AI Mistakes and Limitations
CONCEPTUALMachines make mistakes; they only know what they've been shown; bad training data leads to bad results; AI is not magic — just maths on data; showing edge cases and failures
Mastery Evidence
- Give an example of AI making a mistake (voice assistant mishearing, auto-correct error, wrong recommendation)
- Explain that AI mistakes happen because of gaps or errors in training data
- Describe why AI is not magic — it follows mathematical rules applied to data
Assessment Prompt
“If an AI incorrectly identified a picture of a muffin as a chihuahua, could [child] explain why that kind of mistake happens?”
Prerequisites1
- Machine Learning BasicshardAges 7—9
Show full prerequisite tree
- Machine Learning Basics hard
Must understand how training works before understanding why it can go wrong
- Step-by-Step Instructions soft
Understanding algorithms helps grasp how voice assistants process commands
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Smart Versus Not-Smart Devices hard
Must understand smart devices before exploring voice assistants as a specific smart device
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Smart Versus Not-Smart Devices hard
Must understand smart things before spotting AI all around daily life
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Step-by-Step Instructions hard
Must understand that computers follow instructions before learning about data as their input
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Patterns and Classification hard
Must understand patterns and sorting before grasping the training process
- Data and Information for Computers hard
Must understand data before learning how computers find patterns in it
- Step-by-Step Instructions soft
Understanding algorithms helps grasp how voice assistants process commands
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
- Smart Versus Not-Smart Devices hard
Must understand smart devices before exploring voice assistants as a specific smart device
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Smart Versus Not-Smart Devices hard
Must understand smart things before spotting AI all around daily life
- Computers in Everyday Life hard
Must know what computers are before sorting smart vs not-smart things
- Step-by-Step Instructions hard
Must understand that computers follow instructions before learning about data as their input
- Computers in Everyday Life hard
Must know computers exist before understanding they follow exact instructions
Unlocks2
- Bias in AI SystemshardAges 9—11
- Deepfakes and AI-Generated ContenthardAges 9—11