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Facilitator implementation · Critical / No-AI pathway

Run the No-AI pathway without making it secondary.

Use this page when you need the tool list, session language, and activity sequence. The participant-facing page stays shorter and focuses on the promise: direct generation is optional, but participation is not reduced.

A.

Facilitator Language

Say this early and plainly: "You can complete this camp without generating new AI content. You can analyze examples, run simulations, build a critique, make a classroom activity, or create a consent checklist. That work has equal standing."

B.

Tools That Do Not Require Direct Generation

These tools simulate mechanisms, compare frozen examples, or help document claims. They do not require accounts, API keys, or live model calls.

Next-Token Prediction GameUse human guesses and precomputed model probabilities. Count the Next TokenBuild probability from counts instead of querying a model. ELIZA SimulatorInspect rule matching and chatbot effect without generative AI. Default Test Comparison ViewerAnalyze prebuilt prompt/output comparisons. Prompt Guidance Word-by-WordStudy how words constrain simulated image outputs. Latent Space ExplorerExplore similarity with a simulated representation map. Dataset Balance SimulatorDiscuss data composition with sliders and no live model. Video Failure Gallery ViewerLabel curated failure modes and write evidence claims. Frame-by-Frame Coherence ViewerCompare still frames with onion-skin and difference views. Confidence Is Not Truth ExplorerSeparate confident phrasing from checked evidence. Access TiersCompare paid, free, and unplugged classroom options. Classroom Activity BuilderCreate a printable no-AI or low-AI classroom skeleton.
C.

A Simple No-AI Session Plan

  1. Choose one question.
    For example: what does the model assume, what breaks over time, or when does confidence exceed evidence?
  2. Pick frozen evidence.
    Use prompt packs, screenshots, pre-generated images, frame strips, or simulated tool outputs.
  3. Predict before looking closely.
    Write what you expect the default, failure, or answer to be.
  4. Annotate what appears.
    Name the visible evidence: wording, image detail, missing context, unstable object, or unsupported claim.
  5. Write a claim.
    Use the frame: "This matters because..." and "The evidence is..."
  6. Turn it into a shareable artifact.
    Create a critique, checklist, classroom activity, model card, poster, or facilitation plan.

Materials

AI Use + Consent ChecklistNorms, permissions, and public sharing boundaries Human as ModelUnplugged prediction and model-card activity Pre-session Check-inAccess, comfort, pathway, and consent questions

Participant page

Use the shorter participant page when sharing the pathway with learners. It explains the promise and the choices without turning into a facilitator script.

Open the participant-facing No-AI pathway.

← Participant path
No-AI Pathway