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#soft-tokens

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01 ·Inference & Serving·★ MEMBER·PAPER·12 min read Paper Explained — LatentPress: Feeding Compressed Context Straight to a Frozen LLM, Neither as Text Nor as Pixels A method that writes long conversation histories and documents into continuous memory tokens a frozen LLM reads directly — no text summary, no rendered image. On LongMemEval it beats uncompressed evidence at 7.70x compression. Explained from first principles.