✓What misinformation is — both the model’s half (hallucination) and the user’s half (overreliance)
✓Why OWASP merged Overreliance into Misinformation in the 2025 edition
✓How hallucination happens mechanically — pattern prediction, no ground-truth lookup, confidence as a style
✓4 misinformation types — each anchored to a real, confirmed incident
✓Mata v. Avianca (2023) — fabricated case citations, court sanctions, the overreliance loop
✓Slopsquatting (2024) — how hallucinated package names become a supply-chain attack vector
✓Moffatt v. Air Canada (2024) — the ruling establishing legal liability for LLM chatbot misinformation
✓Pearce et al. (2022) — 40% of Copilot’s security-sensitive code suggestions were vulnerable
✓All 3 OWASP attack scenarios, each grounded in a real-world example
✓6 mitigation categories — what OWASP says, how real incidents showed the gap, how to do it right, how to validate