AI historical figures in the classroom: a lesson structure for teachers

Why use one at all

Students ask an AI figure questions they would never ask a textbook, and they listen to the answers. That attention is useful only if the lesson turns it toward evidence. The strongest reason to use one is the verification step: a chatbot that sounds like Abraham Lincoln and is sometimes wrong is a good way to teach students to check claims against the record. A lesson that ends with the chat has taught them to trust a machine. A lesson that ends with the documents has taught them history.

The five stage lesson structure

This fits two 50 minute lessons, or one long block.

Stage 1 must come first. Students who meet the figure through the chatbot cannot tell when it goes wrong. Students who have read the Gettysburg Address can.

Test the chatbot first with bait prompts

Before class, spend ten minutes trying to trip the tool up. These prompts show whether it holds to the record, knows the edge of its figure's lifetime, and resists leading questions. You can also use them in class as a challenge: can students catch the AI out?

If a tool fails most of these, do not use it with students, or use it only as a deliberate error-hunting exercise.

Age ratings and privacy

Check the age rating of any tool before students use it. Many AI apps, Yuga among them, are for ages 13 and up. For younger classes, run the conversation yourself from the front, on the classroom screen with your own account, and type the questions the class agrees on.

Check your school or district's approval process for software that handles student data. In the United States, COPPA restricts collecting data from children under 13 and FERPA protects student records; in the UK and EU the GDPR applies; in India the Digital Personal Data Protection Act 2023 requires verifiable parental consent for anyone under 18. Whatever the tool, tell students:

• Do not type your full name, school, address, phone number or photos into a chatbot.
• Do not share anything about other people.
• The figure is a program, not a person, even when it sounds like one.
• If the AI says something upsetting or strange, stop and tell the teacher.

What a good AI figure should do, and how Yuga handles it

When you compare tools, look for four things: the figure stays inside its lifetime; it says so when the record is silent instead of inventing; it separates the figure's documented words from its own reasoning; and it admits it is an AI if a student sincerely asks.

Yuga's recreations are built from the figures' own writings and the historical record. In a conversation, a line drawn from the figure's writing is labelled with its source, and a line where the AI is reasoning beyond the record is labelled as in the figure's spirit, not their recorded words. It is free to start (15 voice minutes, then 5 a week, plus text every day), works in 24 languages, and runs on iPhone and Android. Like every such tool it can get things wrong. That is why stage 4 exists. How AI historical figures work explains the technology in plain terms for students.

Assessment ideas that grade thinking, not chatting

• Verification log: a table with four columns (the claim, what the AI said, what the source says, verdict: correct, partly correct, wrong, unverifiable). Grade the quality of the sources and the reasoning in the verdicts.
• Annotated transcript: students print the conversation and annotate it in the margin with citations and corrections.
• Spot the error: give pairs a transcript with three planted mistakes. The first pair to find and source all three wins.
• Reflection: “What did the AI do well? Where would you not trust it, and why?” Two paragraphs, with one example each.
• Compare two sources: the AI's answer and a primary source on the same question. Which is more reliable, and why? This is the sourcing skill tested in AP and IB history.

A simple rule for all of these: nothing the AI says counts as evidence until a student has found it in a source. Our guide on how to analyze a primary source gives students the method for stage 4.

Variations: debates, interviews and wax museums

AI figures also work as rehearsal partners for projects students already do. For an interview project, students practise their questions by voice before writing answers from the sources. For a classroom debate, a class can watch two figures argue a real historical question, then judge it against the documents. Yuga's debate rooms include Lincoln and Douglass at the White House in 1863 and Douglass and Susan B. Anthony on equal rights in 1869, both grounded in documented disagreements.

In every variation, keep the order: sources before conversation, verification after.