500 years of journalism teach AI trust lessons

Journalism's institutional memory, corrections policy, and accountability translate into engineering fixes for LLM failures. LLM misinformation splits into three distinct failure modes, each requiring a different mitigation. Collapsing them under "hallucination" leaves root causes untouched and risks operational consequences like compliance gaps and liability.