Are you still on board?
The AI Kill Threshold is approaching.
Industry-Wide AI Progress: Where are we?
AIR: AI Replacement Risk
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16 diagnostic questions · 4 dimensions · about 3 minutes
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Your Data Is Training AI to Replace You
Skill is the last mile from general AI to your specific job. Your experience data is the last defense line.
A foundation model alone can't do your job. But add your industry data, your workflows, your expertise — and it becomes your replacement.
Skills = a new form of training data. Structured expertise (workflows, SOPs, decision trees) that AI can learn directly — no fine-tuning needed.
The more open your experience data is, the faster AI crosses the last mile to replace you.
See what platforms collect, the feedback loop, and how to protect yourself.
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Explore detailed data on high-risk jobs, layoff cases, industry impacts, and career trends.