{"event":{"id":"evt-stanford-portable-memory-20260316","dedupe_key":"context_interoperability_research:2026-03-16:stanford-strengthens-portable-persistent-personal-context-architecture","event_type":"context_interoperability_research","title":"Stanford strengthens portable persistent personal-context architecture","summary":"Stanford Digital Economy Lab described portable and persistent personal memory through a unified Human Context Protocol, strengthening the case for context continuity and interoperability across personal AI systems.","occurred_at":"2026-03-16T00:00:00.000Z","published_at":"2026-03-16T00:00:00.000Z","observed_at":"2026-10-01T19:31:00.000Z","reconstructed_at":"2026-10-01T19:31:00.000Z","ingest_type":"live_world_scan","locations":["global"],"status":"verified","confidence":0.97,"metadata":{"actors":["Stanford Digital Economy Lab"],"change_kind":"interoperability_strengthening","candidate_concept":"human-context","temporal_note":"This event strengthens portability, persistence and interoperability. It is not treated as the birth of a separate canonical layer."},"created_at":"2026-10-01T20:08:12.914Z","updated_at":"2026-10-01T20:08:12.914Z"},"artifacts":[{"id":"art-stanford-portable-memory-20260316","canonical_url":"https://digitaleconomy.stanford.edu/publication/the-future-of-personal-ai-portable-and-persistent-personal-memory-through-a-unified-human-context-protocol/","artifact_type":"research_publication","title":"The Future of Personal AI: Portable and Persistent Personal Memory through a Unified Human Context Protocol","summary":"Stanford Digital Economy Lab framed portable and persistent personal memory through a unified Human Context Protocol as infrastructure for continuity and interoperability across personal AI systems.","creator_entities":["Stanford Digital Economy Lab"],"released_at":"2026-03-16T00:00:00.000Z","content_hash":null,"metadata":{"candidate_concept":"human-context","historical_role":"interoperability_and_persistence_strengthening"},"created_at":"2026-10-01T20:08:12.910Z","updated_at":"2026-10-01T20:08:12.910Z","relation":"documented_by"}],"signals":[{"id":"sig-context-delegation-threshold-20261001","statement":"Human context becomes operational infrastructure when agents use it not merely to personalize responses but to make or execute delegated decisions.","signal_type":"capability_threshold","direction":"increasing","confidence":0.88,"epistemic_status":"supported_inference","mapping_mode":"contemporaneous","reconstructed_at":null,"created_at":"2026-10-01T20:08:12.916Z","updated_at":"2026-10-01T20:08:12.916Z"},{"id":"sig-context-portability-pressure-20261001","statement":"Portability of personal AI context is emerging as an interoperability and user-control concern rather than merely a memory-export feature.","signal_type":"interoperability_pressure","direction":"increasing","confidence":0.92,"epistemic_status":"supported_inference","mapping_mode":"contemporaneous","reconstructed_at":null,"created_at":"2026-10-01T20:08:12.915Z","updated_at":"2026-10-01T20:08:12.915Z"},{"id":"sig-human-context-substrate-convergence-20261001","statement":"Independent architectures are converging on persistent, permissioned and increasingly portable human-specific context as an enabling substrate for personal agents.","signal_type":"emerging_topology","direction":"increasing","confidence":0.91,"epistemic_status":"supported_inference","mapping_mode":"contemporaneous","reconstructed_at":null,"created_at":"2026-10-01T20:08:12.915Z","updated_at":"2026-10-01T20:08:12.915Z"}]}