Opinion: Labs Will Offer Persistent Memory, But Hoard True Continual Learning

VraserX · x · 2026-07-29

The author proposes a provocative viewpoint on the evolution of LLM capabilities: major AI labs will likely offer 'persistent memory' to the public, but will never open-source 'true continual learning.'

They argue that models capable of real-time continual learning would be far too powerful, leading labs to keep them strictly behind closed doors, releasing only periodically updated, derived versions to the public.

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