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The AI jobs numbers look calm. Cut them by age, and the calm disappears. Across all workers, the most AI-exposed occupations barely moved this year. Look at workers twenty-two to twenty-five in those same jobs, and employment is shrinking close to four percent a year, while their least-exposed peer
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HAIA-RECCLIN: Reasoning and Dispatch
Third Edition for Human AI Governance Get the PDF Here Executive Summary HAIA-RECCLIN is an operational methodology for governing AI output through structured human oversight. It comprises two capabilities: Reasoning, a ten-field output format that forces any AI platform to show its work, cite its sources, score its own confidence, flag its own conflicts, and hand the final decision to a…
