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Memorilla encodes documents once into reusable embeddings

The Memorilla system encodes entire documents into a fixed number of query-dependent tokens, enabling frozen LLMs to retrieve relevant information without expanding the context window.

#llm#memory#embeddings#context window#latent semantic memory

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