Glossary · Term

long-term memory

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Definition

Plain language

What an AI assistant remembers about you across many conversations.

As stated in the literature

Persistent memory storage and retrieval mechanisms that allow LLM agents to retain user-specific facts and procedures across sessions, often via vector databases or structured stores.

Why it matters: It's what turns a chatbot into something that feels like an ongoing assistant rather than starting from zero each session.

For example, telling your assistant once that you're allergic to peanuts and having it remember and apply that fact in a recipe conversation three months later.

Heard on the show

“Think of a brilliant consultant with no long-term memory who wakes up fresh for every job.”
Episode 194 — How a Robot Builds a Debugging Notebook It Can Read, Edit, and Hand to Another Robot

Mentioned in 4 episodes

  1. 194
    How a Robot Builds a Debugging Notebook It Can Read, Edit, and Hand to Another Robot
  2. 131
    Why Autonomous Research Agents Forget Their Own Lessons, and Arbor's Fix
  3. 031
    When Your AI Assistant Won't Let Go of Old Facts About You
  4. 027
    When AI Agents Build the Serving Stack: A Bet on Bespoke Infrastructure

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