Get Involved

Fund Research and Standards for Trustworthy AI Agents

Support open specifications, evaluation tools, and legal frameworks tested with real implementation partners.

Sandy Pentland speaking in front of a slide titled "Personal AI Agents: Connecting People and Building Community." — Sandy Pentland presenting at The Future of Personal AI: Global Portable Memory Workshop, March 2026

What funding supports

Four Connected Workstreams

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.

Why now

Shape Standards Before They Are Fixed

Decisions about identity, authorization, and memory will set precedent for years. Supporting this work while it is still being written is the highest-leverage moment.

Direct visibility into standards development as it happens.
Association with a public-interest, multi-stakeholder effort.
A voice in which real-world use cases get tested first.
Support across the portfolio or directed toward a specific workstream.

Get involved

Fund the Infrastructure of Trust

Funding opportunities range from specific research questions to broader operating support. Let’s find the right fit.

Contact the Team