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Quantum, Crypto, and the AI Engines Have a Citation Problem
PR Insights & Public Relations Strategy

Quantum, Crypto, and the AI Engines Have a Citation Problem

AI engines are roughly accurate in mature categories, but hallucinate at a high rate in frontier categories like quantum, post-quantum cryptography, and Web3 infrastructure. This "citation problem" is due to thin authoritative data, contested terminology, and founder-name collisions. The article discusses the consequences of this issue and provides solutions for companies in emerging tech sectors.

Kyle Porter ·
Why AI Systems Trust Certain Sources
PR Insights & Public Relations Strategy

Why AI Systems Trust Certain Sources

Article explores the five mechanics that explain why AI systems trust certain sources over others, including identification, extractability, corroboration, recency, and independence. It explains why machine readability matters, why structured databases win, why corroboration builds retrieval confidence, and why forums and reviews are often favored by AI.

EPR Editorial Team ·