EPISODE · Sep 23, 2026 · 13 MIN
What Happens When 12 Million Jobs Vanish In 18 Months
from Unboxed · host James Caldwell
What if I told you that 12 million jobs could disappear in just 18 months, and it has nothing to do with a recession? The 2028 Global Intelligence Crisis isn't about robots taking over. It's about AI systems hitting a performance threshold that could trigger the fastest economic disruption in human history. Current large language models already match human performance in roughly 30% of cognitive tasks. Economic models suggest that once AI reaches 60-70% capability across cognitive work, we hit a tipping point where entire sectors could collapse faster than new ones emerge. In This Episode: > Why the 60-70% threshold triggers mass displacement > Which 300 million jobs are most vulnerable right now > How 3-5 year transitions compare to historical 20-40 year shifts > What happens when productivity gains don't create new employment James Caldwell breaks down the economic models behind this prediction and explains why this crisis looks different from previous automation waves. The problem isn't that AI will replace workers gradually. It's that AI improvement curves suggest we could hit multiple capability thresholds simultaneously, creating a cascade effect across knowledge work, customer service, and creative industries all at once. This isn't about sentient AI or science fiction scenarios. It's about math, market dynamics, and what happens when technological change outpaces human adaptation by decades. Timestamps: 00:00 The 2028 timeline explained 02:30 Current AI capability benchmarks 04:45 Why this time is different from past automation 07:20 The 300 million job calculation 09:15 Economic cascade effects 11:00 What comes next If you're tracking AI's real-world impact, hit follow. Unboxed drops multiple episodes daily because AI developments don't wait for weekly schedules, and someone needs to separate the signal from the Silicon Valley noise. Learn more about your ad choices. Visit megaphone.fm/adchoices
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What Happens When 12 Million Jobs Vanish In 18 Months
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