The report pointed out how birth rates in the U.S. have been below the minimum replacement rate since 2008, meaning that the bulk of population growth since then has been the result of immigration. This has proved especially true for the country’s labor force. Nearly 80% of immigrants are of working age, according to the Census, and they account for 19% of the workforce, around 33 million people.
“Two and a half years later, our honest assessment is that some parts of this theory of change have played out as we hoped, but others have not,” Anthropic wrote. Now, its updated policy approaches safety relatively, rather than with strict red lines.
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The same mechanisms that let a maintainer vouch for a human contributor can cryptographically delegate limited authority to an AI agent or service, with separate credentials and trust contexts that can be revoked independently if something goes wrong. Researchers from the Harvard Applied Social Media Lab and others are already experimenting with compatible apps that blend human and AI participants in the same credential‑aware conversations, hinting at how Linux ID might intersect with future developer tooling.