Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.
Glendale Community College in Arizona utilized an AI system during its May 15, 2026 commencement ceremony. The AI was responsible for announcing graduates' names and displaying their information. AI
IMPACT Demonstrates the application of AI in administrative and ceremonial functions within educational institutions.
Prediction markets, envisioned as powerful tools for aggregating information and predicting the future, are currently dominated by sports betting, with only a small fraction of volume dedicated to STEM topics. Companies like Kalshi and Polymarket, despite their potential for societal foresight, struggle to attract diverse market participation beyond gamblers and sports enthusiasts. Regulatory scrutiny and legal challenges in states like Nevada and Arizona highlight the ongoing debate about whether these platforms function as legitimate prediction tools or simply as gambling sites. AI
IMPACT Discusses the potential and current limitations of prediction markets, a mechanism that could leverage AI for better societal foresight.