Possible later program / AI & Smart Machines

Test the output. Find the limits.

A future program could investigate how AI tools produce predictions, text, and images—and how confidently those tools can be wrong.

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Practical questions

What is the machine doing, and how would we know?

Students can compare prompts, inspect patterns, test outputs, collect confident mistakes, and distinguish a useful prediction from understanding.

The central habit is verification: what evidence supports the output, what may be missing, who could be affected, and what a person remains responsible for deciding.

Possible topic path

Patterns, predictions, tests, and responsibility.

  1. Rules, Patterns, and ModelsComing later
  2. Prediction Is Not CertaintyComing later
  3. Prompts as InstructionsComing later
  4. Images and ClassificationComing later
  5. Games and Bounded DecisionsComing later
  6. Data From SensorsTopic Guide
  7. Testing Wrong AnswersTopic Guide
  8. Bias, Privacy, and Human JudgmentComing later

Two future previews

Small experiments that expose the limits.

AI & Smart Machines Coming later

AI Guessing Game

A possible investigation of pattern-based guesses, confidence, errors, and fair testing.

  • Patterns
  • Prediction
  • Classification
  • Testing
Builder Not scheduled
See the later idea
AI & Smart Machines Coming later

Chatbot Character Lab

A possible writing and testing lab about prompts, character rules, inconsistent answers, and verification.

  • Prompts
  • Language
  • State
  • Testing
Inventor Not scheduled
See the later idea

Class and Computer Lab

Use an output. Then try to break the claim.

A class would set a bounded question, establish privacy rules, inspect examples, and compare results. Computer Lab work could design harder tests, classify failures, revise a prompt, or connect a limited prediction to a game or robot rule.

Fluent language is not evidence. A confident answer can still be wrong.

Human judgment remains responsible.

Any future AI work will state which tools are used, what data they receive, what claims are being tested, and which decisions remain with a person.

Read the AI parent guide

Curious about AI later?

Ask Eugene about the idea. Scratch and Robotics are the programs available now.

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