Memorilla Gives Frozen AI Models Long-Term Memory Without Retraining

At a glance

Memorilla stores many documents ahead of time as compact number sets and passes only the parts needed for each question to an AI. The AI model itself stays unchanged. It scored highest on average in tests of personalization, long-text understanding, and knowledge questions.

Key points

1. 1

   Documents are converted once and stored, and each question pulls 16 pieces of relevant content.

2. 2

   Answers come much faster than when the full documents are fed in, dropping from 19.9 seconds to 0.74 seconds for 512 documents.

3. 3

   In a game test, remembering past experience reduced repeated wandering and raised success from 18.6% to 24.2%.

Why it matters

For AI to remember long conversations or documents while answering quickly and cheaply, this kind of memory approach is needed. The article shows one way to add memory to an existing AI without changing it.