99% Less AI Energy: 34-Min Training Beats 36-Hour GPUs

Breakthrough AI energy efficiency cuts training time from 36 hours to 34 minutes, slashing power consumption by 99% against 415 terawatt-hours of US data center demand.

415 terawatt-hours. That is how much electricity U.S. AI infrastructure and data centers consumed in 2024 — more than 10% of the nation’s total energy output. With the International Energy Agency projecting that figure to double by 2030, a team at Tufts University has answered with something other than bigger GPUs: a neuro-symbolic hybrid that slashes AI energy consumption by 99% while actually raising accuracy. Read more »

Oracle Layoffs: 30,000 Jobs Cut to Build $156B AI Empire

Oracle layoffs eliminate 30,000 jobs on March 31, 2026, the largest single-day workforce cut in company history, funding a $156B artificial-intelligence expansion.

Thirty thousand. That is how many Oracle layoffs hit on the morning of March 31, 2026 — the largest single-day workforce reduction in the company’s 47-year history. Roughly 18% of Oracle’s global headcount lost system access before their first cup of coffee, replaced not by cheaper labor but by rows of GPU racks in AI data centers worth $156B. Read more »