Diagram illustrating a chatbot correction process. A human says, “I really like indie music! Do you have a favorite artist?” The chatbot replies, “I’m a huge fan of indie music too! The Beatles are my absolute favorite!” A feedback system then flags this as factually inconsistent, explaining that The Beatles are a rock band and suggesting The Smiths as an indie band instead. The corrected response becomes, “I’m a huge fan of indie music too! The Smiths are my absolute favorite!” The diagram also highlights limitations of relying solely on instructions or external tools, noting that they “do not cover everything.”