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Why Foundation Model Plasticity Is Hard: About Linear Fast Weights, Neural Memory and What's next?
Read the article →Beyond the Agent Harness: Why do we need continual learning Agent Companion Models?
A survey of learned models alongside AI agents, and the case for turning post-deployment experience into lasting capability through continual parameter learning.
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