Lab Facilitator Notes

Status: Rough v0.

Setup

Use fictional source material. Avoid real client, staff, customer, student, patient, donor, or family images unless a future version has explicit consent and a clear reason.

Safety Boundary

The brand-risk exercise should be controlled and fictional. The point is to understand the operational pattern, not to train people to target a real organization.

Watch For

• Learners treating helpful edits as automatically publishable.
• Learners assuming visible quality proves authenticity.
• Learners assuming an altered image can always be reversed.
• Learners forgetting to compare the edited image against brand boundaries.

Debrief

End by asking:

• What did the tool do well?
• What did it change without asking?
• Which changes affected meaning?
• Which images need extra review before publication?
• What official channel would customers use to verify the truth?

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Source: labs/generative-image-modification-lab/facilitator-guide.md