16 Jul, 2026

Building a distributed AI butler network (shared learning across devices) | by Mariyam Mahmood | October 2025

When I built my Auto-updating Butler (from Part 3), he was a faithful, intelligent, adaptive, even slightly sassy companion on long nights. But as my projects grew across multiple devices, laptops, desktops, and a Raspberry Pi cluster, I ran into a roadblock: Every butler learned independently.Everyone had their own memory, habits and plugins.And neither of […]

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