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The data companion to the podcast. An automation-exposure index across occupations, fed by the latest displacement studies, layoffs, and job-posting trends.
One job per episode, taken apart task by task — what AI can and can't do, the actual displacement data, and a realistic verdict. Evidence over panic.
Demo vs reality.
Real disclosed bug-bounty payouts.
Track how calibrated forecasters' AGI timelines shift and get prepared.
