Prompt instrumentation for classroom demos

Bias Mixing Console

Set a topic, then push each fader toward the fine-tuning artifact you want to make visible. The console writes a prompt that biases the essay proportionally to where the faders sit — paste it into any AI tool to show what the imbalance actually does to the writing.

01 — Topic

02 — Bias channels

03 — Length constraint

Word count 600 w

Hard limit. The essay will hit this count regardless of the channels above — those decide what the words are spent on, not how many there are.

04 — Copy into any AI tool