THE UAF INDEX
Cosign turns endorsements and work relationships into a searchable network for people, companies and jobs. Its launch raises a larger question: who gets to curate the professional reputation graph that AI systems will use?
When an assistant becomes persistent, the social question is not whether it feels human. It is who can see its memory, who can correct it and how its presence changes the people around it.
The agent economy will depend on infrastructure that no single product team can safely improvise: identity, provenance, permission, interoperability and incident reporting. These are public-interest
Persistent assistants turn memory into an institutional question. A remembered preference can be useful; a remembered confidential conversation can be a liability. The longer an agent
Public institutions cannot treat agent deployment as a private experiment. Decisions affect people who may not be able to switch providers, inspect a model or appeal
AI-for-science programs made a useful distinction visible in 2025. Models can help search literature, write code and organize experiments, but discovery still depends on
When an assistant connects to files, calendars or company systems, the connection is not a convenience feature alone. It is an authority boundary. The system needs
Anthropic’s first threat-intelligence reporting on malicious uses of Claude made a useful institutional move: it described abuse as an operational problem with patterns, actors
AI in education is often framed as a tutoring question. In 2025 it became a systems question: who sets the learning goal, who sees the student’
The 2025 Paris AI Action Summit widened the public AI argument beyond frontier-model risk. Governments, companies, researchers and civil society discussed access, sustainability, public infrastructure
