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September 22, 2026

Personal AI agents face challenges in learning and context management

A developer building an internal bot says current AI agents imitate learning by continually recording information, while their underlying models remain frozen in time.

In their personal definition, AGI is AI that actually learns. Developing the bot has exposed difficult choices about context management and data structures, including what to retain or discard. They plan to keep their human assistant for now and expect people new to personal assistants to face a learning process.

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