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The Memory Problem, Baseten | Compile 26

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Brief summary

The Memory Problem explains Baseten’s approach to long-horizon tasks by introducing an intermediate memory layer that iteratively compresses KV caches with learned attention, using compaction and KL-regularized training to transform transient context into stable, sample-efficient knowledge.

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What are the key components to getting a reliable long-horizon agent to do useful things?

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