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Andrew Lampinen Examines Real Challenges in Continual Learning for LLMs

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What are the real problems to be solved in continual learning? In my latest post, I tackle this question — reviewing where I think the field went astray in the past, how language models changed things, and where the real challenges remain. 1/2

What are the real problems of continual learning? 

Reflections on catastrophic interference, plasticity, and learning for the future in the era of large language models
1:38 PM · May 29, 2026 View on X

@dwarkesh_sp when you having Andrew on?

Andrew LampinenAndrew Lampinen@AndrewLampinen

What are the real problems to be solved in continual learning? In my latest post, I tackle this question — reviewing where I think the field went astray in the past, how language models changed things, and where the real challenges remain. 1/2

8:38 PM · May 29, 2026 · 97.1K Views
5:39 AM · May 31, 2026 · 344 Views