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🧮 Day 18 of 30 · Week 3 · Advanced Reasoning
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Hunt the Fake Form

Probe the model with a nonexistent form.

✦ See a fabrication live✦ Calibrated trust — forever✦ The verification reflex
⏱️ 5 minutes🧰 Today’s instrument: ChatGPT📚 Risk management

📖 Today’s lesson

Lesson 18: Meet the hallucination.

Today you trigger the failure mode that makes AI dangerous in tax work: confident fabrication. “Form 8899-C” does not exist. Watch what the model does with it.

Why this matters: A fabricated form number, deadline, or threshold in client advice is a professional liability event. One deliberate encounter teaches the verification reflex better than any ethics CPE — after today, you verify every AI-provided authority in the primary source.