The Center for Shared AI Prosperity (CSAIP)
A research coalition that develops and compares progressive policy visions for a U.S. economy in which AI has replaced or disrupted many jobs, with the stated aim that AI's gains reach all Americans. Its site lists research, advisors, an open request for information and jobs.
Visit csaip.orgKey programs
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Losing Control of AI Is Actually the Point
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Voice AI in Firms: A Natural Field Experiment on Automated Job Interviews
A September 2026 working paper by Brian Jabarian (Carnegie Mellon) and Luca Henkel (Erasmus Rotterdam) reporting a field experiment with 70,000 real applicants randomly assigned to be interviewed by a human recruiter or an AI voice agent. Applicants interviewed by AI were 12% more likely to receive an offer, with higher job starts and retention and no drop in on-the-job productivity. Transcript analysis traces the gain to more structured, consistent interviews that still adapt to each applicant.
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Windfall Policy Atlas
A catalog of policy proposals for responding to economic disruption from transformative AI, published by the Windfall Trust. Proposals are organized into five domains — public and social investments, labor market adaptation, wealth capture, regulation and market design, and global coordination — with a filterable page listing every policy.
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Forming an LLC or S-Corp for Your Tech Business or Consulting Practice
This guide explains how to set up an LLC or elect S-corp tax status for freelance and consulting work. You can use it to register your business, get a free tax ID, and understand your self-employment taxes.
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