Stanford Research Open-Sources Memorilla, a Latent Memory Module for Frozen LLMs

Stanford researchers released Memorilla, an open-source memory system. It compresses a document collection into 16 memory tokens for a frozen Qwen3-8B. Memorilla reaches 84.33% on FactKG using 108x fewer document tokens than full context.