How AI Agents Remember: What Anthropic’s Memory Research Shows, and What We Learned Running Agents With Memory

A light wooden desk with stacks of blank index cards, a cobalt card box filled with blank cards, and an open notebook with a pencil
Your assistant forgot what you told it yesterday. Anthropic’s research post “The components of agent memory” shows how agents write, organize and correct notes between sessions: 413 memory files and one badge versus nine files and four, a wiki that lifted scores from 13% to 48%, and notes fixed by “dreaming.” Plus five lessons from running our own agents with memory.
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