Belief and Reasoning Biases
Automation bias
Overtrusting automated output.
Example: A driver follows GPS onto a bad route despite visible road signs.
Ask: What would I check manually?
Go DeeperSituation Guide
Thinking Traps with AI Prompts
Biases that can sneak into AI prompts, model interpretation, automation, and prompt-based reasoning.
Learning and Performance Biases
Automation bias
Depending on tools instead of understanding the task.
Example: A driver follows GPS onto a bad route despite visible road signs.
Ask: Can I detect when the tool is wrong?
Go DeeperBelief and Reasoning Biases
Automation complacency
Monitoring less carefully because a system usually works.
Example: A pilot or operator monitors less carefully because the system usually handles it.
Ask: What failure would I notice too late?
Go DeeperDecision-Making Biases
Confirmation bias
Seeking or favoring information that supports what you already believe.
Example: Someone searches only for reviews that defend the phone they already want.
Ask: What evidence would change my mind?
Go DeeperBelief and Reasoning Biases
Confirmation bias
Favoring evidence that supports existing beliefs.
Example: Someone searches only for reviews that defend the phone they already want.
Ask: What is the best opposing evidence?
Go DeeperProbability and Statistical Biases
Confirmation bias
Data is interpreted to support an existing belief.
Example: Someone searches only for reviews that defend the phone they already want.
Ask: What analysis would challenge the belief?
Go DeeperSocial Biases
Authority bias
Giving extra weight to authority figures.
Example: A suggestion sounds correct mainly because a senior leader said it.
Ask: Is the authority relevant to this claim?
Go DeeperMoral, Political, and Workplace Biases
Authority bias
Overweighting the view of a senior person.
Example: A suggestion sounds correct mainly because a senior leader said it.
Ask: Is rank substituting for evidence?
Go DeeperLearning and Performance Biases
Fluency illusion
Mistaking easy processing for real mastery.
Example: A video lesson feels easy, so the viewer assumes they mastered the skill.
Ask: Can I recall it later under pressure?
Go DeeperLearning and Performance Biases
Illusion of competence
Feeling skilled because material feels familiar.
Example: A student recognizes highlighted notes and thinks they can recall them.
Ask: Can I perform without prompts?
Go DeeperMemory Biases
Google effect
Remembering where to find information better than the information itself.
Example: A student remembers the search phrase but not the answer itself.
Ask: Do I understand this without looking it up?
Go DeeperMemory Biases
Source confusion
Remembering information but forgetting where it came from.
Example: Someone quotes a statistic but cannot remember whether it came from a study or a social post.
Ask: Do I know the source well enough to repeat this?
Go DeeperMemory Biases
Availability heuristic
Judging likelihood by how easily examples come to mind.
Example: After watching several stories about shark attacks, a beach trip suddenly feels much more dangerous.
Ask: Is this common, or just vivid and easy to remember?
Go DeeperMemory Biases
Availability cascade
A repeated claim starts to feel true because many people repeat it.
Example: A rumor about layoffs feels true after enough coworkers repeat it.
Ask: Can I trace this back to a solid original source?
Go DeeperMemory Biases
Hindsight bias
Seeing an outcome as more predictable after it happens.
Example: After a startup fails, everyone says the warning signs were obvious.
Ask: What was actually knowable beforehand?
Go DeeperMemory Biases
Choice-supportive bias
Remembering your choices as better than they were.
Example: After buying a car, a driver notices every feature they like and downplays the repair costs.
Ask: What would I tell a friend making this choice now?
Go DeeperMemory Biases
Misinformation effect
Later information changes how an earlier event is remembered.
Example: After hearing a friend say the bike was speeding, a witness remembers it moving faster.
Ask: What did I observe directly, and what did I hear later?
Go DeeperMemory Biases
False memory effect
Feeling sure about something that did not happen or happened differently.
Example: A family story is repeated so often that someone feels they remember being there.
Ask: What independent record supports this memory?
Go DeeperQuick FAQ
What are thinking traps with ai prompts?
Biases that can sneak into AI prompts, model interpretation, automation, and prompt-based reasoning.
How do I spot one quickly?
Look for the moment a conclusion feels obvious before the evidence, context, or opposite explanation has been checked.
What should I ask instead?
Ask what information is missing, what would change your mind, and whether the strongest counterexample has been considered.