When Chatbots Create False Fluency

In this episode we explore “the magenta line of learning” — a powerful metaphor borrowed from aviation to understand what happens when students become too dependent on AI tools before they have built real expertise.Topics covered:The “Children of the Magenta Line” aviation metaphorWhat Air France Flight 447 can teach us about automation dependencyWhy students may feel confident without actually understandingThe difference between performance and real learningCognitive load theory and why struggle mattersHow chatbots can give students fluency without schemaHow teachers can test whether students truly [email protected]:https://carlhendrick.substack.com/p/children-of-the-magenta-line