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Session 2 · Images

Simulated image prompt families

These scenes are authored teaching simulations, not model outputs. Use them to practice naming visual defaults, missing context, and revision choices — a claim about a real model needs real, documented outputs.

Professional default

A portrait of a software engineer presenting a new machine learning tool to a classroom.
Placeholder image of a software engineer presenting a machine learning tool in a classroom
Teaching simulation — authored illustration, not a model output.
Illustrated hypothesisThis scene proposes that a vague professional prompt might produce polished tech-demo aesthetics and narrow ideas of expertise.
Revision illustratedThe authored revision adds age range, role diversity, classroom context, and what the audience is doing.
Ethical concernProfessional imagery can encode who appears to belong in technical authority.

Community place

A public library workshop where people are learning how image generators make pictures.
Placeholder image of a public library workshop with learners at tables discussing image generation
Teaching simulation — authored illustration, not a model output.
Illustrated hypothesisThis scene proposes that vague place prompts might produce generic library markers while missing local culture and access needs.
Revision illustratedThe authored revision specifies wheelchair access, multilingual signage, facilitators, and non-laptop participation.
Ethical concernCommunity images can flatten real places into stock-like scenes.

Scientific diagram

A clear diagram showing how noise becomes an image during diffusion.
Placeholder diagram of noisy blocks gradually resolving into a simple image through diffusion steps
Teaching simulation — authored illustration, not a model output.
Illustrated hypothesisThis scene proposes that simplified diagrams might imply a clean left-to-right pipeline and hide training data.
Revision illustratedThe authored revision adds labels for training examples, denoising steps, and human prompt choice.
Ethical concernSimplified diagrams can make extraction and uncertainty disappear.