
About
Research With Real-World Consequences
Loyal Agents is anchored by Stanford’s Digital Economy Lab and Consumer Reports, alongside partners who test ideas against real deployment conditions.

Contributors
The People Behind the Work










Convenings
Where We've Convened



Reference implementation & research partners
Tested Against Deployment
Turn.io
Piloting HCP in mobile, multilingual, low-connectivity environments.
Learning Economy Foundation
Piloting learner-owned records, family transparency, and portable credentials.
University of Texas at Austin
Contributing reputation mechanisms and cross-provider memory portability.
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Help Define What Comes Next
We welcome collaborators who want to shape trustworthy, consumer-first AI agents.