Evidence-backed signal

Portability of personal AI context is emerging as an interoperability and user-control concern rather than merely a memory-export feature.

supported inference 92% confidence increasing

Downward provenance

event

Stanford proposes the Human Context Protocol

Thu Dec 18 2025 00:00:00 GMT+0000 (Coordinated Universal Time)
97% confidence
artifact

Robust AI Personalization Controls: The Human Context Protocol

research_publication
art-stanford-hcp-20251218
original source

Robust AI Personalization Controls: The Human Context Protocol

Stanford Digital Economy Lab
src-stanford-hcp-20251218