C.U.L.T.The Workshop · Workshop 09 · Mastery

Mastery Triad

Bias, Credit, Disclosure

Five steps. About 25 minutes. Up to 7 stars. The constellation you're building is called First Honesty.

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First Honesty constellation

Using AI well isn't just a skill. It's an honesty practice. Three questions: what bias does the answer carry, who deserves credit, and do I need to say I used it?

AI models are trained on what humans have written, which means they carry the same biases the humans who wrote it carried. The model might quietly center one country, one group, one viewpoint — without warning you.

AI also raises hard questions about credit. If a song or a story or a paper was helped by AI, who wrote it? Do you say so? When?

These are not yes/no questions. They're your questions to answer for every project. By the end of this workshop you'll have your own three rules.

Step 1 · Read

Did you read the intro above?

That's the warm-up. When you've actually read it — not skimmed — tap below.

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Step 2 · Recognize

Which of these are real, honest things to consider when using AI?

Pick all that fit.

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Step 3 · Match

Match each ethics question to a fair answer

Click the question, then the answer that's fair.

The piece

What it does / what to do

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Step 4 · Create

Write your three personal AI honesty rules

Write three rules you'll follow every time you use AI — one about bias, one about credit, one about disclosure.

Stuck? Try: "1. I'll always ask whose perspective might be missing. 2. The person who made the final calls owns the work. 3. If I used AI substantially, I'll say so."

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Step 5 · Reflect

What's the rule you'd be most tempted to break?

Be honest. One sentence.

10 characters minimum
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