Memorilla adds latent semantic memory to LLMs, positioned beyond RAG

StanfordAILab · x · 2026-11-06

Stanford AI Lab boosts Memorilla: Latent Semantic Memory for LLMs by adibvafa. The analogy: RAG is episodic memory (retrieve the exact episode), Memorilla is semantic memory (distill knowledge into latent representations), mirroring how humans store both types. The author calls it a 0→1 change in how LLMs use memory, admits it isn't perfect yet, and invites the community to build on the idea.

Related event: Memorilla Compresses LLM Memory into 16 Embeddings, Saving 4,212x Tokens(3 posts)→

Original post →

More from Research

Research channel →