasoning models, at very low cost,
to distill my prompts into smaller prompts.

In my experience they think well but write plainly.
They play chess. They can even build a chess game.

Publishing models, like Claude Fable, render the finished work.
They carry a lot of content and a lot of user refinement.

That polish is why they cost more.
So I let them read the small prompt, not the big one.

We count tokens per query, so the saving shows.
Earthgrid.ai holds 87 models from 7 vendors. We buy from all of them.

In the room

What People Leave With

  1. A two step habit: distill first, then publish.
  2. A way to tell a thinking job from a writing job.
  3. A way to see your own token bill, one query at a time.
For a panel

Questions I Would Bring

  1. Which of your prompts could be half the size?
  2. Which job needs polish, and which only needs thought?
  3. What do you pay the polished model to read that it does not need?
A good question beats a prepared speech.
Your stage

How This Fits Your Program

First choice

Panel

I draw the two steps and ask where your tokens go.

Hands on

Mastermind room

Everyone shrinks one real prompt, then we compare.

On request

Keynote

Two kinds of model, one habit, and a smaller bill.

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