Nov. 7, 2025
AI Literacy Explained
AI literacy involves a good, evolving understanding of how AI works. It means being critically aware of its limitations and understanding how we can mitigate the risks.
How Does AI Work?
At its core, artificial intelligence’s outputs are based on statistics and probability. Gen AI models are trained on large datasets to learn patterns that appear in texts. After analyzing your prompt, Gen AI tools generate a response by making a very, very good guess about the best words to use.
What’s the Catch?
Even the best guesses can be wrong. AI can make mistakes, so you’ll need to double check each output for accuracy. Here are some of the most common limitations of AI:
Hallucinations and Misinformation
When AI guesses wrong, they can present plausible but inaccurate information. As a result, they “make stuff up.” This is called a hallucination.
Additionally, with today’s AI tools, we are even more susceptible to misinformation (unintentionally misleading) and disinformation (intentionally misleading). Just like how we need media literacy to critically evaluate the media we consume, we need AI literacy to properly assess all AI content we see.
Bias
Many Gen AI tools are trained on widely available data, thus echoing the biases present in texts and audiovisual media. Since Gen AI tools are programmed to make statistical predictions, they often exaggerate, reinforce, or worsen the bias present in their training data.
Sycophancy
AI tools are often designed to be agreeable, so they may mirror your assumptions instead of questioning or correcting them. This is called sycophancy—when AI confirms what you say, even if it is misleading, biased, or incorrect.
Critical thinking remains vital
Without thinking critically, people risk internalizing AI hallucinations or AI-enabled misinformation and eventually reiterate inaccurate information. Additionally, over-reliance on AI tools can lead to reduced engagement, critical thought, and personal development.
Your role: Always verify claims and use AI to extend—not replace—your thinking.
Other Resources
Being aware of AI’s limitations is the first step to using it effectively. For more information on responsible and effective use of AI, check out our other resources: