Session 7 · March 2027
Subject deep dive · Social Studies
45 minutesHistory & civics
Goal
Each teacher builds one lesson that uses AI's weaknesses, fabricated sources, bias, plausible disinformation, as the teaching object, and leaves with it ready to run.
Prep
- Claude / ChatGPT open. A primary source (or a known event) you can have AI summarize live.
- An example of AI producing a fabricated quote or a subtly biased summary.
- Shared doc for the lessons teachers build.
0:00 — 0:05
Open · the fake quote
Do Ask AI for a specific quote from a historical figure or a summary of a primary source; show how it can fabricate a confident, wrong, quotable line. Democracy runs on being able to tell real from fake.
0:05 — 0:20
Focus · sources, reasoning, and disinformation
- Where it helps: summarizing background, generating multiple perspectives on an event, and drafting counterarguments to stress-test a claim.
- Where it's dangerous: fabricated quotes and sources, plausible historical disinformation, and baked-in bias, exactly the things a citizen must learn to catch.
- The move: treat AI output as a document to be sourced and corroborated. Compare its account to primary sources; use AI-generated disinformation as a "spot the fake" exercise. This is source analysis, your core skill, applied to a new kind of text.
0:20 — 0:35
Hands-on · build a source/disinformation lesson (laptops open)
Each teacher builds one lesson in the shared doc, choosing one:
- Corroborate the AI — students compare an AI summary of an event to two primary sources and identify what it got wrong, omitted, or slanted.
- Spot the fabrication — students receive AI-generated "historical" claims or quotes and must verify each against a real source.
- Analyze the bias — students prompt AI for perspectives on a contested event and analyze whose voices are centered or missing.
Do Draft the lesson with prompts, the sources, and the student task. Pairs swap and sharpen.
Watch Keep it about method (how to verify), not about relitigating the politics of any one event.
0:35 — 0:45
Share-out + commit
Do A couple of teachers show their lesson. Commitment: run it this month. Preview: April is family communication.
After the session
- Post the lessons as a shared bank.