Mayo Clinic validated an AI that detects pancreatic cancer up to 3 years before a routine CT scan would otherwise flag it. In the same two-week window, J&J cut clinical trial report preparation from 700 hours to 15 minutes using AI, and a Harvard randomized controlled trial of 194 students found AI tutors produced learning gains more than double those of traditional active learning classrooms, with 70% of AI-tutor students finishing in under 60 minutes.
The gains are not limited to medicine and education. Princeton researchers ran 83 million stellar light curves from NASA's TESS telescope through a machine learning pipeline and produced 10,091 new exoplanet candidates, work that would take human astronomers years. Texas A&M hit 88% accuracy predicting western flower thrips outbreaks in open pepper and tomato fields. Thailand put 160,507 teachers through AI training, reaching 3.3 million students. Hong Kong, working with South China University of Technology, deployed a 3D AI flood simulation system for real-time emergency pre-positioning.
The business signal is equally blunt. Atlassian posted Q3 FY26 revenue of $1.79 billion, up 32% year over year, with cloud at $1.13 billion up 29%, and raised its full-year growth outlook to 24%. Twilio hit $1.41 billion in Q1 2026 revenue, up 20%, with operating income up 366% year over year. The original piece is worth reading in full because the sourcing is specific: peer-reviewed journals, named executives, and primary filings, not vendor press releases. The trend it documents is compounding faster than most forecasts account for.
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