Jason Prunty
Free Lesson

Where Your AI Instructions Actually Live

30 min
Oct 14, 2026 12:00 PM

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What you'll learn

Map the seven layers your instructions pass through

From the vendor's system prompt down to the message you type. Each layer moves the output a different amount.

Find where your careful rules actually went

Most setups are all personality and personalization. The layer that does your actual work sits nearly empty.

Audit your own setup live, in ten minutes

Run a short audit prompt against your own setup. Leave with a misplacement report and the map.

Why this topic matters

You wrote careful instructions and your AI still ignores them. Blame the setup screen. Every assistant now competes on personality and on how well it knows you, so that's what it asks you to fill in. It's also the weakest place a rule can live. The layer that makes it good at your actual work usually sits nearly empty. I'll show you the map, then you'll audit your own setup on the call.

You'll learn from

Jason Prunty

Jason Prunty

Product design leader, UX professor, writes Designing Intelligence.

School Of Visual Arts
Thomas Jefferson University
SigFig
Billtrust
WCG
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