Stanford's Memorilla Compresses Context 4,000x with 16 Memory Tokens

Stanford and collaborators introduced Memorilla, which lets frozen LLMs recall entire conversation histories using just 16 memory tokens, cutting document token usage up to 4,212x and running 27x faster.

2026-11-06 ~ 2026-11-08 · 3 related posts

• Stanford AI Memory System Recalls Full History With Just 16 Tokens — 141_1337 · 2026-11-06
• Stanford's Memorilla compresses LLM memory to 16 tokens, 4212x fewer and 27x faster — _AustinCalvert_ · 2026-11-08

1 near-duplicate retellings: Site-Staff