Get Involved

Contribute to the Research Behind Trustworthy AI Agents

Join a multi-institution effort spanning Stanford, Consumer Reports, MIT, Oxford, Microsoft Research, OpenMined, and implementation partners.

Ways to contribute

Open Questions Across the Stack

Human Context Protocol
An open standard for portable, user-governed personal context that can move across AI systems rather than remain locked inside one platform, with clear permission boundaries and accountability when agents act on a person's behalf.
Benchmarking & Evaluation
Loyalty sandboxes, an open agent-rating service, and MemoryArena test whether agents live up to their claims.
Safe Multiagent Systems
Focuses on mitigating systemic risks and emergent collective failures in micro- and macro-scale, multi-agent AI systems.
Duty of Loyalty
Legal and technical frameworks translating duties of care and loyalty into concrete agent design and deployment practices.

Research collaboration

Co-authorship on published, multi-institution work.
Direct engagement with Turn.io, Learning Economy Foundation, UT Austin, and Consumer Reports.
Participation in convenings such as the Global Memory Workshop.
Build on openly published specifications, benchmarks, and reference implementations.

Get involved

Whether you want to test an implementation or extend an open benchmark, we’d like to hear where your work connects.